[HN Gopher] Santa Cruz, California bans predictive policing in U...
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       Santa Cruz, California bans predictive policing in U.S. first
        
       Author : rbanffy
       Score  : 506 points
       Date   : 2020-06-26 16:59 UTC (6 hours ago)
        
 (HTM) web link (www.reuters.com)
 (TXT) w3m dump (www.reuters.com)
        
       | [deleted]
        
       | phkahler wrote:
       | One way to preventing such positive feedback (more policing means
       | more crime) may be to use only reported crime or calls to the
       | police when allocating resources to an area.
        
         | booboolayla wrote:
         | >More policing means more crime
         | 
         | Sounds like more testing means more people infected
        
         | seaish wrote:
         | This is not the answer. People are just as likely to be biased
         | as police, and when this system is known, it can be used by
         | malevolent citizens to influence where police go, not just in
         | racial ways either.
        
       | godelski wrote:
       | Looking at all these comments, did no one watch _Minority
       | Report_? The whole film was about the difficulties and ethics of
       | "precrime" and arresting people before they even committed a
       | crime. Obviously we aren't doing that here, but stories often
       | exaggerate a bit.
       | 
       | I'd also like to add another good series that explores this topic
       | even more than _Minority Report_ : _Psycho-Pass_. _Psycho-Pass_
       | is more extreme in that there 's stations setup that are
       | constantly monitoring peoples' brain patterns and trying to
       | predict aggression. I think many draw parallels to mass
       | surveillance and some uses of ML for predictive crime detection.
       | 
       | Both these shows tackle ethical challenges related to policing in
       | this manner even when the predictive power is quite high.
        
         | lobotryas wrote:
         | But this is not "pre crime". Someone in those areas still has
         | to break the law to be arrested. What you write has zero
         | connection to reality.
        
           | godelski wrote:
           | Often we use stories to draw parallels. If you watch a movie
           | or read a book and think "that's not a precise depiction of
           | the issue!" I don't think anyone is going to disagree with
           | you. I think you are failing to see similarities and are
           | focusing on the differences. The differences are there for
           | entertainment. I mean... come on... we don't even believe
           | that humans have psychic abilities/magic. But that doesn't
           | mean that it can't be a compelling and worthwhile story. Even
           | Gattaca, which is much more scientifically reasonable, has
           | many shortfalls and exaggerates things to tell a better
           | story.
           | 
           | There's numbers between 0% and 100%. I'm not claiming
           | _Minority Report_ is 100% reality (that 's ludicrous!), but
           | that doesn't mean it is 0%.
           | 
           | Take your trolling elsewhere.
        
         | throwawaygh wrote:
         | _> Obviously we aren 't doing that here_
         | 
         | IDK. one year olds were added to CalGang database. People were
         | added to the CalGang with no supporting evidence. The database
         | was used to direct police resources _and also for background
         | checks for job applicants_.
         | 
         | So, you're entered into the database as a one year old (or a
         | ten year old, or a 30 year old but for no good reason). Now you
         | can't get a job. Predictably, you turn to whatever petty crime
         | to survive, like selling loose cigarettes or dealing small
         | amounts of pot. And, since there's increased police attention
         | on you, you're definitely caught.
         | 
         | Taking away people's ability to make a living legally, and then
         | arresting them for turning to crime to survive, sounds pretty
         | equivalent to just arresting them for precrime in the first
         | place.
        
           | godelski wrote:
           | I meant specifically arresting people _before_ they committed
           | a crime. There is a fine line between that and putting
           | someone under watch, but I think _Minority Report_ was
           | pointing out that this line might as well not exist.
           | 
           | Personally, I think putting someone under watch before they
           | have committed a crime or there is reasonable suspicion that
           | the person is about to commit a crime is unconstitutional. I
           | do not think statistics is justification for "reasonable
           | suspicion."
        
             | lostapathy wrote:
             | Everybody commits minor infractions of the law regularly.
             | Putting someone under watch, by a cop who needs to report
             | that he enforced something, is going to ensure they get
             | picked up sooner or later.
             | 
             | There's a saying to the effect that a good cop can find a
             | reason to pull any car over if he follows it for just a
             | couple minutes.
        
               | godelski wrote:
               | I have one that goes back a few more centuries
               | 
               | > If you give me six lines written by the hand of the
               | most honest of men, I will find something in them which
               | will hang him.
               | 
               | - Cardinal Richlieu
        
               | metrokoi wrote:
               | Do they? What are these minor infractions that would get
               | picked up on? Likely drug or gun charges. Most people
               | don't own guns illegal or use illegal drugs. The only
               | common infraction I can think of is speeding, but that's
               | not what these criminals are being picked up for. Cops
               | don't follow a single individual around waiting for them
               | to go 5 over the speed limit.
        
               | Falling3 wrote:
               | Are you unaware of the fact that police plant evidence?
        
               | ncallaway wrote:
               | I'll give a partial list and refer to the RCW since
               | that's a state I'm familiar with. Again, the entire point
               | is the driving code is long and complicated. There are
               | many many reasons you can be stopped.
               | 
               | Explore the entire RCW yourself on driving rules here:
               | https://app.leg.wa.gov/rcw/default.aspx?cite=46.61. I
               | encourage you to read the _entire section_ and ask
               | yourself if you ever have a driving trip longer than 3
               | blocks where you _don 't_ violate one of these laws:
               | 
               | - Speeding (even 1 mph over the limit for only 1 second).
               | 46.61.400 (2)
               | 
               | - Speeding (even if at/under the speed limit if the
               | officer things the roadway is unsafe for that speed,
               | subjective to the officer making the stop) 46.41.400 (1)
               | 
               | - Speeding (failure to slow down at an intersection, hill
               | crest, bend in the road, or when pedestrians are nearby,
               | subjective to the officer making the stop) 46.41.400 (3)
               | 
               | - Passing on the right (except in specific situations)
               | 46.61.110 & 46.61.115
               | 
               | - Driving too slowly (driving too slowly such that you
               | impair the normal and reasonable flow of traffic; note
               | for extra fun that the normal flow of traffic is often
               | _above_ the speed limit and this particular law doesn 't
               | provide an exception for driving at the speed limit;
               | subjective to the officer making the stop) 46.61.425
               | 
               | - Failure to signal (both turns and lane changes, even
               | into your own driveway) 46.61.305 (1)
               | 
               | - Failure to properly signal (not signaling a full 100
               | feet of travel before turning or changing lanes)
               | 46.61.305 (2)
               | 
               | - Illegal wide turn. 46.61.290
               | 
               | - Reckless driving (subjective to the officer making the
               | stop) 46.61.500
               | 
               | - Failure to come to a complete halt at a stop sign.
               | 46.61.190
               | 
               | - Failure to stop between 15-50 feet __of the rail __from
               | a mandatory stop rail cross (note, the distance measured
               | is from the nearest rail, not the stop sign) 46.61.345
               | 
               | - Expired tabs (even by a day). 46.16A.030
               | 
               | - Anything not street legal about your vehicle (headlight
               | out, taillight out, cracked windshield, window tint).
               | 
               | > Cops don't follow a single individual around waiting
               | for them to go 5 over the speed limit.
               | 
               | This is a preposterous statement and absolutely false.
               | This happens _all the time_ when an officer becomes
               | suspicious of a vehicle. It 's literally routine policing
               | that you would learn at the academy if you took officer
               | training.
        
               | lostapathy wrote:
               | It's not like cops can pull you over for simple
               | possession of weed in your glove box. They pull people
               | over for a traffic infraction and then find the weed,
               | illegal gun, etc.
        
               | godelski wrote:
               | I once looked up the arrest records in my local area. The
               | number one reason for arrest was "driving without a
               | license." (with no other infractions listed). I'm not
               | saying that this was racial profiling, but I'm not
               | denying that people with Hispanic last names accounted
               | for the vast majority of these arrests. I am at least
               | implying that it is a little suspicious and maybe
               | requires a little more nuance and closer inspection.
        
               | lostapathy wrote:
               | Right. Generally, when somebody gets pulled over for a
               | trivial violation and then something bigger is found
               | during the stop, they only write a ticket for the bigger
               | violation. Less paperwork that way and has the end result
               | they were looking for.
        
               | snowwrestler wrote:
               | The reality is that the police can pull you over at any
               | time for no reason at all, and you are still required to
               | follow their orders.
               | 
               | There is no remedy available in real-time. The law says
               | that you must always follow police instructions. So if
               | the police pull you over for no reason, and handcuff you
               | on the side of the road, you must submit to the
               | handcuffing. If they demand to search your car, you must
               | submit to that. It is only later that you can move to
               | have evidence dismissed, or file a complaint.
               | 
               | I know this goes counter to how we [1] think the law
               | works. But this is how things work in reality. If an
               | officer acts illegally during a traffic stop, and you
               | physically resist it (e.g. grab them to keep them out of
               | your car after refusing a search), you have committed at
               | least one crime and possibly several. Now you can really
               | be arrested, or if the officer is afraid for their life,
               | shot dead. Even though there was nothing behind the
               | initial pull-over.
               | 
               | [1] Edit to add:
               | 
               | By "we" I mean people to whom the police usually show
               | deference and respect; a group to which I belong, and
               | with which I'm assuming there's a big overlap with HN
               | readership. BTW this deference is part of what is covered
               | by the term "privilege."
               | 
               | There is certainly another group of people who have
               | direct experience with getting pulled over for no reason.
               | Consider the stories told by the former police chief of
               | Detroit:
               | 
               | https://www.usatoday.com/story/opinion/2020/06/11/floyd-
               | kill...
               | 
               | > When I was chief, a white DPD officer pulled me over
               | one night. He approached my unmarked vehicle and without
               | looking at me, asked for my license and registration.
               | Wanting to see how far this would go, I said, "Yes
               | officer." At some point, he recognized who he had stopped
               | and immediately apologized. My question to him was, "Why
               | did you stop me?" He said, "I thought it was a stolen
               | car." The officer was reprimanded for his actions.
        
               | tasuki wrote:
               | That was a good and very moving article. I don't
               | understand though: why was the officer reprimanded for
               | his actions?
        
             | throwawaygh wrote:
             | It's not just putting them under watch. It's putting them
             | under watch _while also using the same database to screen
             | job applicants_.
             | 
             | Pushing someone out of the legal economy and watching
             | closely has an almost guaranteed outcome. Doing those two
             | things simultaneously is functionally equivalent to either
             | a) starving them to death or b) precrime.
        
               | strbean wrote:
               | It's worse than precrime. With precrime, you might never
               | be predicted to commit a crime. The situation you
               | describe is basically a) starve to death or b) go to
               | jail.
               | 
               | I wonder if you could make a case for entrapment here?
        
         | dllthomas wrote:
         | Did you ever read the original story? I very much recommend
         | doing so.
        
         | basch wrote:
         | I like to bring Then Now up everytime precrime comes up. Until
         | it goes off the rails in the end, its one of my favorite
         | articles of all time. The paragraphs I yanked below, dont do
         | its craziness justice.
         | https://www.bbc.co.uk/blogs/adamcurtis/entries/78691781-c9b7...
         | 
         | "But the oddest is STATIC-99. It's a way of predicting whether
         | sex offenders are likely to commit crimes again after they have
         | been released. In America this is being used to decide whether
         | to keep them in jail even after they have served their full
         | sentence.
         | 
         | STATIC-99 works by scoring individuals on criteria such as age,
         | number of sex-crimes and sex of the victim. These are then fed
         | into a database that shows recidivism rates of groups of sex-
         | offenders in the past with similar characteristics. The judge
         | is then told how likely it is - in percentage terms - that the
         | offender will do it again.
         | 
         | The problem is that it is not true. What the judge is really
         | being told is the likely percentage of people in the group who
         | will re-offend. There is no way the system can predict what an
         | individual will do. A recent very critical report of such
         | systems said that the margin of error for individuals could be
         | as great as between 5% and 95%
         | 
         | In other words completely useless. Yet people are being kept in
         | prison on the basis that such a system predicts they might do
         | something bad in the future."
        
           | treis wrote:
           | The options here are having the judge make the decision based
           | on their gut feeling or they can make it based on data. It's
           | really hard for me to believe that gut feeling is better than
           | data.
        
             | r00fus wrote:
             | When the data is just as likely to be false as it is to be
             | true then it's worse than useless as a decision support
             | mechanism.
        
             | cgriswald wrote:
             | In both cases it doesn't actually work. In the case of the
             | data-backed nonsense it's been used to justify holding
             | people past their prison sentence. In this case it's
             | _demonstrably worse_. In the general case anything that's
             | "sciency" but doesn't actually work leads to bad outcomes
             | because people are far more likely to buy into it or at
             | least less likely to call out obvious BS.
        
               | treis wrote:
               | >In the case of the data-backed nonsense it's been used
               | to justify holding people past their prison sentence.
               | 
               | I'm not sure why you assume that it's keeping people in
               | prison and not being used to let them out.
        
           | tomohawk wrote:
           | Not sure what the answer is for pedophiles. Hopefully it is
           | not this:
           | 
           | https://www.dw.com/en/berlin-authorities-placed-children-
           | wit...
           | 
           | The point being, some sort of predictive model is always used
           | to evaluate sentencing and release. Is 5 years enough, or
           | will that pedophile attack more kids when they get out? How
           | about 10 years? Gee, they don't seem to be attacking children
           | in prison, maybe we should release them early for good
           | behavior?
        
             | basch wrote:
             | What percent of a population will act is not a good gauge
             | of the percent chance of an individual acting.
        
               | gweinberg wrote:
               | Unless you have special relevant information about the
               | individual, the fraction of the group to which the
               | individual belongs which will act in a certain way is the
               | probability that the indivdual will act in that way.
        
         | Balgair wrote:
         | _Minority Report_ is more than just the movie or the book or
         | the pre-production scripts. The whole  'telling' of the world,
         | and it's many versions, are interesting to look at. The history
         | of the story provides a great, if navel gazing, look at free
         | will and the future in general: many possibilities.
         | 
         | The interactions of how empathy for the characters are created
         | in the audience via the book and/or pre-production script vs.
         | the movie are a great look into how us humans deal with these
         | issues of 'free will'. It's largely emotional, not logical. How
         | these various 'tellings' deal with that issue honestly shows
         | the genius of Spielberg's approach to stories. Why does free
         | will elicit such an emotional response in us?
         | 
         | The 'world' of _Minority Report_ is, largely, the antagonist of
         | these tellings /stories. It's not just a place where characters
         | interact that has cool stuff and whizz-bang technology. Here,
         | it's a character itself. In doing that, it demonstrates this
         | 'free will' issue again. The world interacts with the audience
         | and has the audience 'buy into' the (fictional) world. It's
         | oppressiveness and thrilling nature is felt by the audience.
         | But why? Where does free will reside in this interaction of
         | 'story' and audience? Why are stories gripping in a world
         | with/out free will?
         | 
         | The use of water's distortions of light are a big theme in the
         | movie too. I'm not sure how it relates to free will, but,
         | thematically, it was a really cool feature that comes up all
         | over the film.
         | 
         | The movie really is a good one. The great Michael Tucker has a
         | fantastic essay on it here:
         | https://www.youtube.com/watch?v=QbMPjas_rRU
        
         | lordnacho wrote:
         | I haven't seen it since I saw it in cinemas, but thinking back,
         | shouldn't the precog's visions be used as a bayesian prior? If
         | they see a guy who is just done shooting someone, shouldn't
         | that be the starting point for gathering a little more
         | evidence? If it turns out he doesn't have a gun or training in
         | how to use one, maybe let him go? If you see he goes to shop
         | for a gun and spends some days on the range, evidence is
         | stronger by any account.
         | 
         | If he then starts sending threatening letters to his ex with
         | cut up old bits of newspaper, that's some more evidence.
         | 
         | Maybe do a RCT when goes to visit her, then you can save half
         | of them potentially. It's a bit grating how they skip around
         | the subject of how exactly they know their prediction method
         | works.
        
         | an_opabinia wrote:
         | Big budget movies sort of struggle against telling stories
         | about justice for people whom we discriminate against
         | contemporaneously.
         | 
         | You could never make a movie that even loosely portrays the
         | plight of Uighers, who suffer under a notoriously technology-
         | heavy form of surveillance and oppression (what we are calling
         | predictive policing). Not because of censorship but because no
         | one is going to fund your film.
         | 
         | So while I love Philip K Dick and Syd Mead and whatever, it was
         | still a movie that gave more screen time to an Audi than to a
         | black person. Your fiction needs to engage with the real
         | somewhere, and people are realizing that the fiction of
         | predictive crime is really about the reality of arresting black
         | people for crimes that white people do not get arrested for
         | more efficiently.
        
           | godelski wrote:
           | I think the purpose of movies and stories is to make these
           | events relatable. You're supposed to draw parallels. You
           | don't have to show a black person to convince white people
           | that minorities are being repressed. In fact, it is probably
           | more convincing if on screen you are showing white people
           | being oppressed because then they are going to more identify
           | with that character. Of course, we are supposed to analyze
           | these stories and find what they are trying to tell us. They
           | aren't always so much "here's the entire problem, why you
           | should care, and every little nuance" but rather "this is a
           | problem." It often serves as a stepping stone for people to
           | learn and start to care. To see things that they didn't see
           | before because a story can give you a glimpse into what it is
           | like living in someone's shoes. I wouldn't bash a story for
           | not being able to compact what requires dozens of hours of
           | research into an entertain-able bite size chunk. Stories
           | serve different purposes from documentaries which serve
           | different purposes from literature and news.
        
             | wongarsu wrote:
             | In fact I would argue this is one of the great strengths of
             | SciFi as a genre: you can transport present day problems
             | into a foreign setting, allowing the viewer to engage with
             | the core problem without getting distracted by race or
             | nationality
        
               | godelski wrote:
               | Exactly! This is why _The Orville_ is a better _Star
               | Trek_ than the official reboot. Sci-Fi was always about
               | exploring ethical dilemmas in current society. Just
               | portraying them as either a different species
               | (representing a some subgroup in our society) or
               | potential outcomes of policies if they were to be abused.
               | I mean, if you think _Blade Runner_ / _Do Androids Dream
               | of Electric Sheep_ (and _Altered Carbon_ ) is just a
               | gritty Sci-Fi Film Noir, then you missed half of the
               | movie which was about socio-economic status and struggles
               | (specifically _Blade Runner_ is critical of Reganomics).
        
       | WrongThinkerNo5 wrote:
       | With what seems to be nothing but criticism of policing policies,
       | I would love to know what the ideal or even acceptable policing
       | policies are, presuming that any policing will be accepted.
       | 
       | The most simple minded can be critics, but what is the
       | alternative? What happens when the lawless mob and criminals want
       | to break and enter your home and take your things and burn down
       | your life? It's easy enough when it's the "others" stuff and
       | homes and lives. But this is clearly a breakdown of equality
       | under the law ... equal laws that are equally enforced with equal
       | penalties. Is that objectionable to anyone? I thought we are
       | striving for equality. You cant achieve equality when some get
       | away with breaking the law and others don't; and some get light
       | sentences and others have even the clear case against them
       | dropped. That's not equality.
        
         | proverbialbunny wrote:
         | >The most simple minded can be critics, but what is the
         | alternative?
         | 
         | - Teaching police how to identify bias and showing them the
         | alternative way to do things. This is basic statistics, but it
         | can be boiled down. Actually, teach it in classrooms. Everyone
         | should know it. A lot of "racism" in the US isn't intentionally
         | harmful, it's bias.
         | 
         | - Police handle outliers. We have specialists for different
         | kinds of situations. If we created more kinds of specialists to
         | handle more kinds of situations, we wouldn't need to rely on
         | the police who are not trained as specialists but as
         | generalists who don't understand how to best help the
         | situation.
        
         | socalnate1 wrote:
         | "What happens when the lawless mob and criminals want to break
         | and enter your home and take your things and burn down your
         | life?"
         | 
         | Uhm what? Is this a common problem in your life?
         | 
         | If this question is asked seriously, here is a serious answer:
         | 
         | https://theweek.com/articles/918143/what-america-learn-from-...
        
           | dsabanin wrote:
           | Well, not yet...
        
           | Baeocystin wrote:
           | Not the person you were replying to, but I can speak as
           | someone who lived in a country that was essentially lawless
           | as a kid. When there isn't a unifying civil authority, mobs
           | do in fact take whatever they feel like if you have the least
           | bit of something worth taking. It leads to ubiquitous misery.
        
         | hckr_news wrote:
         | Username checks out
        
         | jberryman wrote:
         | One answer is that: police don't do what you think they do,
         | police are not effective at what you imagine their job to be,
         | and police are not trusted to be effective (so much crime goes
         | unreported):
         | 
         | https://www.pewresearch.org/fact-tank/2017/03/01/most-violen...
         | 
         | Consider also that as you observe, even with the existence of
         | policing as we know it, all manner of violent and property
         | crime still exists.
        
         | standardUser wrote:
         | "I would love to know what the ideal or even acceptable
         | policing policies are"
         | 
         | Some ideas...
         | 
         | A corp of well-trained, unarmed individuals to respond the vast
         | majority of non-violent police calls.
         | 
         | Legalize drugs and sex work to dramatically curtail the amount
         | of "crimes" and associated "police work".
         | 
         | Zero tolerance penalties for abuses of power by armed police.
         | Instead of LEOs receiving less severe penalties when they break
         | the law, mandate _more_ severe penalties.
         | 
         | Plus a whole raft of other, popular ideas like banning choke
         | holds, requiring highly regulated body cams, ending no-knock
         | warrants in most cases, reforming or ending bail for low-level
         | crimes, reform qualified immunity for armed government
         | employees, the list goes on.
        
       | lordnacho wrote:
       | One issue I haven't heard much about is what misconceptions
       | people have about AI/ML in general. This kind of thing only makes
       | it worse.
       | 
       | There's a lot of ways an ML system can go wrong, and it won't be
       | obvious to everyone who uses it. Dataset badly sampled? Cop ain't
       | gonna know that. In fact, from his POV he's using fancy new
       | equipment that the department has paid some highly qualified
       | consultants for.
       | 
       | What I worry about is we have actual data scientists like the
       | guys at top unis who teach and know how the sausage is made.
       | 
       | And then we have some consultant people who kinda know how to
       | shove some data into a model and get a result out. I'm not saying
       | they're totally incompetent, but their incentives are misaligned.
       | They want the data to mean some things that it can't mean, in
       | terms of epistemology, or in terms of level of confidence. You
       | could very easily bake a false correlation <> causation into this
       | kind of thing, and use it to arrest whoever you like. This is
       | especially true if the guy you're selling it to also has wrong
       | incentives.
       | 
       | And the guy at the bottom using this model ends up thinking that
       | he has a magic box that tells him who is gonna be a criminal in
       | the future. When he arrests someone, it's a very deep explanation
       | why it isn't the way he thought, something I could see the judge
       | not getting.
       | 
       | That is not to say such a system is never going to work anywhere,
       | but if you're operating a predictive system you need to know a
       | bunch of stuff about it to do so responsibly.
        
       | franksvalli wrote:
       | Just for the record, in 2011 Santa Cruz was proud to be the first
       | in the US to try predictive policing:
       | 
       | https://www.santacruzsentinel.com/2011/01/14/crime-predictio...
       | 
       | https://www.santacruzsentinel.com/2020/06/20/santa-cruz-cons...
        
         | zpallin wrote:
         | So, it means Santa Cruz has a track record for being on the
         | cutting edge of policing technology?
        
         | strbean wrote:
         | And somehow in this small sleepy town, the same 2 blocks have
         | consistently been the "you can always get heroine/meth/crack
         | here" blocks for about 30 years, and they can't predict the
         | need for a squad car parked there.
        
           | tpmx wrote:
           | So,
           | 
           | a) an incompetent or politically stymied police force
           | 
           | b) predictive policing from prior crime data works
        
       | bhntr3 wrote:
       | The problem with predictive policing is in the name. Inference
       | (ML) predicts the future from the past. If the past is racist,
       | then inference will create a racist future. Since racism is
       | systemic[1], especially when it comes to policing, predictive
       | policing is actively working against an anti-racist future.
       | 
       | There may be statistical ways to factor out systemic racism.
       | There are two reasons I don't think that works:
       | 
       | 1. I don't see how one evaluates the correctness of the process
       | that controls for racism. What is ground truth for anti-racist
       | policing?
       | 
       | 2. These systems are likely snake oil and the vendors of these
       | systems are (possibly inadvertently) profiting off racist
       | policing. If cops arrest more black people per capita, then send
       | the cops to black neighborhoods and have them follow black
       | parolees. The system works (according to an objective function
       | which maximizes arrests.) Remove racism and send the cops to
       | white neighborhoods. Now the cops don't arrest as many people.
       | The system fails. So I think it's likely that if you remove
       | racist policing from predictive policing, you get the null
       | hypothesis.
       | 
       | I'd be happy to hear a counterargument from someone who has
       | actual statistics on this though.
       | 
       | [1] If you don't believe this, you're in the minority now:
       | https://www.vox.com/2020/6/11/21286642/george-floyd-protests...
        
         | Narhem wrote:
         | These systems are mostly pointless. If you really want to stop
         | crimes, you have to get involved with the community and
         | understand why they are happening.
        
           | yurlungur wrote:
           | I think preventative measures to reduce community crime
           | levels are not a bad idea. It just sounds very inappropriate
           | if it was the police department doing it, especially if the
           | community has fear and antagonism towards the police. If
           | these were social workers knocking on doors and showing
           | people how they can improve their lives by new education
           | opportunities etc this would be much less problematic to me.
        
         | whatshisface wrote:
         | To [1]: Totally abstracted from anything you said, a poll that
         | people believe something does not in any way resemble evidence
         | that it is true. For example, only 8% of Jehovas Witnesses[2]
         | believe that humans evolved. Is that evidence that JWs didn't
         | evolve? "If you don't believe this you're in the minority now"
         | has never in history been a good argument for anything, even if
         | you are using it to try and prove something true.
         | 
         | [2]
         | https://en.wikipedia.org/wiki/Level_of_support_for_evolution
        
           | bhntr3 wrote:
           | Of course that's true. I wasn't so much trying to provide
           | evidence as to point out that people who felt comfortable
           | saying "I'm not racist but I don't think this country is
           | racist either" should not feel comfortable socially
           | expressing that position anymore. Social proof may not be
           | evidence but it is powerful in changing people's minds who
           | might not be as receptive to facts and figures. I don't mind
           | if people believe the right thing for the wrong reasons (at
           | least these days with how anti-science a segment of the
           | population seems to be.)
        
             | coffeemug wrote:
             | _> should not feel comfortable socially expressing that
             | position anymore_
             | 
             | The fact that this meta-view (that one shouldn't feel
             | comfortable expressing a certain position) is becoming
             | mainstream is deeply concerning. It is a terrifying attempt
             | at extracting compliance from political opponents.
        
             | adwn wrote:
             | > _at least these days with how anti-science a segment of
             | the population seems to be_
             | 
             | Considering the truly abysmal track record of the social
             | sciences [1], this seems at the very least understandable
             | with regards to the "non-hard" sciences.
             | 
             | [1] https://en.wikipedia.org/wiki/Replication_crisis
        
             | [deleted]
        
             | whatshisface wrote:
             | > _should not feel comfortable socially expressing that
             | position anymore_
             | 
             | What people feel safe in expressing, when "safe" means
             | "safe from peers disagreeing with you," is a _terrible_
             | reason to believe something. If I came back with a poll of
             | my local area that said all of my peers thought racism wasn
             | 't systemic, would you council me to agree with them?
             | That's an extremely dysfunctional way of thinking.
        
               | nwienert wrote:
               | Yea, both of these points are so bad as to be almost
               | parody.
               | 
               | Not only should you never, ever base your beliefs based
               | on avoiding the discomfort of being an outsider, but you
               | also should never, ever, use majority opinion as some
               | sort of proof of... anything.
               | 
               | If you did, you'd have advocated _for_ slavery if only
               | you'd been born south of the Mason Dixon years ago.
        
               | bhntr3 wrote:
               | Here's the wikipedia article for the fallacious argument
               | I used and which you're critiquing:
               | https://en.wikipedia.org/wiki/Argumentum_ad_populum
               | 
               | Here is some statistical evidence for systemic racism:
               | https://www.businessinsider.com/us-systemic-racism-in-
               | charts... (Shockingly this is actually pretty good
               | despite being from Business Insider)
               | 
               | Honestly, I'd just edit the link at this point if I could
               | since it seems to have triggered so many people. My
               | assumption, again, was that anyone who doesn't believe in
               | systemic racism at this point is not going to be swayed
               | by statistical evidence. I am not advocating that any
               | critical thinker be persuaded by majority opinion.
               | 
               | Luckily we're all critical thinkers here and we crave
               | statistical evidence. I assume that means we also all
               | believe systemic racism is a problem in the US. But in
               | case you're an outlier I hope that link helps.
               | 
               | That said, everything in that link has been true
               | literally forever (for the US.) But opinions are only
               | changing now. Maybe 30% of the United States didn't see
               | those stats before now but I find that hard to believe. I
               | think social proof, despite not being actual proof, is
               | more powerful than you folks would like to believe it is.
        
               | [deleted]
        
               | lordnacho wrote:
               | With all due respect, I'm not sure the BI graphs are
               | great support for the thesis. All of the economic ones
               | are essentially the same: if you're poor, you have less
               | savings, are less likely to be employed, less likely to
               | be CEO, less likely to have health insurance, and so on.
               | They're expected to be correlated, so in some sense they
               | are not as informative as a whole as one might guess from
               | the large amount of them. It's also not clear that this
               | has anything to do with racism, economists would point to
               | a whole load of confounders which mags like BI tend to
               | skip over.
               | 
               | The one I found interesting was marijuana, where at least
               | we have two measurements of the same thing, smoking up
               | and getting caught with the stuff. That could be expanded
               | on, as there's a thesis out there that police focus their
               | resources unreasonably on black people.
               | 
               | A really good study that investigated this would be
               | something like the essays in Steven Levitt's books. A
               | load of numbers, a load of potential explanations, dig
               | into the numbers and every explanation falls (eg if
               | abortions reduced crime it would be correlated across
               | other datasets, ie countries) except for one or two.
               | 
               | At the moment my leaning is actually with you, but mainly
               | from anecdotal evidence. Almost every trip I've had to
               | America has has this weird race-vibe to it at some point.
               | I go to a wedding, and everyone is 95% a minority race. I
               | go to a comedy night, comedian jokes about my race. I
               | hear someone talking, I somehow know what colour they are
               | before I see them. So something about the society has
               | race coded into it.
               | 
               | And then of course there are these horrendous incidents
               | that we hear about every now and again, where some poor
               | black man has been shot by police. I'm sure far more have
               | simply been mistreated, because just by it coming up in
               | conversation with other people, it turns out one of them
               | witnessed such a beating.
               | 
               | But what we need is proper statistical evidence. The BI
               | charts you've got there would be torn apart by an
               | economist in a second.
        
               | AnthonyMouse wrote:
               | > Here is some statistical evidence for systemic racism
               | 
               | None of those charts appear to be controlled for
               | confounders. Doing that correctly is hard, but not doing
               | it at all is ridiculous. It allows you to "prove" that
               | many engineering schools (with majority-white admissions
               | boards) are racist against white people in favor of
               | Asians, or that "racism" exists to the benefit of first
               | generation African immigrants who by many metrics are
               | better off than the US population average.
               | 
               | > I think social proof, despite not being actual proof,
               | is more powerful than you folks would like to believe it
               | is.
               | 
               | It can be effective in convincing people on political
               | issues, but that's pure tribalism. It's anti-science,
               | because it "works" independent of whether there is any
               | truth in the assertion or not.
        
               | [deleted]
        
           | a1369209993 wrote:
           | From https://news.ycombinator.com/item?id=23655876 :
           | 
           | > >"If you don't believe this you're in the minority now" has
           | never in history been a good argument for anything
           | 
           | > I hear you. I originally had "and you don't really like
           | minorities do you?" but thought it was a bit below the belt.
           | I guess without the cruel dig it's not as relevant though.
           | 
           | > I'm not confident that evidence will change the mind of
           | someone who continues to deny systemic racism though. But
           | social proof is very powerful even if it isn't evidence. I
           | don't mind if people believe the right thing for the wrong
           | reasons.
           | 
           | There are plenty of minorities I don't really like. Such as
           | police officers. Or sociopaths. But that's not _because_ they
           | 're minorities, and given a choice between a belief that's
           | popular and false versus one that's unpopular and true, I'll
           | pick true one hundred times out of one hundred, and only
           | grudgingly comprehend the distinction.
           | 
           | Anything that can make people believe the right thing for the
           | wrong reasons is just as effective (and usually more so) at
           | making them believe the _wrong_ thing for the wrong reasons,
           | and needs to opposed regardless of whether it happens to have
           | invoked  "even a stopped clock is right twice a day" at the
           | moment.
        
           | [deleted]
        
           | metrokoi wrote:
           | I agree, this type of reasoning strikes me as bulling or
           | shaming people into believing racism is systemic. The entire
           | conversation about racism is becoming more and more about
           | shaming or threatening people into line, not convincing them
           | with truths. Even pointing this out may bring up accusations
           | of racism. Moral shaming or threatening does get results so I
           | can't argue with that, but I don't see it as sustainable.
        
         | A4ET8a8uTh0 wrote:
         | Is reality racist or just the data used to describe it? If the
         | latter, I see no issue with your argument. If the former, I
         | think we need be careful about legislating reality ( mostly
         | because it doesn't work ).
        
           | SkyBelow wrote:
           | What if it is such only because we made it so? For example,
           | policing policies that increase fatherlessness in specific
           | communities will result in increased levels of crime. But to
           | then take a 'fair' approach at distribution of policing
           | policies based on the actual crime data, and then use that to
           | continue to keep the policies that caused the problem to
           | begin with seems a bug that needs to be fixed (though some
           | would point out it was more of a purposefully designed
           | feature).
        
             | AnthonyMouse wrote:
             | The problem with the contrary approach is that there _are_
             | increased levels of crime there. Children end up equally
             | fatherless -- possibly moreso -- if their fathers are
             | killed by gang violence as if their fathers are in prison.
             | 
             | You don't solve the problem by sending police away from the
             | places with the most crime. You solve it by fixing the root
             | causes.
             | 
             | End the war on drugs, because prohibition is the primary
             | funding source for gangs. Make it easier to start a small
             | business, so that more people without much capital can
             | start small businesses. Change the zoning to make it easier
             | for people to start a small business out of their home
             | instead of needing enough capital to secure prohibitively
             | expensive business properties. Stop tying schools to real
             | estate and let people choose to send their kids to any
             | school they want.
             | 
             | Most of these are local issues that exist predominantly in
             | cities and states with Democrat-majority legislatures. They
             | could have been solved decades ago. They could be solved
             | right now with the stroke of a pen.
        
         | alfalfasprout wrote:
         | I agree that, in general, you're going to have biased training
         | data (with a bias that's difficult to measure) and so
         | inherently policing recommendations will be biased. This is
         | particularly problematic when it comes to arrests for crimes
         | that are inherently 'selective' in their enforcement. Eg; drug-
         | related crimes, public intoxication, loitering, trespassing.
         | 
         | But the fact is... violent (fatal and nonfatal) crimes do
         | happen at a much higher rate in poor neighborhoods. And black
         | americans are calling the police at higher rates knowing full-
         | well what that might imply
         | [1](https://www.bjs.gov/content/pub/pdf/hpnvv0812.pdf).
         | Anecdotally, when I lived in south side Chicago, when speaking
         | to residents (that did not live in a predominantly affluent
         | area like Hyde Park) one of the key complaints was that there
         | simply wasn't enough police to respond to violent incidents.
         | 
         | There's a worrying trend in the conversation these days that
         | has shifted from "there's a serious problem with racism in how
         | police go about their job" to "we need less police". Folks in
         | neighborhoods living with the constant threat of gang violence
         | don't have the luxury to sit in their aeron chairs and argue
         | about defunding the police. They face the very real threat of
         | themselves or their loved ones being shot on the streets and
         | statistically not by police.
        
           | aeturnum wrote:
           | I think you make a good point about the need for law
           | enforcement in high-crime areas, though I disagree strongly
           | that the only solution to that problem is a police force as
           | currently constituted in the US. I think it's worth pointing
           | out that police often has abysmal clearance rates and
           | response times and often do not provide effective relief from
           | the real problems you outline.
           | 
           | However, what I wanted to raise was this:
           | 
           | > the fact is... violent (fatal and nonfatal) crimes do
           | happen at a much higher rate in poor neighborhoods
           | 
           | I think this statement is worth examining.
           | 
           | We certainly know that poor neighborhoods contact the police
           | more often and that the police arrest more people (and record
           | more crimes) in poor neighborhoods. As I said above, I have
           | ever reason to believe residents of poor neighborhoods suffer
           | crimes more often and that each crime does proportionally
           | greater damage to their lives.
           | 
           | I also think that, as people get access to more resources,
           | they are reasons to believe they are less likely to contact
           | the police in all circumstances. That, of course, is the
           | other way to read the stats you linked about poor
           | neighborhoods contacting police. Police clearance rates are
           | often low and contacting the police rarely directly addresses
           | the harm caused by a crime. Also, because we are most likely
           | to be harmed by people in our social circles, wealthier
           | people are more likely to be harmed by more powerful people.
           | These are all reasons that wealthier victims of crimes might
           | choose not to contact the police and generate statistics
           | about them. It's difficult to point to data about what isn't
           | recorded (of course), but I think the feminist movement has
           | done some great work trying to document how under-reported
           | rapes (and other sexual crimes) are.
           | 
           | I just want to encourage skepticism about the systems through
           | which data is collected. Structural elements strongly bias
           | the data that's collected and, if we're serious about
           | changing the system, I think it's advantageous to be
           | skeptical of every element of the system.
        
           | snowwrestler wrote:
           | If we want to stop neighborhood gang violence in the long
           | term, we need to work on why people join gangs, and what they
           | are fighting over. We can't do that with police, who
           | generally don't come into the situation until after it's too
           | late and things have gone wrong.
           | 
           | But if most of our money is going to the police, then what
           | resources are available to do the longer-term work on gangs
           | and neighborhoods?
           | 
           | In software development terms (since this is HN), it would be
           | like spending more and more money on QA and support because
           | your products have so many problems. At some point a wise
           | manager is going to say "wait, we should invest in better
           | product development instead."
           | 
           | If you have infinite funding, you can do both. If you don't
           | have infinite funding, you need to look at changing your
           | allocation.
        
             | lostlogin wrote:
             | Talking with police is interesting. I talked policing with
             | a police officer who had worked in New Zealand, the UK and
             | Australia. These are countries that are relatively close in
             | culture and the differences in policing described by the
             | officer were striking. A lot of this was in relation to
             | what the police role was and how other services cooperated
             | (or didn't). It would be great to have a description of
             | system differences from an officer who had worked in more
             | systems.
        
             | banads wrote:
             | Why is the money given to the police the only allocation
             | you are wanting to drain for this cause?
        
           | r00fus wrote:
           | From studies I've read it is noted that most of those calls
           | could be handled by a social worker or other non-violent
           | responder.
           | 
           | The problem is the police budget has dwarfed and subsumed all
           | non-violent requests as well.
        
             | starkd wrote:
             | Not sure You can always separate out violent from non-
             | violent events. The police are expected to deal with a
             | whole community in a holistic way.
        
               | thebradbain wrote:
               | Why does a victim of sexual assault need to report to
               | someone who has a gun? Why does a wellness check need to
               | be performed with a gun? Why does a standard highway
               | patrolman or cop doing routine speed traps need a gun?
               | Why does every cop in a school need a gun? Why is the gun
               | the constant?
        
               | iamstupidsimple wrote:
               | > Why does a standard highway patrolman or cop doing
               | routine speed traps need a gun?
               | 
               | Because this is statistically the form of policing most
               | likely to get cops shot.
               | 
               | > Why does every cop in a school need a gun?
               | 
               | A symptom of America's school shooting problem. When your
               | child is being gunned down you'll probably wish the
               | police there were armed.
        
               | umvi wrote:
               | > Why does a standard highway patrolman or cop doing
               | routine speed traps need a gun?
               | 
               | Because civilians have shot and killed police during
               | traffic stops? And not just with guns. I seem to remember
               | a road rage case in Colorado where the raging driver shot
               | and killed another driver with a crossbow.
        
               | andrewprock wrote:
               | It's not clear how "there is a non-zero chance a motorist
               | has a gun" leads to the conclusion that "all traffic
               | enforcement must have a gun".
        
               | raarts wrote:
               | As someone from the Netherlands I can say there's a non-
               | zero chance that a motorist has a gun. It's smaller than
               | the US, but it's not zero. Still our cops carry guns. In
               | the US the chances are way, way higher. I can understand
               | that cops are armed there.
        
               | solzhenitsyn wrote:
               | It's to mitigate that risk factor. You wear your seatbelt
               | every time you drive as "there is a non-zero chance you
               | will crash" even though the vast majority of the time
               | wearing the seat belt was unnecessary.
        
               | r00fus wrote:
               | It's easy - when someone wants a well-check or reports
               | mental health or substance abuse or maybe even rape, that
               | should go to someone other than police.
               | 
               | Showing up with a gun to some events is guaranteed to
               | make things worse.
        
               | briandear wrote:
               | A rape investigation should be done by a social worker?
               | Are they trained criminal investigators? Is a social
               | worker familiar with the rules of criminal evidence? The
               | job of the police is to investigate crimes and present
               | evidence to the DA.
               | 
               | For welfare checks or mental illness incidents, then of
               | course a social worker or analogue could be a better
               | choice. For investigating criminal acts, that's
               | specifically what police do.
               | 
               | If someone calls in a rape, what happens when the suspect
               | is still there? Rape is a violent crime and showing up
               | with a gun is absolutely appropriate. It's ridiculous to
               | suggest violent crimes should be investigated by people
               | who aren't trained in criminal investigation nor trained
               | to deal with violent and dangerous suspects. Is the
               | social worker going to carry handcuffs? Are they going to
               | be trained in apprehending suspects? If so, then that
               | means the social worker is now a cop.
               | 
               | Let's not throw the baby out with the bath water here.
        
           | vmception wrote:
           | Swing and a miss, overpolicing has nothing to do with violent
           | crime. It has to do with nonviolent infractions that
           | marginalize people to begin with. Being actually caught with
           | illicit substances , or caught for the unpaid ticket.
           | 
           | These things are evenly distributed across society, but when
           | overly targeting minorities it further marginalizes them.
           | 
           | Exhibit A) YOU might not be able to relate to people that
           | routinely have a bag of coke on them, but a proportionate
           | demographics of the population do.
           | 
           | Exhibit B) Silicon Valley openly brags about microdosing acid
           | to perform at work at their half million $ jobs. Overpolicing
           | would ensnare them if overpolicing existed in that
           | demographic and then they would be ineligible for jobs the
           | rest of their life. If you cant be subsidized by your family
           | then you have actual crime to consider. Guess where you will
           | live too.
        
             | ryankemper wrote:
             | > These things are evenly distributed across society
             | 
             | This is an unproven assertion. You should provide evidence
             | of it, because on its face it is a completely ludicrous
             | claim. Rates of illicit drug activity, violent crime, etc
             | are _not_ evenly distributed in society. Not even close.
             | 
             | > Exhibit B) Silicon Valley openly brags about microdosing
             | acid to perform at work at their half million $ jobs.
             | Overpolicing would ensnare them if overpolicing existed in
             | that demographic and then they would be ineligible for jobs
             | the rest of their life. If you cant be subsidized by your
             | family then you have actual crime to consider. Guess where
             | you will live too.
             | 
             | Quite simply, the reason people that microdose are not
             | getting thrown in jail is because they're not doing the
             | other things that would lead to them getting discovered,
             | i.e. engaging in crime or driving a car with significant
             | (meaning, more than a person can safely swallow to avoid
             | arrest) quantities of lsd.
             | 
             | ---
             | 
             | Just incase you try to pin a belief-set on me, I oppose the
             | war on drugs, no-knock raids, and even speeding tickets
             | completely and would entirely abolish them if I were the
             | BFDL.
        
               | mnm1 wrote:
               | Actually, black people use drugs at slightly lower rates
               | than whites. This is common knowledge or should be.
               | Here's 3 of the top 6 google links for "illicit drug use
               | by race":
               | 
               | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2377408/
               | 
               | https://www.hamiltonproject.org/charts/rates_of_drug_use_
               | and...
               | 
               | https://www.sciencedirect.com/science/article/pii/S004723
               | 521...
        
               | alfalfasprout wrote:
               | We're talking about violent crime... drug prosecutions
               | and other nonviolent crime are notorious for selective
               | enforcement.
               | 
               | A bullet fired, a body, etc. are much harder to hide.
        
               | vmception wrote:
               | Yes it doesnt match your worldview, consider seeing if
               | you can corroborate it. I know strange concept for you to
               | find a source instead of hoping to pick apart the person
               | that posted, but you might be surprised
               | 
               | But regarding the rebuttal to microdosing users, if they
               | were getting randomly frisked and randomly tested and
               | randomly stopped for "broken" taillights, because the
               | algorithm said so, they would be getting caught and
               | reinforcing the algorithm and human biases
               | 
               | This is what is happening disproportionately to some
               | demographics that dont have inherently different behavior
               | from other demographics
        
           | Misdicorl wrote:
           | Horseshit. Police response to violent incidents in
           | 'problematic' neighborhoods is already _extremely_ slow. The
           | threat of gang violence is _not_ mitigated by police
           | response. The threat of gang violence is mitigated by
           | providing _much better_ options for people who would
           | otherwise join gangs. Police presence is immaterial to the
           | lack of gangs in affluent neighborhoods.
        
             | chaostheory wrote:
             | This could be one of the reasons why
             | 
             | https://www.npr.org/2018/12/12/675359781/americas-growing-
             | co...
             | 
             | https://www.thedenverchannel.com/news/national-
             | politics/the-...
             | 
             | It will only get worse.
             | 
             | I wonder if AI and robotics will need to be used in the
             | future assuming that the police shortage trend continues or
             | gets even worse?
        
             | banads wrote:
             | What is horseshit? Nothing in your response is contrary to
             | anything the person said that you're responding to
        
               | Misdicorl wrote:
               | >There's a worrying trend in the conversation these days
               | that has shifted from "there's a serious problem with
               | racism in how police go about their job" to "we need less
               | police". Folks in neighborhoods living with the constant
               | threat of gang violence don't have the luxury to sit in
               | their aeron chairs and argue about defunding the police.
               | They face the very real threat of themselves or their
               | loved ones being shot on the streets and statistically
               | not by police.
               | 
               | This is horseshit. The premise is false. The conclusion
               | is misleading. It is FUD
        
               | ryankemper wrote:
               | So, you haven't provided _any_ citations or even vague
               | references to Wikipedia articles, rather you just called
               | their opinion FUD and left it at that. How am I, a 3rd-
               | party observer of this thread, supposed to extract any
               | value from such statements?
               | 
               | The person you were quoting did not provide rock-solid
               | proof that having police helps reduce violence, but they
               | did provide a citation showing that:
               | 
               | > Violence against persons in poor (51%) and low-income
               | (50%) households was more likely to be reported to police
               | than violence against persons in mid- (43%) and high-
               | income (45%) households
               | 
               | from https://www.bjs.gov/content/pub/pdf/hpnvv0812.pdf
               | 
               | So you could certainly argue that they are actually
               | irrational to call the police and thus the higher rate is
               | explained by them incorrectly thinking police would help
               | them. But it's tricky to argue that with no data :)
               | 
               | Cheers
        
               | Misdicorl wrote:
               | My job isn't to respond in detail to FUD. Thats how
               | trolls win; by engaging people who are willing to put in
               | that effort while they can respond with anything
               | resembling coherence. My job is to point out the FUD so
               | people might not notice (for whatever reason) can at
               | least be aware of its presence (or if in doubt, check
               | some other reputable source themselves).
               | 
               | You don't need data on this one though. What the fuck is
               | calling the police going to do to prevent violence
               | _after_ a gang has done a drive by shooting? Use your god
               | damn brain
        
               | banads wrote:
               | >What the fuck is calling the police going to do to
               | prevent violence after a gang has done a drive by
               | shooting?
               | 
               | To find the criminals that did that and put them in
               | prison to prevent them from doing that again?
        
               | Misdicorl wrote:
               | But the original argument is talking about worrying
               | response times, not conviction rates!
        
               | Misdicorl wrote:
               | I'm done responding to the FUD hydra here. If someone
               | wants to come up with a single consistent argument for
               | why above isn't bs, I'll engage with them
        
         | SkyBelow wrote:
         | >The problem with predictive policing is in the name. Inference
         | (ML) predicts the future from the past. If the past is racist,
         | then inference will create a racist future. Since racism is
         | systemic[1], especially when it comes to policing, predictive
         | policing is actively working against an anti-racist future.
         | 
         | One thing that constantly annoys me is that while people are
         | becoming well aware of how racist our legal system is, but are
         | still just as blind as ever to how sexist it is, despite the
         | extent of sexism being greater than the extent of racism (the
         | disparity of justice is greater for gender than for race). This
         | in turn makes any speeches concerning how we need to make the
         | system more just have a bit of a hollow ring to them much in
         | the same way as when you hear a marriage equality speech from
         | someone fighting for equality of interracial marriages while
         | ignoring the discrimination same sex marriages face (granted,
         | that happens far less than I remember 10 to 15 years ago).
         | 
         | For example, you can find many police departments that handle
         | probation have a way to rating the risk level of offenders.
         | People are fine with this system taking into account gender
         | even as they fight to prevent it from using race. I was able to
         | help with testing one such system once, and while the insides
         | were a company secret we weren't allowed to see (which is worth
         | an entire rant on its own), the general pattern was for all
         | else but gender being constant, males received a higher risk
         | rating than females. Very minor or very severe crimes would
         | receive the same ratings but otherwise it seemed pretty clear
         | cut on how it discriminated based on gender.
         | 
         | Even in this specific case, while they have banned some forms
         | of predictive policing, I think it is safe to assume they'll
         | still use other forms such as using gender when assessing the
         | risk level of offenders and then using that risk level to
         | either deny probation/parole or to set the level of
         | probation/parole the offender receives.
        
           | monadic2 wrote:
           | While discontent with policing has bubbled up in the form of
           | outrage over racist policing, I don't see any obliviousness
           | to gender at all--I mean I saw a sign just yesterday that
           | read "bring our black men home". It's just very difficult,
           | apparently, to express the nuances of systemic bigotry as
           | expressed through policing in even something as short as a
           | modern speech.
        
         | riazrizvi wrote:
         | Indeed. And worse they can then become an excuse to hide racist
         | policy inside. Racist governor, buys racist software, to drive
         | racist policing, loved by favored racist constituents, "It's
         | not my administration, it's the software, algorithms are
         | objective, black people are the problem...".
         | 
         | Maybe _systemic racism_ is a feature of these systems, not a
         | bug?
        
           | birdyrooster wrote:
           | Racists abuse plausible deniability and care not for the loss
           | in social trust and cohesion. I really think you are right
           | and I hope one day we might know the truth.
        
         | ThrustVectoring wrote:
         | There's a fundamental tension between generating equitable
         | outcomes and using race-agnostic decision-making processes.
         | This is true for racial policy in general, not just policing -
         | for instance, university admissions has to choose between
         | admitting an unfairly large number of Asians on the one hand,
         | and penalizing Asian applicants merely for being Asian on the
         | other.
         | 
         | If generating a racially fair predictive policing algorithm was
         | merely a question of optimizing for one of these desiderata,
         | it'd be possible in principle. You either ensure that the
         | appropriate racial ratios pop out for the neighborhoods to
         | patrol, or you ensure that racial information and their proxies
         | aren't used in the algorithm. If any algorithm is unacceptable
         | unless it does both, well, you're probably going to be
         | disappointed.
        
         | ryankemper wrote:
         | > Since racism is systemic[1]
         | 
         | > [1] If you don't believe this, you're in the minority now:
         | https://www.vox.com/2020/6/11/21286642/george-floyd-
         | protests....
         | 
         | This part was a little odd. It sounds like you're saying
         | "because this belief is widely held by people, we should treat
         | it as true"?
         | 
         | I definitely am in the minority, but I find a much more
         | logically consistent view than the modern definition of
         | systemic racism to actually be "there are systems of
         | authority/control/oppression, which by their nature can be
         | exploited by racists (or other groups) to advance their ends".
         | 
         | In other words - and I hope this isn't too off topic of a
         | tangent - one of the primary goals of the BLM protest seems to
         | be "racism is leading to excess death/imprisonment for black
         | americans, so let's try to purge any traces of racism to
         | eliminate these excess deaths". Which to me is missing the
         | point: practices/systems like no-knock raids, the war on drugs,
         | civil asset forfeiture, etc give police officers an excuse to
         | be able to violently invade someone's home (no-knock), violate
         | 4th amendment rights (war on drugs wrt "I smelled weed in your
         | car"), criminalize behavior that happens to be broken along
         | racial and class lines (non-violent drug
         | usage/possession/distribution). In other words, the problem is
         | not that there are racist people in the system, but that we
         | have these systems that give racist individuals the perfect
         | excuse to achieve their nefarious ends. That's because we've
         | built a system that justifies and encourages oppression, and we
         | can see that without having to introduce racee.
         | 
         | Anyway, I'm not hear to debunk "systemic racism" since like so
         | many of the new-speak definitions/words, as soon as you try to
         | debunk it people claim that you're using the wrong definition.
         | But I do think it should be noted that when it comes to looking
         | at actual research literature on, say, likelihood of being shot
         | by police in a given encounter broken down by race, the
         | "systemic racism" doesn't seem to be borne out in the data.
         | Whereas we can make incredibly important societal change
         | without needing to introduce the idea of systemic racism,
         | simply by addressing the actual systems of oppression we have
         | set up that give police officers the ability to randomly pull a
         | citizen over and harass them since at any given moment each of
         | us is violating a nonzero number of laws.
        
           | 11thEarlOfMar wrote:
           | This struck me as well. Systemic racism means (to me) that if
           | you took the people out of the system, you'd still get biased
           | outcomes based on race. In my view, it's a different matter
           | to say that a system produces biased results because it is
           | designed to do so, rather than it is systemic because the
           | people operating it make biased choices where their
           | discretion is called on.
           | 
           | Are there actual, current examples of systemic racism where
           | an entirely non-racist staff would still produce racially-
           | based biased outcomes?
        
           | rexpop wrote:
           | > behavior that happens to be broken along racial and class
           | lines
           | 
           | A huge coincidence.
        
         | wjsetzer wrote:
         | I heard a Reply All episode about the use of CompStat in NYC,
         | which is just a manual algorithm for predictive policing. It
         | started as a useful tool to prevent crime, but devolved into
         | racial profiling as officers began to downgrade crimes in their
         | reports to make their numbers look better, until eventually it
         | resulted in racial profiling and arresting people on false
         | charges.
        
         | onetimeusename wrote:
         | What is the claim when data is said to include systemic racism
         | and bias? Is it that race data does indeed predict higher crime
         | but that biased policing causes the crime rate to be
         | misreported as higher because police only focus their attention
         | on certain areas? Is it that police actually cause crime due to
         | racist beliefs so that they must in some way entice crimes to
         | be committed? Is it that crimes are equal between races but
         | they go under-reported in some areas and over-reported in
         | others due to systemic racism? Some or all of the above? What
         | would controlling for racism involve doing?
        
           | hckr_news wrote:
           | Let's start by not using software to police people. Is this
           | China?
        
           | jjeaff wrote:
           | For myriad of reasons, we know clearly that controlling for
           | no other factors, crime is higher among black populations. So
           | to extrapolate that any one person is more likely to commit a
           | crime because they are black is the definition of racism.
           | 
           | It is not ok to assume that someone might be more likely
           | guilty or more likely to commit a crime based on the color of
           | their skin. Even if you had perfect historical data. It's
           | just not acceptable ethically, morally, whatsoever. And the
           | very idea by some that it is ok, as long as your stereotypes
           | are backed by accurate data, perpetuates racial oppression
           | and creates a self fulfilling prophecy.
        
             | banads wrote:
             | >For myriad of reasons, we know clearly that controlling
             | for no other factors, crime is higher among black
             | populations. So to extrapolate that any one person is more
             | likely to commit a crime because they are black is the
             | definition of racism.
             | 
             | What about controlling for poverty? That seems to be
             | largely ignored in this discussion, even though it was a
             | central tenent of Dr. Kings mission before he was
             | assassinated.
             | 
             | "We must rapidly begin the shift from a "thing-oriented"
             | society to a "person-oriented" society. When machines and
             | computers, profit motives and property rights are
             | considered more important than people, the giant triplets
             | of racism, extreme materialism, and militarism are
             | incapable of being conquered"
        
             | [deleted]
        
             | metrokoi wrote:
             | >So to extrapolate that any one person is more likely to
             | commit a crime because they are black is the definition of
             | racism.
             | 
             | But it's true, a black individual is on average more likely
             | to commit a crime. How can recognizing an obvious fact be
             | racism? Aren't you also racist for recognizing that crime
             | is higher among black populations? It's racist to treat a
             | black individual as if they have committed a crime or treat
             | them differently because of it, not to recognize that a
             | black individual is on average more likely to commit a
             | crime. I don't understand how you would come to that
             | conclusion.
        
               | lutorm wrote:
               | You missed the "controlling for no other factors"
               | qualifier.
        
               | hckr_news wrote:
               | > But it's true, a black individual is on average more
               | likely to commit a crime.
               | 
               | What? Wasn't even sure whether to dignify this comment
               | with a response yet here I am.
        
               | cblades wrote:
               | >But it's true, a black individual is on average more
               | likely to commit a crime.
               | 
               | More likely to be convicted of a crime. That's a subtle
               | but very important distinction.
        
             | [deleted]
        
       | squarefoot wrote:
       | Am I wrong or they have completely missed the point, or perhaps
       | are just making noise to pretend they're somehow assessing the
       | problem? The point shouldn't be sending more cops here and less
       | cops there but stripping racist fascist drugged psychopaths of
       | their uniform, their badge, their weapons and their immunity -
       | all of them and for good - then leave real cops who deserve them
       | do their job. All it takes is _one_ criminal cop to kill an
       | innocent, so playing with numbers won 't achieve nothing. As of
       | today, the Police has no quality control, or its parameters are
       | messed up to a point most of them became worse than the criminals
       | they should fight against.
        
       | mmsimanga wrote:
       | Is it the technology or how the technology is used that is the
       | problem? I have to add disclaimer that I am not in the US so not
       | particularly well informed. Like all technology there good and
       | bad aspects to it. Use it to catch a child kidnapper, the
       | technology is great. Mistakenly identify the wrong person then
       | not so great.
        
         | throwawaygh wrote:
         | _> Is it the technology or how the technology is used that is
         | the problem?_
         | 
         | Both, and they aren't perfectly separable.
         | 
         |  _> Use it to catch a child kidnapper, the technology is great.
         | Mistakenly identify the wrong person then not so great._
         | 
         | This "ends justify the means" calculus has not, historically,
         | been the disposition of the US justice system. We have many
         | constitutionally enshrined rights that indisputably make it
         | more difficult to catch child kidnappers.
        
       | srathi wrote:
       | Funny, I just rewatched Minority Report last night! I had no idea
       | that precrime was an actual thing.
        
       | kriro wrote:
       | I think there's a big difference in using it to predict who will
       | commit a crime (a big nono imo) vs. where a crime will be
       | committed. For example allocating patrols by likelyhood of
       | breakins seems acceptable to me and might even free up resources
       | for more important tasks. Same for mundane stuff like more patrol
       | cars/checks for areas with more potential speeding violations/car
       | accidents due to reckless driving etc.
        
       | riazrizvi wrote:
       | > Used by police across the United States for almost a decade,
       | predictive policing relies on algorithms to interpret police
       | records, analyzing arrest or parole data to send officers to
       | target chronic offenders, or identifying places where crime may
       | occur.
       | 
       | The promise of the software made in a sales pitch or on the
       | website, is a far cry from the reality of what such software
       | delivers. That's fine when it's business, the cost of a mistake
       | is a p&l hit. But here we are talking about people's lives, far
       | stricter processes should be in place, more similar to getting
       | approval for a new airplane or medicine. To be clear, predictive
       | policing is replacing detectives/experts with software, like a
       | kind of robo-policing, where decisions to investigate are
       | generated by a system and handed to cheaper uniformed police who
       | lack the context behind the decision support system they are now
       | serving, because software becomes a black box.
       | 
       | Any consumer who has ever dealt with even state-of-the-art call
       | centers, knows that humans do a far better job at real-world
       | operations.
       | 
       | This is a premature application of software.
        
         | lobotryas wrote:
         | You wrote a lot but pointed out none of the flaws of this tech.
         | What's so alarming about drawing a conclusion that more police
         | resources need to be allocated to a place that has a history of
         | criminal activity?
        
           | kelnos wrote:
           | When an authoritative figure with no accountability (the
           | software) tells you to expect bad people, you expect bad
           | people. Even if there are no bad people, or only a few bad
           | people, you will invent bad people because you are primed to
           | find them.
           | 
           | So you end up punishing people for small infractions that are
           | occurring everywhere, even in the so-called "good"
           | neighborhoods that you're ignoring. (Let's also recall that
           | broken-windows policing doesn't actually work.) This just
           | reinforces the software's opinion that all the bad behavior
           | is occurring in these same neighborhoods.
           | 
           | Meanwhile, cops enter the "bad" neighborhood on mental high
           | alert, expecting a high level of trouble ("if the computer
           | sent us here, it must be bad!"), even if there isn't much
           | trouble at all. This creates an "us vs. them" mentality,
           | which leads to dehumanization, and you can expect higher
           | levels of police violence, especially of the unjustified
           | kind.
        
         | dorgo wrote:
         | >because software becomes a black box.
         | 
         | Is the brain of a detective not a black box?
         | 
         | >But here we are talking about people's lives, far stricter
         | processes should be in place
         | 
         | Yes. And I want these stricter processes to protect me from
         | software as well as from humans. Why discriminate between
         | software and humans?
        
           | kelnos wrote:
           | A detective can explain their reasoning and thought
           | processes, and a judge / jury / review board / whatever can
           | make a determination based on that whether or not the
           | detective acted properly.
           | 
           | Software doesn't defend itself, and often the algorithms
           | behind it are secret. Even when they aren't, many of the
           | models created today are just not explainable, even by those
           | who have developed and trained them.
        
           | pdabbadabba wrote:
           | It's not perfect, but at least a detective can be deposed.
        
         | mytailorisrich wrote:
         | Predictive policing does nothing more than sending policing
         | resources where crime is more likely based on statistical
         | models.
         | 
         | It does not racially discriminate and it is not racist. It does
         | not harm anyone.
         | 
         | I feel that this is posturing and shooting the messenger. If
         | crime is statistically higher in "black neighbourhoods" the
         | issue will not be solved by pretending it isn't.
         | 
         | If the technology does not work then of course there is no
         | point spending more money on it. So, does it work or not? Here
         | this feels political, not pragmatical.
        
           | kelnos wrote:
           | > _It does not racially discriminate and it is not racist. It
           | does not harm anyone._
           | 
           | False. I agree that the software itself is not racist, but
           | the decisions it makes are only as good as the data you feed
           | it. If you feed it racist data, then you will get racist
           | decisions from it. And given that policing has had racial
           | biases for centuries, all we have is racist data.
           | 
           | And the more you act on its racist decisions, the more racist
           | feedback it will have to act on, giving you more racist
           | decisions in the future.
        
           | wongarsu wrote:
           | Everyone does something criminal from time to time. Policing
           | A more than B will lead to more arrests at place A,
           | increasing their crime statistics, leading to more policing
           | ...
           | 
           | For example drug use is about equal between white and black
           | Americans, but since black people are more strictly policed
           | (more frequent in traffic stops etc) they are arrested and
           | sentenced for drug use far more often than white Americans.
           | [0]
           | 
           | 0: https://www.hamiltonproject.org/charts/rates_of_drug_use_a
           | nd...
        
             | thelean12 wrote:
             | > Everyone does something criminal from time to time.
             | 
             |  _Everyone_? Maybe this would be true if you 'd include
             | non-criminal offenses (those you'd get a ticket for). Most
             | people in their lives will probably jay-walk, or speed, or
             | get a parking ticket, or something else in this category.
             | 
             | But you're saying that everyone (I'll read this as "most
             | people") will do something that would get them arrested if
             | caught from time to time? That's an outlandish statement.
        
           | tomnipotent wrote:
           | > It does not racially discriminate and it is not racist. It
           | does not harm anyone.
           | 
           | This is a dangerously irresponsible statement.
           | 
           | If police are disproportionally spending time in specific
           | neighborhoods, and arrests are disproportionally made from
           | that population vs. actual crimes committed, this will be
           | captured and reinforced in the predictions.
           | 
           | So yes, it's racists and it harms people.
        
             | mytailorisrich wrote:
             | So you're saying that more police presence is harming
             | people. How? If there's no crime there are no arrests or
             | reports after all...
             | 
             | Your reply is rather aggressive for not apparent reason. As
             | I said this is highly political in the middle of the
             | current hysteria.
        
               | tomnipotent wrote:
               | > So you're saying that more police presence is harming
               | people. How?
               | 
               | Ask the disproportionate number of Black men in prison.
               | Ask white rapist Brock Turner why a white judge wanted to
               | let off "because he's a good boy", or the Central Park
               | Five or the Georgetown Jacket Three that spent decades in
               | prison because white cops and prosecutors assumed their
               | guilt based on the color of their skin.
               | 
               | If my posts sounds aggressive, it's because your posts
               | are dismissive of the terrible culture that's led to the
               | biased data that would be used to make predictions, and
               | you have the gall to claim it's all fine and dandy.
               | 
               | > current hysteria
               | 
               | There is no hysteria going on right now, it's a quite
               | reasonable response to decades of bad decision making on
               | the part of police departments across the U.S.
        
               | mytailorisrich wrote:
               | You moved from police presence to sending innocents to
               | prison... That's quite a step.
               | 
               | Predictive policing is nothing more than police presence.
               | If police arrests innocents and the justice system sends
               | them to prison that's quite another issue. On the whole I
               | suspect that the number of innocents sent to prison is
               | rather low.
               | 
               | There's hysteria alright on 'racial issues' at the
               | moment.
        
               | tomnipotent wrote:
               | > You moved from police presence to sending innocents to
               | prison... That's quite a step.
               | 
               | How do you think people get arrested? They show up at a
               | police precinct and turn themselves in?
               | 
               | > There's hysteria alright on 'racial issues' at the
               | moment.
               | 
               | Yeah, I'm sure the Civil Rights & Suffrage movements were
               | just "hysteria" too right?
        
               | kelnos wrote:
               | > _So you 're saying that more police presence is harming
               | people. How?_
               | 
               | If the police were trained well, then I might agree with
               | you. But they're not. They're trained to expect every
               | encounter to result in an attempt on their lives. They're
               | trained to escalate instead of de-escalate, meaning that
               | a run-of-the-mill interaction is more likely to result in
               | violence than it needs to be.
               | 
               | Labeling what's going on now as "the current hysteria" is
               | painfully dismissive of the real harm that police are
               | doing to people.
        
           | crooked-v wrote:
           | > where crime is more likely
           | 
           | This is the fundamental disconnect in your argument, because
           | historical recorded arrest rates are not necessarily
           | reflective of actual crime rates.
        
           | proverbialbunny wrote:
           | In statistics there is a thing called bias, which can cause a
           | lot of problems if not correctly handled.
           | 
           | An example of bias is historically most black people default
           | on their loans. ML is deployed to predict if someone might
           | default on a loan. Because ML does not understand bias, it
           | sees the person is black and denies them for that, purely off
           | of the fact that black people historically have defaulted
           | more on their loans.
           | 
           | Bias is when ML sees something not relevant as a pattern and
           | uses it as a feature to determine the future. Instead if race
           | was filtered out, it might have seen historically most black
           | people who got a loan were weak in other areas, like income
           | or income stability or something else that actually factors
           | in. It then could predict the future with a higher level of
           | accuracy.
           | 
           | Police bias is worse than other industries, because it
           | creates a feedback loop. If you think a black person is more
           | likely to commit a crime, and you put more resources into
           | that, then you're going to find more crime. This increases
           | bias and it feeds on itself.
           | 
           | It seems the common fear on YC is the algorithms in
           | predictive policing have a strong bias, causing problems.
           | This is a legitimate risk, but imho not because of the
           | algorithms but because of how they're used. They blindly give
           | insights and police officers use this to increase bias,
           | amplifying the issues we currently have.
           | 
           | On the NSA level the algorithms, which are not predictive
           | policing, deal with bias much better and work quite well.
           | They're scary good, better than having someone watching you
           | at all times. Though, I guess that's a bit off topic.
        
           | rgoddard wrote:
           | Any sort of bias present in the training data will be
           | replicated in the model. If the police are biased in whom
           | they target, that group will naturally show a higher crime
           | rate. Which would easily be picked up in any sort of
           | statistical model. Leading to a biased model.
        
         | fsckboy wrote:
         | > This is a premature application of software.
         | 
         | maybe, but you have no idea yourself so your fear does not
         | carry enough weight to carry that statement. It's basically
         | like you are saying "it's too early to try Bayesian policing"
         | when in fact Bayesian policing might be a great idea, and it
         | was a great idea 10 years ago too.
         | 
         | Conditional probability, if there have been a lot of rapes in a
         | 2 block radius, do you think it might be a good idea to look in
         | that radius? If you try that and the crimewave continues but
         | moves 2 blocks away, do you think there might be information to
         | glean from that?
         | 
         | considering individual cops as bees in a hive, can individual
         | bees make good Bayesian decisions about where to fly next? No,
         | the information needs to be consolidated centrally. Who's
         | better at Bayesian calculations, people or computers?
         | 
         | I'm sure there is all sorts of defective software out there,
         | just like there are all sorts of other lazily/cheaply produced
         | products that don't live up to our needs. That doesn't mean
         | it's too early to try improvements.
        
           | A4ET8a8uTh0 wrote:
           | Hmm. You make it sound like very new idea and tool is worthy
           | of equal and fair consideration. If a polician today said
           | they introducing No Crime Left behind, where cops randomly
           | select time and place to swarm, would a rational person even
           | dream of debating its merits?
        
           | astrophysician wrote:
           | Yea but you're ignoring biases in the data that are difficult
           | or impossible to disentangle from the underlying effects.
           | What happens when you see an area with 50% higher violent
           | crime rate? Is that because there are a large number of
           | crimes? Or is it because it's a neighborhood that is
           | disproportionately targeted by police? How do you even
           | attempt to control for that?
           | 
           | It's not that Bayesian stats can't help or can't offer
           | insights, it's that it can easily reinforce underlying
           | societal biases, and then it's harder to question because
           | "it's science" and no one has to take any responsibility for
           | its effects.
        
             | kansface wrote:
             | > Or is it because it's a neighborhood that is
             | disproportionately targeted by police?
             | 
             | I'd guess violent crime mostly "comes from" people calling
             | 911, not from officers stumbling into
             | rapes/mugging/murders/home invasions.
        
             | fsckboy wrote:
             | I was arguing that it's not "premature" to analyze crime
             | and policing data statistically. If we include and add in
             | your insights--and I think it's foolish to think crime
             | experts haven't thought of them before, but if they
             | haven't:
             | 
             | I would still argue that it's not "premature" to look at
             | crime and policing data; in fact, I'd say it's high time we
             | did it.
             | 
             | tl;dr you are not addressing what I was arguing
             | 
             | (and to everybody else here, I was not advocation Bayes
             | Theorem, I was relying on it as a baseline truth for
             | synecdoche for statistical analysis. If you want to object
             | to Bayes Theorem, that's on you, it wasn't my point...)
        
               | astrophysician wrote:
               | no one is objecting to Bayes' Theorem here at all. I am
               | directly addressing your argument: there is _inherent_
               | bias in policing data, and doing a Bayesian analysis will
               | make it very easy to fool ourselves into trusting the
               | results while also allowing everyone in the room to
               | absolve themselves of taking any responsibility for the
               | consequences of doing so. Pretending we know how to
               | debias policing data _broadly_ (i.e. we know how to do it
               | in every locale and in every instance that the data will
               | actually be _used by practicing law enforcement
               | professionals_) is a perfect recipe for disaster.
        
               | fsckboy wrote:
               | what are you arguing for? no analysis? or do you wish to
               | change the analysis? Or why do you claim that analysis is
               | premature to remain on topic?
               | 
               | saying "inherent bias" is very vague and has more value
               | as a political dog whistle than anything else... unless
               | you'd like to suggest what the biases are and point out
               | how you have this special knowledge and other crime
               | experts don't.
               | 
               | for example, what is the bias in incoming 911 calls?
        
             | medee wrote:
             | Our knowledge of crime rates doesn't come form arrest
             | records, but rather victims surveys. Yes, we know that
             | certain neighborhoods/populations have higher rates of
             | crime and not just arrests.
        
           | wizzwizz4 wrote:
           | Ideal Bayesian decision theory, the one that beats every
           | single other possible statistical method, is uncomputable in
           | this universe. It's not a silver bullet.
        
           | riazrizvi wrote:
           | Why not take your Bayesian decision theory and make a trading
           | system? Invest your farm, and you'll make millions with ideas
           | like, _if a stock just had two upticks, isn 't it a good idea
           | to put a little money into an upward trending stock_. Not
           | only will you come to understand decision theory better,
           | behavioral prediction better, you'll get paid to do it, and
           | nobody else will get hurt!
        
             | google234123 wrote:
             | The stock market isn't the same thing...
        
               | greenshackle2 wrote:
               | To spell it out:
               | 
               | The stock market is anti-inductive by design. Statistical
               | patterns that reflect market inefficiencies are
               | _supposed_ to disappear over time.
               | 
               | Most problems are not anti-inductive.
               | 
               | So yeah, "you can't even predict the stock market with
               | your methods" is a pretty terrible argument against
               | methods that were never meant to predict the stock
               | market.
        
         | tootie wrote:
         | NYC has used analytics since 1993 and it's widely credited as
         | contributing to the incredible drop in crime. I don't buy for a
         | second that ending these kind of programs will help anything.
         | Certainly we can decrease brutality by sending police into
         | areas with no conflicts but that defeats the whole purpose of
         | policing. We need effective and aggressive law enforcement as
         | much as ever. We need to root out the worst abusers and show
         | them that bad behavior will be punished severely.
         | 
         | https://www.innovations.harvard.edu/compstat-crime-reduction...
        
           | dv_dt wrote:
           | Crime rates nationally dropped also during the same time -
           | and not all areas had the same analytics. It's really not
           | clear if the reductions were from the NYC stats or in
           | particular "agressive" law enforcement.
        
             | Barrin92 wrote:
             | not only nationally, but _worldwide_!
             | 
             | https://en.wikipedia.org/wiki/Crime_drop
             | 
             | In Germany we have no "predictive policing" to my
             | knowledge, and even cameras and so on are used
             | conservatively given how privacy sensitive we ware. Yet
             | we've seen the exact same development over recent decades.
        
             | bronson wrote:
             | True, CompStat is not at all "widely credited" with
             | contributing to the nationwide drop in crime. Even its
             | contribution to NYC's drop is debatable:
             | https://en.wikipedia.org/wiki/CompStat#Critique
        
             | latortuga wrote:
             | This is so utterly compelling a rebuttal that I can hardly
             | believe the original argument was made in the first place.
             | You can't argue that tool X led to outcome Y if everyone
             | had the same outcome without tool X, and in fact the
             | evidence then leads to the opposite causality: tool X is
             | useless toward outcome Y.
        
             | misja111 wrote:
             | From the article that OP linked to:
             | 
             | "Since Compstat was introduced, crime rates in New York
             | City have dropped dramatically. From 1993 to 1995, the
             | total crime rate declined 27.44 percent across the city."
             | 
             | National crime rates dropped as well in that period but
             | nowhere near 27%.
        
               | dv_dt wrote:
               | Seems like national stats maybe lagged NYC a little, but
               | from a slightly different range of 1994-2000 on this
               | chart the drop was (eyballing) 35% for homicides.
               | 
               | https://www.politico.com/interactives/2020/police-budget-
               | spe...
        
           | lostapathy wrote:
           | I think your sentiment is probably in the right place, but
           | the last thing we need are "aggressive law enforcement"
           | officers.
        
             | tootie wrote:
             | I mean appropriately aggressive. There's still plenty of
             | horribly dangerous people threatening citizens. It's part
             | of the reason police in the US are so primed for violence.
        
           | coffeemaniac wrote:
           | Crime has decreased everywhere since then (not just NYC)
           | while the US prison population has increased 500% over the
           | past 40 years.
           | 
           | > Certainly we can decrease brutality by sending police into
           | areas with no conflicts but that defeats the whole purpose of
           | policing.
           | 
           | Thanks for pointing out very clearly what you believe to be
           | the purpose of policing. For a lot of cops as well, brutality
           | is the goal. What we're seeing right now is Americans re-
           | aligning those priorities.
        
             | tootie wrote:
             | Crime dropped faster and more consistently in NYC than
             | almost anywhere else in the US. Plenty of big cities have
             | been nearly immune to the national trend while NYC has done
             | better and better.
        
           | kelnos wrote:
           | > _NYC has used analytics since 1993 and it 's widely
           | credited as contributing to the incredible drop in crime._
           | 
           | I see the "NYC did X in the 90s and it caused crime to
           | decrease" thing pretty often, but from what I've read, the
           | real reasons for crime reduction in NYC aren't well
           | understood, and when compared with crime reduction on the
           | national level, NYC isn't really all that special; crime was
           | dropping at similar rates throughout the country (and the
           | world, even). So I'm not convinced that a NYC-centric
           | examination of policy is at all representative. Not to
           | mention that NYC itself is not a representative place, so
           | what works in NYC may have no connection to what works
           | elsewhere.
           | 
           | > _Certainly we can decrease brutality by sending police into
           | areas with no conflicts but that defeats the whole purpose of
           | policing._
           | 
           | That's not the issue. The issue is that police are being sent
           | to places, and because the computer told them to expect
           | crime, they are primed to find crime, even if it's stuff they
           | wouldn't bother with under normal circumstances. The simple
           | act of saying "this neighborhood is a hot spot" _makes_ it a
           | hot spot, regardless of whether or not it actually is.
           | 
           | Put another way: the computer sends the police to places
           | where there probably are some problems, but much fewer than
           | police are primed to expect, so they end up creating problems
           | in addition to any they solve. They get this "warzone"
           | mentality where they feel like they're going into an "us vs.
           | them" situation, where anyone on the street is assumed to
           | possibly be a criminal. That's a recipe for unnecessary
           | violence.
           | 
           | > _We need effective and aggressive law enforcement as much
           | as ever._
           | 
           | Effective, yes. We severely lack this in many places and need
           | to work hard to fix this. Aggressive, no. That's why we're in
           | the position we're in: aggressive assholes on a power trip
           | who just happen to also be racist and think they're above the
           | law.
           | 
           | > _...and show them that bad behavior will be punished
           | severely._
           | 
           | That attitude suggests that you aren't really interested in
           | making society better, just that you want to punish people
           | for doing the wrong thing. But I suppose this shouldn't
           | surprise me; based on incarceration rates and the state of
           | prisons in the US, it doesn't seem like anyone is interested
           | in prevention and rehabilitation, just "sticking it to those
           | bad people".
        
           | jjeaff wrote:
           | Did NYC drop significantly more than almost every other city
           | in America? Because they all dropped precipitously as well
           | and most are not using these detailed analytics.
        
             | misja111 wrote:
             | See http://www.disastercenter.com/crime/uscrime.htm
             | 
             | Between '93 and '95 total USA crime rate dropped about 2%
             | while in NYC it dropped 27%.
        
           | kube-system wrote:
           | There are secondary effects to "tough on crime policies", and
           | more severe punishments do not necessarily increase
           | deterrence effects on crime, and could even cause more crime.
           | There is a very complex relationship between the factors that
           | influence crime which is likely anything but linear.
           | 
           | "Tough on crime" statutes were implemented across much of the
           | US 40 years ago, and the results we've seen are anything but
           | a success story. Sure, crime has dropped, but at the expense
           | of becoming the world's #1 country by incarceration and
           | causing downstream societal effects as we lose economic
           | productivity, rip apart families (and potentially create new
           | criminals), and create public distrust of police.
           | 
           | Some might say that is a reasonable price to pay for a
           | decrease in crime, but that doesn't hold water when we it
           | compare to the rest of the western world who saw the _same or
           | even better_ drop in crime without all of the side-effects of
           | the  'tough-on-crime' policies. Globalization, technology,
           | and a drop in poverty caused this drop in crime, not 'tough-
           | on-crime' policies.
           | 
           | https://en.wikipedia.org/wiki/Crime_drop
        
         | zpallin wrote:
         | I heard this recently, but I forgot where: policing software is
         | supposed to be used to help inform decisions in addition to
         | established investigative practices, but police are instead
         | using the software as decision-makers which has possibly
         | decreased accuracy in investigating crimes.
        
         | UnpossibleJim wrote:
         | I have no problem with that, but why aren't these types of
         | statistical models and curve analysis being used to deploy
         | drive by patrols? Some of this seems like throwing out the baby
         | with the bath water, does it not?
         | 
         | While I agree that it's way too soon for this sort of
         | granularity, is it too soon to have 10 block, increased
         | presence of troubled areas helped by statistical analysis?
        
           | [deleted]
        
           | ska wrote:
           | Even assuming the models are good, what confidence do you
           | have that the data is good?
        
             | diag wrote:
             | There are a lot of opportunities for the data to skewed in
             | a highly biased manner.
        
           | mattnewton wrote:
           | Disproportionate policing of a demographic is going to lead
           | to disproportionate application of the law, both spurious and
           | justified, to that demographic.
        
           | alpha_squared wrote:
           | > I have no problem with that, but why aren't these types of
           | statistical models and curve analysis being used to deploy
           | drive by patrols? Some of this seems like throwing out the
           | baby with the bath water, does it not?
           | 
           | Combined with the evidence of extreme LEO abuse of power,
           | doesn't this reinforce the idea that certain
           | people/neighborhoods become disproportionately affected?
           | Isn't this exactly what the past few weeks of protests have
           | been railing against?
        
             | Aunche wrote:
             | If police with guns disproportionately hurt minorities that
             | doesn't mean no police should be allowed to carry guns. You
             | can justify drastic restrictions, but banning a tool
             | altogether is being unnecessarily technophobic.
        
           | jedberg wrote:
           | AI amplifies human biases. If a few racist cops decide to
           | target a black neighborhood, and "find" a bunch of crimes,
           | that data gets fed into the system. The system then spits out
           | that neighborhood as high risk and assigns extra patrols
           | there.
           | 
           | Those patrols feel the need to justify spending all that time
           | out there, so then they "find" crimes too. And then it just
           | reinforces that data that that is a high risk neighborhood,
           | making the whole thing worse.
           | 
           | The entire system is built on decades of bad data. Step one
           | is cleaning up the data and/or starting over.
        
           | TallGuyShort wrote:
           | If crime being caught by a drive-by patrol is a significant
           | way in which crime is being caught, to me that screams
           | "victimless crimes". I break victimless laws all the time,
           | sometimes with my police officer friends and neighbors
           | present, sometimes on private property miles from any public
           | roads. I never seem to get busted for it. So if 10-block
           | patrols of "troubled areas" really saw an increase in
           | enforcement action, then combined with the fact that America
           | has disproportionately bad imprisonment and recidivism rates,
           | it sounds like you're describing exactly what systemic
           | discrimination is.
           | 
           | You live in a bad neighborhood, so you're more likely to get
           | caught for something, now you're on parole, now anywhere you
           | live is a "bad neighborhood" requiring more patrols, more
           | likely to get caught for something. Meanwhile I can live in
           | my entirely white suburb smoking weed and my life doesn't
           | change.
        
             | whatshisface wrote:
             | Of course if the law is bad, the solution isn't to
             | dismantle law enforcement, it's to fix the law.
        
               | TallGuyShort wrote:
               | I'm all for that. But systemically we tend to oppose that
               | too. You do that long enough, eventually the ones on the
               | bottom start pulling down statues. But the problem is
               | both. We have victimless laws, and we have law
               | enforcement departments with histories of covering for
               | their own people when they break the law, or exploiting
               | loopholes to railroad people.
        
               | diag wrote:
               | How do you deal with police forces ignoring policy and
               | performing as they deem fit all while protecting
               | themselves?
        
             | iguy wrote:
             | If what you describe was the pattern, then the regions with
             | lots of observed "victimless crimes" would be uncorrelated
             | with the regions with lots of serious crimes (e.g. from
             | counting bullet holes down at the morgue, or from
             | ShotSpotter). That's great, this theory makes a testable
             | prediction. It's falsifiable.
             | 
             | That said, I agree that the smart use of such predictions
             | should be sensitive to this. Try to predict where & when
             | the murders will happen, use that to direct patrols (and
             | searches for potential murder weapons). Rather than
             | predicting something simpler like "total number of offences
             | including parking tickets" for the sake of chasing numbers.
             | 
             | (Both of these comments are describing where to put
             | patrols, i.e. where to spend a limited resource to best
             | effect. Prediction applied to human individuals is a very
             | different story, and much scarier.)
        
               | ncallaway wrote:
               | > then the regions with lots of observed "victimless
               | crimes" would be uncorrelated with the regions with lots
               | of serious crimes
               | 
               | That doesn't seem like a strong hypothesis I would've
               | made from the given scenario.
               | 
               | For example, one area that's consistent with the theory
               | is that areas with lots of "serious crime" generate a lot
               | of police activity, which turns up a significant amount
               | of "observed victimless crime". That creates an
               | expectation of a positive correlation between "serious
               | crime" and "observed victimless crime".
               | 
               | Then, sure, according to that theory there might _also_
               | be some areas where policing starts in an area on
               | suspicion rather than serious crime and then we get a lot
               | of  "observed victimless crime" without as much "serious
               | crime". That would be a negative correlation that you
               | mentioned.
               | 
               | I just don't think the falsifiable hypothesis you've
               | drawn up is one that the theory actually strongly
               | predicts, and I don't think refuting that hypothesis
               | necessarily refutes the theory.
        
               | TallGuyShort wrote:
               | I'm not saying it's the pattern, I'm saying it's a
               | significant pattern. And I strongly oppose the idea that
               | our law enforcement should be treating any individual
               | based on "patterns" anyway.
        
             | UnpossibleJim wrote:
             | What you're describing is a reform of America's drug laws,
             | not of America's criminal prediction problem and they
             | shouldn't be conflated. Police already use prediction
             | models, they just do it in their heads and inaccurately
             | with much more bias and have a harder time adjusting those
             | bias'. I'm all for changing drug laws and trying to reduce
             | recidivism through counseling and means other than pure
             | imprisonment, but that's beyond the scope of this article
             | and discussion.
        
               | TallGuyShort wrote:
               | Drug laws are one example but by no means the only one.
               | I've been on police ride-alongs where police watch a
               | "suspicious" (i.e. poor) looking car as it passes them
               | heading in the opposite direction. Oh look! They have a
               | tail light out, we can pull them over. Then we can shine
               | a flashlight in their backseat and see a bulge under a
               | blanket. We can ask them certain questions that will
               | either make us suspicious, or give us permission to
               | search the car. Oh look! They have a pistol magazine that
               | holds more than 15 rounds. Now there's a felony that they
               | know the local courts will uphold despite there being a
               | higher burden of proof about when the magazine was
               | purchased than the officers can provide. Nevermind that
               | the local gun stores all sell those magazines, and the
               | police even buy them for personal use at those stores.
               | But now, because of the way law enforcement works and the
               | culture that has become normalized, somebody has a felony
               | because of selective enforcement.
        
             | jjeaff wrote:
             | Exactly. Vice or maybe Vox did a short with an ex-cop who
             | mentioned this concept. He said they made a lot of arrests
             | of black men carrying illegal switch blades. But said that
             | white people carried those illegal blades just as often.
             | Including many police officers that he worked with. But
             | since they mostly patrolled in black neighborhoods, they of
             | course made many more arrests and citations for carrying an
             | illegal blade.
             | 
             | The fact that you find more crime where you patrol more is
             | such a simple concept, it hardly seems necessary to
             | mention. And yet so many people seem to think all this
             | police data is useful.
        
               | tux1968 wrote:
               | There is an argument to be made that carrying a knife
               | should not be a crime for anyone, and that we all have a
               | right to carry a knife to protect ourselves or even use a
               | tool.
               | 
               | But lets accept for a moment that reducing the number of
               | knives on the street reduces violence and protects
               | innocent people. If you accept that premise, then you
               | have to say it's beneficial to society that the police
               | remove as many knives as possible: whenever someone gets
               | arrested for a knife violation it's a good thing,
               | regardless of their skin colour.
               | 
               | And given that we have limited enforcement resources, we
               | should focus most in those areas with the most knife
               | crime victims. So while i accept everything you relayed
               | in your post, the proper conclusion would change quite a
               | bit if there are many more victims of knife crime in the
               | black neighbourhoods... I do not know if that is the
               | case, and i'm not implying the answer is more likely one
               | way or the other.
               | 
               | But if in fact more people are getting stabbed or robbed
               | at knife point in black neighbourhoods and you accept
               | that knife laws are good in general, then it's good that
               | such laws are more strictly enforced in that area, to
               | help protect all the innocent people in that area who
               | might fall victim.
               | 
               | And this principle really is colorblind. For instance
               | many people speed in their cars everywhere, but we should
               | more heavily enforce speed limits near high traffic and
               | pedestrian areas and locations where accidents keep
               | happening.
               | 
               | Now, maybe the rate of knife crime is worse in white
               | neighbourhoods, in which case it really is a miscarriage
               | of justice that more black men are getting charged for
               | illegal blades. But I don't think you can say one way or
               | the other without knowing and considering that statistic.
        
         | curiousgeorgio wrote:
         | Hannah Fry's book, "Hello World: How to be Human in the Age of
         | the Machine" explores this topic in a balanced and thoughtful
         | way. Of course algorithms aren't perfect, but they are
         | definitely useful tools that should be combined with human
         | expertise.
         | 
         | > humans do a far better job at real-world operations
         | 
         | The book points to several examples (specifically in law
         | enforcement and criminal justice) where common sense tells us
         | this is true ("humans do a far better job"), but statistics
         | show otherwise. Human judgement is helpful to a degree, but
         | without tools like these algorithms provide, it's actually far
         | worse, and subject to all kinds of biases.
         | 
         | The question is, if a particular area statistically has more
         | crime, does it really matter whether it's a human or an
         | algorithm making the judgement to send officers there more
         | often? I know it's taboo to talk about (at least in the past
         | few weeks), but police presence overwhelmingly helps _reduce_
         | crime, so lets be smart about how, when, and where to deploy
         | more law enforcement. Let 's use data-based tools to help
         | inform our decisions, but let's also use human judgement to
         | understand where those tools might fall short and act
         | accordingly. In large part, that comes down to having data
         | experts audit the tools and educate those who use them of their
         | shortcomings.
        
         | godelski wrote:
         | When we talk about this I think we really need to talk about
         | Blackstone's Ratio [0] which was clearly an influence for the
         | founding fathers. We're talking about peoples' lives and
         | freedom, how highly do you value these?
         | 
         | [0] https://en.wikipedia.org/wiki/Blackstone%27s_ratio
        
           | riazrizvi wrote:
           | Thanks for introducing me to this. Personally I think instead
           | Schrodinger's Cat is more appropriate to legal policy.
           | Measurement effects the result. In that excessive policing,
           | where a people are treated with extreme prejudice as likely
           | offenders, creates more offenders. Because the incentive to
           | be a good citizen is eroded by your social guardians.
        
             | godelski wrote:
             | Having a physics degree and having worked as an engineer, I
             | do not think Schrodinger's Cat applies here (often we in
             | the physics community are frustrated in how SC is
             | misrepresented).
             | 
             | Really what Blackstone's ratio is discussing is failure
             | design. In good engineering practices we want things to
             | fail in specific ways. So we actually design failure. For
             | example, if you are building a skyscraper you want to
             | design your building to collapse in on itself as to not
             | take out other surrounding buildings. The trade-off here is
             | that you aren't building the optimal structure, but overall
             | you have greater safety (obviously you still have to meet
             | base structural and safety conditions).
             | 
             | This is a better analogy than SC, which is about the
             | complexity of statistics and observation (which mind you
             | doesn't need to be human nor have a consciousness). Really
             | here we're talking about how we design failure in law.
             | "When laws fail, what should happen?" Blackstone's has
             | nothing to do with measurement and observation (which mean
             | more in the QM world than what they mean in our macro world
             | or in engineering. We physicists aren't always great at
             | explaining. Sorry :( )
        
         | throwawaygh wrote:
         | Furthermore, the stated ideals of the PD/vendor might be far
         | different from the actual metrics used to evaluated the PD
         | (and, therefore, the software used by the PD).
         | 
         | You can pump up the clearance rate by practicing outright
         | discriminatory policing. You can substantially increase revenue
         | by targeting the poorest areas. Etc.
        
       | randyrand wrote:
       | Does that mean they can no longer arrive at protests before a
       | crime has happened?
        
       | CivBase wrote:
       | > predictive policing relies on algorithms to interpret police
       | records, analyzing arrest or parole data to send officers to
       | target chronic offenders, or identifying places where crime may
       | occur.
       | 
       | So... instead of using algorithms, how will the police decide
       | where to patrol heaviest? Putting a human in charge of that seems
       | like a great way to _increase_ racial bias. Or am I
       | misunderstanding what  "predictive policing" is?
        
         | blueplanet200 wrote:
         | I'm very curious what "banning" predictive policing even means
         | here. In the broadest sense, predictive policing is using data
         | to inform where crime will happen in the future.
         | 
         | Is this to say you can't use historical trends to allocate
         | police in a city? Should police be allocated only based on
         | population size/density in a region?
         | 
         | Is using your knowledge of what neighborhoods tend to be "crime
         | heavy" predictive? Are they crime heavy because of increased
         | policing (you found more crime because you were looking) or
         | because there really was more crime?
         | 
         | What is the line here?
        
       | fpgaminer wrote:
       | I think many commenters here fail to understand the real world
       | consequences these racist algorithms have had. Go watch the
       | ethics section of Lesson 6 in the Fast AI course
       | (https://course.fast.ai/videos/?lesson=6); it covers many ethical
       | topics, predictive policing being one of them. It's amazing that
       | ethics aren't mandatory in computer science education. Should
       | have learned our lesson 80 years ago when IBM happily
       | computerized mass genocide.
        
       | m0zg wrote:
       | This is a really bad knee-jerk in the long term. These systems
       | should be improved, and relied upon less, rather than banned. You
       | want to identify the "at risk" individuals and focus on them not
       | getting into trouble, preemptively? Predictive policing could
       | help you with that. Arguably, this should be its main purpose in
       | the first place.
        
       | matthewfelgate wrote:
       | These over-reactions are bloody stupid. All technology comes with
       | issues. But don't ban it, fix it.
        
       | jmspring wrote:
       | The funny thing about the origins of PredPol - a sitting
       | councilman and a liaison with SCPD were both part of the early
       | team at PredPol and those connections helped encourage Santa Cruz
       | to adopt the technology.
       | 
       | SCPD, in general, is one of the more level headed and
       | compassionate police departments I've known members on and
       | they've had a history of lack of city support (it was better for
       | a few years) over the last 3 decades.
        
         | chippy wrote:
         | is there anything a resident can do? is the city run by the
         | democrat or republican? is the pd or mayor a democrat? Is the
         | police chief an electable position? (im in the UK and have been
         | there for a day or 2, it seems pretty left wing)
         | 
         | how can a normal person living in the city use democracy to
         | make real change?
        
       | [deleted]
        
       | say_it_as_it_is wrote:
       | Big cities used to be really dangerous but crime was put under
       | control by methods that are now under attack. Data-driven
       | predictions of where crime will happen allows police to dedicate
       | resources to locations where they will be most effective at
       | preventing crime. Data-driven decision making is what drives
       | every sector in society. It belongs in policing. This ban is a
       | mistake. Unfortunately, the consequences of the ban won't be
       | experienced until those who voted the rule into effect are long
       | gone from office.
        
       | rudolph9 wrote:
       | I wish anonymous metadata and source code was open! This kind of
       | software has potential to positively impact society but not when
       | it cannot be freely audited and debated by the public empowered
       | to vote for changes to it.
       | 
       | I suspect there is a storm brewing with proprietary government
       | software. Social services like child endangerment checkups, child
       | placements, etc. sentencing recommendations, as mentioned
       | predictive policing, watchdog/oversight departments , and so much
       | more!
       | 
       | These tools can empower us or enslave us and a big step toward
       | empowerment is the open source community to push for open source
       | and open data for software augmented government functions!
        
         | ISL wrote:
         | It is very difficult to make policing metadata truly anonymous.
         | 
         | Source code makes sense, for sure.
        
         | agilebyte wrote:
         | If we had access to granular data like this, wouldn't it lead
         | to further gentrification and a further rift within a society?
        
           | rudolph9 wrote:
           | How so? What is your though process on this?
        
             | agilebyte wrote:
             | Given a choice between two neighbourhoods, would I want to
             | move to one that has grow ops or a high rate of social
             | services checkups? Some of that data is already easily
             | available and I know it is being used by real estate agents
             | already. The people that can avoid these neighbourhoods
             | will, which leaves only those that can't. Gentrification.
             | 
             | The neighbourhood I grew up in was heavily mixed (along
             | social strata) which prevented these problems from arising
             | in the first place.
        
               | rudolph9 wrote:
               | > The people that can avoid these neighbourhoods will,
               | which leaves only those that can't.
               | 
               | You're describing people who are stuck in impoverished
               | (correct me if I'm mistaken) where but gentrifications
               | refer to the restoration and upgrading of deteriorated
               | urban property by middle-class or affluent people, often
               | resulting in displacement of lower-income people.
               | 
               | Gentrification has a lot to do with location in proximity
               | to a city center, transportation, waterfront, etc. Just
               | because a neighborhood is safer doesn't necessarily mean
               | wealthy people will move there, drive up property values
               | indirectly forcing out the poorer residents.
               | 
               | Look at Japan, the country has a universally low crime
               | rate and poor areas are still relatively cost effective
               | for low income residents. https://www.quora.com/Which-
               | part-of-Japan-is-viewed-as-the-p...
               | 
               | I'm not saying this won't accelerate gentrification of
               | desirable areas currently full of crime in-turn currently
               | avoided wealthier people. But a cost effective solution
               | which results in a net decrease in crime (not a zero sum
               | game where a neighborhood gentrifies and the crime just
               | shifts elsewhere), would likely benefit mostly lower
               | income individuals then most.
               | 
               | Obviously solution nothing is universal beneficial and
               | there is the obvious concern of humans progressing being
               | enslave by black-box AI systems but it has potential to
               | be very beneficial if rolled out in a publicly auditable
               | way.
        
         | burtonator wrote:
         | I'm really torn on this issue because as a data-scientist I'm
         | all in but knowing the potential for abuse here or just
         | "damage" when a minority group is injured. They wouldn't have
         | the financial resources to fight back. Further, we KNOW law
         | enforcement uses these systems to gain access and abuse rights.
         | K9s are a good example. The police can't search your car
         | without a warrant but if a K9 'signals' then they can search
         | all they want. None of the false positive hit rates of the K9s
         | are auditable so if they're just using the K9 to search
         | anyone's car then they've basically use a 'clever hans' to
         | bypass the 4th amendment.
        
       | sneak wrote:
       | > _His administration will work with the police to "help
       | eliminate racism in policing", the seaside city's first male
       | African-American mayor said on his Facebook page, following a
       | vote on Tuesday evening._
       | 
       | Inconvenient fact:
       | 
       | The only way to eliminate racism in policing is to eliminate
       | human beings doing the policing.
       | 
       | All humans have inherent bias. Racism, sexism, classism, and a
       | whole host of other -isms will always be present in policing
       | conducted by humans. Any solution that does not inherently
       | account for this, expect this, and have well defined and widely
       | known processes for detecting and remediating this is a non-
       | solution.
       | 
       | Every human being has racial biases.
        
         | IndySun wrote:
         | I wish we could eliminate worthless comments. Of course,
         | technically it is true. But billions of decent human don't go
         | around acting on that bias. However, violently biased men and
         | women in uniform with guns and alloted power need to be
         | removed, arrested in uniform, and charged, jailed, for
         | disgracing the profession.
        
           | sneak wrote:
           | I think rather than saying "well, MOST people aren't that
           | racist", we would do well to recognize that bias exists in
           | everyone and simply build systems to detect when it affects
           | job performance, proactively, rather than retroactively
           | reacting to reporter/demonstrated bad behavior.
           | 
           | Police in the US have failed to hold themselves to a higher
           | standard, therefore a better system that understands that
           | police officers are humans like anyone else (and likely to
           | fail to be unbiased like anyone else) would be a welcome
           | replacement.
           | 
           | It's absolutely going to happen, everything from
           | microaggressions and profiling, all the way up to lynching
           | (all of which we've seen in HD video many times in the last
           | quarter). The current "just get rid of the bad ones" approach
           | is plainly insufficient.
        
       | qwerty456127 wrote:
       | Predictive policing is an idea gone totally wrong (predictably).
       | 
       | Data can tell us what, when and where to keep an eye at, it can
       | help us highlight roots of criminal activity (social inequality,
       | bad schools, unsustainable business practices, pollution[1,2,3],
       | non-restorative penal system, police corruption, etc). but it can
       | never rightfully justify treating any given person as a dangerous
       | criminal or even a suspect.
       | 
       | [1] https://news.ycombinator.com/item?id=21565624
       | 
       | [2] https://news.ycombinator.com/item?id=21193609
       | 
       | [3] https://news.ycombinator.com/item?id=9140942
        
       | kadabra9 wrote:
       | Honest question here.
       | 
       | Are these neighborhoods "over policed" because their residents
       | commit more crimes, or do the residents commit more crimes
       | because their neighborhood is "over policed"?
        
         | danans wrote:
         | > Are these neighborhoods "over policed" because their
         | residents commit more crimes, or do the residents commit more
         | crimes because their neighborhood is "over policed"?
         | 
         | Your question is flawed because it omits too many variables,
         | including the racial differences in what is enforced as a
         | crime, the endemic poverty and resulting tattered social fabric
         | in high crime neighborhoods that pushes residents - especially
         | younger ones - into situations where committing crime becomes
         | an ever more "rational" choice.
        
         | nodox92 wrote:
         | Stats for Part I offenses are based on incidents reported to
         | the police, not arrests made by the police. These offenses
         | include homicide, aggravated assault, robbery, burglary, rape,
         | theft, etc. This is how cities typically measure their crime
         | rate and how high crime areas are identified.
         | 
         | Stats for Part II offenses are based on arrests only. These
         | offenses include minor assaults, fraud, forgery, drugs crimes,
         | prostitution, weapon violations, loitering, etc. A large subset
         | of Part II offenses do not have a specific victim so the stats
         | are driven by police enforcement.
        
         | 14 wrote:
         | The problem as I see it is if you watch someone long enough
         | they will break some law eventually, be it minor, which can
         | then escalate things. For example if the person could not
         | afford a fine they may end up in jail. So now you have to
         | police disproportionately patrolling these neighbourhoods
         | pulling people over. It's unfair and certainly leads to
         | hardships for some. Next a big issue I have is what defines a
         | "crime" as they say? Because a poor man selling a bag of
         | marijuana on the corner to make some grocery money will go to
         | jail if caught but the business man can pay the fee and open a
         | dispensary and profit immune to police. A poor man soliciting
         | sex off the street jail, a rich man hiring an escort no issues.
         | So they laws are discriminatory and the "crimes" these
         | communities are supposedly breaking is questionable.
        
         | tsieling wrote:
         | More crimes are documented because of extra policing, but that
         | is different from whether more crimes are committed. Crimes of
         | different degrees are happening all around, but if you look
         | particularly in one area that is where you'll see crime.
        
         | jasonv wrote:
         | We have data on the incarceration rates of Americans as a
         | whole, versus other countries.
         | 
         | I think the current activist climate is in response to the fact
         | that the status quo is built on the premise that all that
         | befalls the troubled populations in the US is always because
         | they deserve it, and they brought it upon themselves. And
         | therefore, all the prevailing cultural/ policing/ political/
         | fiscal positions that have been in response to these conditions
         | are reasonable.
         | 
         | That doesn't seem reasonable to me.
        
           | clawedjird wrote:
           | In a hyper-connected world awash with data, holding such a
           | perspective seems akin believing that the earth is flat.
        
           | rhizome wrote:
           | That's called the Just-World Hypothesis, and I don't know
           | that anybody professes it as a policy framework, though
           | regular people do and I think it could be said to underlie a
           | lot of prejudices and bigotries in people who _do_ affect
           | public policy, but it has to be hidden unless you 're Steve
           | King (R-IA). Victim-blaming is very common in the US.
           | 
           | https://en.wikipedia.org/wiki/Just-world_hypothesis
        
           | augustt wrote:
           | Of course it depends on which troubled population. For rural
           | white poor people all their problems are framed as being from
           | external uncontrollable pressures - they're losing jobs
           | because of globalization, they're in an opioid epidemic
           | because of pharma. Their struggles are not just dismissed as
           | personal responsibility failures.
        
         | wigl wrote:
         | Grew up in Harlem though not black.
         | 
         | While I'm sure there are good police out there, broken windows
         | policies effectively act as a safe haven for a subset of cops
         | to enforce arbitrary (usually racial) bias whenever they feel
         | like it. There's no impetus to actually do the neighborhood
         | policing they claim aspire to--just a universal excuse to
         | allocate resources and attention in the name of making
         | neighborhoods "safe".
         | 
         | Metric gaming is real. Ex. strapped for money or not meeting
         | your quota? Stop some drunk teens on a weekend night before the
         | end of your shift and you can make time and a half because your
         | lookup is "still processing" well past 5 PM. End up writing a
         | citation for the kids, tell yourself that they can afford it,
         | tell them that they should be grateful, and wash your hands
         | clean of it all because you're doing "neighborhood policing".
         | 
         | What if there's an actual crime to report in these
         | neighborhoods?
         | 
         | Two squad cars pulled up to my building. The first thing said
         | to me: "OK who was it? Black? Hispanic?"
         | 
         | They have me ride with them as they stopped every non-white
         | group of kids, at least 30 over the course of ~2 hours despite
         | my repeated remarks that no one had actually seen the
         | perpetrator(s). I wanted to back out at this point, but they
         | had to have a case to justify their time. Frustrated, they took
         | me back to the station and had me go through a photo book of
         | juvenile delinquents in the neighborhood they had compiled. It
         | was photos of entirely black and hispanic youth captioned by
         | their name, address (at which they could be arrested), and some
         | minor crime that was enough to put them in the book. They were
         | practically begging me to just point out any dark face. I just
         | wanted to report a stolen phone.
        
           | ericjang wrote:
           | This is horrific. When did this happen? Was this in Harlem?
        
             | wigl wrote:
             | 9-10 years ago. Spanish Harlem during peak stop and frisk
             | era/doctrine.
             | 
             | What I remember most was how routine it all was for
             | everyone involved. Driver would sometimes pull the car up
             | on kids drug raid style, swerving into the sidewalk. They'd
             | turn on the high-beams and within a few words and seconds,
             | it was a pop-up police lineup.
             | 
             | The only description of the suspects was this: a group of
             | kids, one of them was wearing a bright hoodie. No one had
             | even seen their faces. I was adamant about this as well but
             | these cops didn't believe me. They instead kept asking me
             | to "be real" with them and that I shouldn't "feel the need
             | to be PC" around them. They acted as if I was self-
             | censoring for virtue signalling instead of being honest. I
             | just wanted them to log my IMEI and keep a lookout for my
             | phone on CL/eBay because they had been doing press releases
             | about it at the time. Apparently that was the less
             | accessible option.
             | 
             | It scares me to think how much negative impact that one
             | group of police might've had. When I think about how
             | frustrated they became when I told them the truth over and
             | over. Maybe they're used to more central park Karen type of
             | crime reports.
        
         | wonderwonder wrote:
         | I used to sit on my friends porch when I was in college before
         | pot was legalized, smoking. We are white people in a white
         | area. If we had been black I have no doubt the increased police
         | presence would have resulted in us getting arrested. There are
         | tons of other stupid things I did when younger where if there
         | had been more cops around I would have gone to jail. More
         | police means more people are arrested for the same crimes
         | committed with impunity in less policed areas.
         | 
         | In addition the fact that you can be arrested for resisting
         | arrest means that if a police officer wants to arrest you they
         | can do so and create a crime afterwards. Recent headlines have
         | shown very vividly how police actively encourage and look for
         | confrontations hoping to spark a reaction. In a high crime
         | area, everyone is a criminal in much the same way everything
         | looks like a nail to a hammer.
         | 
         | Imagine if this man had actually actively resisted the officer:
         | 
         | https://www.usatoday.com/story/news/nation/2020/06/24/man-su...
        
           | jimbob45 wrote:
           | Edit: This was not a well-thought out post lol and I'm
           | deleting it.
        
             | webkike wrote:
             | I've been to plenty of protests in low income areas, and
             | the push to defund the police is coming from them, not the
             | higher income areas.
        
               | mc32 wrote:
               | A question to ask is what are the demographics? Is the
               | support a plurality, old people, young people,
               | homeowners, a silent majority a vocal minority, do we
               | know?
        
               | webkike wrote:
               | Seemed to me to be made up of a wide variety of
               | demographics, but organized by respected community
               | leaders who typically are homeowners in the areas they
               | live.
        
             | wonderwonder wrote:
             | I hear what you are saying but disagree to a point. How
             | many of these people getting arrested for the serious
             | crimes have pre existing arrests / convictions for minor
             | crimes? Once you have a couple of minor arrests and you are
             | in the system, finding a career and advancing yourself
             | becomes increasingly difficult. I would make an uneducated
             | assumption that if they had not gotten the minor
             | infractions and had a future perhaps the major infractions
             | would not have happened. With that said there are always
             | going to be bad people that require police intervention.
             | Further adding to this if you grow up in an environment
             | where there is a high criminal element you may be more
             | predisposed to it, starting with minor infractions like
             | marijuana use and then you are arrested and the self
             | fulfilling prophecy repeats.
             | 
             | Massively increased policing has created the environment in
             | which many of these people are born and turn to crime. If
             | you are constantly treated like a criminal, you may come to
             | think of yourself as one.
        
               | xd wrote:
               | In the UK we have what's know as youth offending
               | services, the main aim of which is to keep youths out of
               | the courts and criminal system by utilising more
               | appropriate methods of disposal for minor offences like
               | drug possession.
        
               | wonderwonder wrote:
               | This seems like a great idea. We should not be
               | essentially damning people to a much more challenging
               | life due to youthful indiscretions. Obviously some crimes
               | are worse than others.
        
             | [deleted]
        
             | xd wrote:
             | I agree up until you say "few good people living in those
             | neighbourhoods" it's the other way around .. you'd be
             | amazed at how few people are generally responsible for
             | crime in any given area.
        
             | godelski wrote:
             | Except we are [0]. Here's the breakdown of why people are
             | in jail (numbers rounded)
             | 
             | - Drug offenses: 46%
             | 
             | - Weapons, Explosives, Arson: 20%
             | 
             | - Sex Offenses: 11%
             | 
             | - Extortion, Fraud, Bribery: 6%
             | 
             | - Immigration: 5%
             | 
             | - Burglary, Larceny, Property Offenses: 5%
             | 
             | - Robbery: 3%
             | 
             | - Homicide, Aggravated Assault, and Kidnapping Offenses: 3%
             | 
             | So drugs vs (WEA + BLPO + R + HAAKO) is 46% vs 39%. Last I
             | checked 46 > 39, so yeah we are talking about things like
             | pot.
             | 
             | [0] https://www.bop.gov/about/statistics/statistics_inmate_
             | offen...
             | 
             | __EDIT__: It appears that the parent has removed their
             | comment, so let me add context. Here I'm responding to the
             | parent's claim that you can outright dismiss drug related
             | crimes because it is all about violent offenses. I'm just
             | trying to show that drugs play a big role and thus
             | dismissing them is naive.
        
               | tmoravec wrote:
               | Is that global statistics or statistics for "over
               | policed" neighbourhoods the article and discussion is
               | about?
        
               | godelski wrote:
               | > Is that global statistics or statistics for "over
               | policed" neighbourhoods the article and discussion is
               | about?
               | 
               | Neither, it is US statistics.
               | 
               | Getting specifically the "over policed neighborhoods"
               | statistics is a little trickier but when you do some
               | location of arrest lookups you do see a higher percentage
               | of arrests coming from those neighborhoods, so it would
               | make for a reasonable assumption that those neighborhoods
               | are a representative demographic of this dataset (if
               | you're drawing from two jars and you draw 80% from one
               | jar and 20% from the second jar, the marbles you have is
               | a better representation of the contents of the first jar
               | than they are of the second jar).
        
               | daenz wrote:
               | It is mind-blowing how misleading this is. You should
               | really consider editing your post. The majority of people
               | in state prisons are there for VIOLENT CRIMES, and the
               | plurality of people in local jails are there for violent
               | crimes.
               | 
               | https://www.prisonpolicy.org/reports/pie2020.html
        
               | godelski wrote:
               | But you're also missing the point. I was responding to a
               | comment that said we should dismiss drug related crimes.
               | Maybe that is missing now that the person removed that
               | comment but essentially they said
               | 
               | > we're not talking about drug, we're talking about
               | violent crime.
               | 
               | So my response was more in the lines of "we can't dismiss
               | drugs when they are a big factor."
               | 
               | Note: this is also why HN tries to prevent editing,
               | because now the context of what I was responding to is
               | completely lost.
        
               | daenz wrote:
               | >Here's the breakdown of why people are in jail:
               | 
               | Your stats are not why people are in jail nor prison.
               | Your stats represent an extremely narrow selection of
               | prisoners meeting the "federal" criteria. Your
               | information is misleading to make it look like most
               | people in jail are due to drug offenses, which is
               | factually untrue.
        
               | godelski wrote:
               | My point is that outright dismissing drug related charges
               | is ludicrous. But it appears that the parent edited their
               | comment to the point of removal so this context was lost.
               | I have edited my response to clarify.
        
               | kortilla wrote:
               | > so yeah we are talking about things like pot.
               | 
               | Only if you want to talk about the non-violent half to
               | paint a picture that it's pointless.
               | 
               | For the sake of discussion, assume pot is legal and those
               | drug arrests didn't happen. Low income areas still have
               | higher rates of violent crime.
               | 
               | Is your argument that drug criminalization is causing
               | other violent crimes?
        
               | godelski wrote:
               | My point is dismissing drugs from the equation is dumb
               | when it makes up almost half the convictions.
        
               | catalogia wrote:
               | Drug criminalization causes some but certainly not all
               | violent crime.
        
               | cestith wrote:
               | Creating an unregulated black market for which there is
               | high demand always increases violent crime.
        
               | MikeAmelung wrote:
               | Don't even know why I'm going to bother, but most of
               | those drug offenses are trafficking crack/cocaine and
               | meth, a large percentage of them also involve weapons.
               | It's not people who were smoking weed on the porch.
               | 
               | https://www.bjs.gov/content/pub/pdf/dofp12.pdf
        
               | basch wrote:
               | Back to the preventive vs reactive. If you legalize all
               | drugs, sell the harsh drugs in a controlled setting, the
               | existing black markets would be destroyed. This argument
               | will continue to be a circle, if we are saying "x people
               | arrested" but "y shouldnt be a crime in the first place"
               | "well y has to be illegal, look how much x we have."
               | 
               | All of the money put into cops, lawyers, prosecution,
               | sentencing, prison, parole, etc could be put into
               | tackling the consequences of legal use.
               | 
               | All of the money currently flowing into the black market,
               | into gangs, into crime and violence causers, would try
               | up.
        
               | godelski wrote:
               | You're being very selective. Federal prison only accounts
               | for 22.3% of drug offending inmates[0]. Specifically in
               | jails -- where 74% of occupants are not currently charged
               | -- possession accounts for 56% of drug related offenses.
               | Drugs accounts for 21% of occupants, (23% of convictions,
               | 25.5% of non-convicted). In state prisons possession
               | accounts for 25.5% of drug related offenses and 3.5% of
               | the total state prison.
               | 
               | Jails, County, State, and Federal prisons are all
               | different. It would definitely make sense that the more
               | serious convictions, especially with harder drugs, goes
               | to federal. That's kinda the point of federal...
               | 
               | [0] https://www.prisonpolicy.org/reports/pie2020.html
        
               | wonderwonder wrote:
               | 4 in 10 arrests are marijuana related of those "As has
               | long been the case, around nine-in-ten U.S. marijuana
               | arrests are for possessing the drug, rather than selling
               | or manufacturing it."
               | 
               | How many of those that graduated to crack/meth etc.
               | started out with simple marijuana arrests?
               | 
               | https://www.pewresearch.org/fact-tank/2020/01/22/four-in-
               | ten...
        
               | MikeAmelung wrote:
               | I don't know, I was just pointing out the fact that
               | people in federal prison are not there for smoking weed
               | on the porch. I don't have the numbers handy, but I would
               | guess that a vast majority of the marijuana arrests in
               | your article result in a fine or probation at the very
               | most.
               | 
               | Which I happen to agree is a waste of resources and
               | probably does more harm than good by getting people
               | started "in the system".
        
               | godelski wrote:
               | The difference is looking at federal prisons vs arrests
               | and other prisons. Federal is for more egregious crimes,
               | so it would make sense that less of them are for pot and
               | more for harsher drugs.
               | 
               | It is difficult, but we have to try to be aware of the
               | biases in the data we have. I should have mentioned in my
               | first post that those were just federal stats. But I try
               | to break down more in another comment state and jails,
               | specifically about possession statistics.
        
               | treis wrote:
               | These are federal offenses only. Most crime is prosecuted
               | at the state level and the majority of that isn't drug
               | offenses.
               | 
               | And the people in federal prison for drugs don't get
               | there by smoking pot on their front porch. They're mostly
               | there for trafficking.
        
               | godelski wrote:
               | That's a good point. I did address the other levels here:
               | https://news.ycombinator.com/item?id=23655174 but it was
               | harder to find more of a breakdown in the data.
        
               | iguy wrote:
               | I don't have a link handy but it's around 15% of the
               | total prison population who are in for drug offences.
        
               | daenz wrote:
               | I do have a link handy:
               | https://www.prisonpolicy.org/reports/pie2020.html
        
               | iguy wrote:
               | Thanks! So between 10 & 20% are in for drugs -- the lower
               | figure if I try to exclude trafficking (although roughly,
               | as they don't always break it down). And this means "in
               | for nothing harder than drugs" since they are counting by
               | the worst conviction.
        
             | drhayes9 wrote:
             | > We're talking rape, burglary, murder, vandalism, and
             | assault... Conversely, low-income neighborhoods have tons
             | of hardcore crime like I've described.
             | 
             | Tons?
             | 
             | Rape seems an unnecessarily emotional grab here, since most
             | rapes are perpetrated by someone the victim knows and
             | aren't restricted by income.
             | 
             | Vandalism happens everywhere as well.
             | 
             | > It's always the people in the white upper-class
             | neighborhoods who think the police are the problem.
             | 
             | My mom grew up poor and told me to not trust the police and
             | certainly not let them in the house without a warrant.
             | 
             | > ...because they celebrate...
             | 
             | Who is "they", in this context?
             | 
             | "Tons." "Always." "They." Your language suggests an agenda
             | that you're presenting in absolutes.
        
               | gotoeleven wrote:
               | I agree. The use of 'they' to refer to a group of people
               | is very problematic.
        
               | jimbob45 wrote:
               | I was more upset that the parent was implying that his
               | neighborhood would have equal arrest numbers if the
               | police had been more present on account of his pot
               | smoking. I hope everyone can see what a stupid argument
               | that is and that's the hill I'm willing to die on here.
        
               | kelnos wrote:
               | I think maybe you're missing the point? I don't think the
               | parent was implying that there'd be equal arrest numbers.
               | 
               | The difference is that if you send all the cops to the
               | "bad neighborhoods", then the "good neighborhoods" get
               | away with a lot of crime, even if that crime is low-
               | level.
               | 
               | Let's say all neighborhoods have 100 instances of low-
               | level crime per day. A so-called "bad" neighborhood --
               | where most of the cops get sent to -- also has instances
               | of much worse crime.
               | 
               | The end result of this officer allocation scheme is that
               | people get arrested in the "bad" neighborhood for a mix
               | of low-level crime and worse crime. But pretty much no
               | one at all gets arrested in the "good" neighborhood,
               | because there's basically no police presence there. So
               | maybe you see in the "good" neighborhood a handful of
               | arrests for those 100 instances of low-level crime, but
               | in the "bad" neighborhood you see 60 arrests for that
               | similar crime. (You _also_ see arrests for more severe
               | crime, but that 's not the point.)
               | 
               | I'm of course making up numbers here, but regardless of
               | the magnitude of the numbers, even if they differ between
               | neighborhoods, the percentage of crime handled ends up
               | being much lower in the "good" neighborhoods because of
               | the simple fact that police aren't there to handle it.
               | Sure, they'll come out if called, but response time is
               | longer, and they have very little ability to see things
               | happening in real-time.
               | 
               | Meanwhile, if you feed this data into your algorithm, it
               | will start to believe that there's basically no low-level
               | crime in the "good" neighborhoods -- even though it's the
               | same! -- so it prioritizes those neighborhoods even less.
               | 
               | If you feed an algorithm bad data, it will only give you
               | more bad data. And it becomes worse when you act on that
               | data and feed it more results based on that bad data.
        
               | Jtsummers wrote:
               | > There are tons of other stupid things I did when
               | younger where if there had been more cops around I would
               | have gone to jail.
               | 
               | That's what the person you replied to said. Not that more
               | police would have been more arrests based on (just) their
               | pot smoking, but on other behavior as well. I saw a lot
               | of vandalism that led to kids being dragged by their ears
               | back to their parents in middle-class neighborhoods, that
               | would've resulted in arrests (even for misdemeanors) for
               | kids in poor neighborhoods (where I've also lived and
               | seen this difference).
               | 
               | In white neighborhoods small crimes would lead to police
               | dragging the kid home, in minority neighborhoods they'd
               | end up with a misdemeanor record (at least). All of this
               | creates a bias in the algorithms which generally assume
               | that someone with a criminal record of some sort is going
               | to be a higher risk individual (which is probably a safe
               | assumption for many crimes), but it is biased because
               | people aren't charged with crimes at equal rates due to
               | the biases in the existing system that these algorithms
               | are more likely to exacerbate than alleviate. Now that
               | the minority community has a thicker criminal record, the
               | policing in that neighborhood continues to go up which
               | continues to create increased conflict between the police
               | and residents as the police end up arresting people for
               | increasingly minor offenses, along with the major ones.
               | 
               | A lack of policing or difference in attitude of the
               | police in poor and/or minority communities versus middle-
               | class/wealthy and/or white communities is very much
               | present in the US (and probably the world). This leads
               | algorithms like those under discussion to end up
               | inheriting the same or similar biases, whether the
               | developers and marketers intended it or not.
        
               | adjkant wrote:
               | That very specific qualm doesn't mean that increased
               | police presence helps though in the higher crime
               | neighborhood. See my previous response, but basically all
               | things can be true.
               | 
               | It can (and evidence supports that) at ac basic level:
               | 
               | 1. There are more crimes committed in one neighborhood
               | than another
               | 
               | 2. Increasing police presence in the higher crime
               | neighborhood does not decrease the occurrence of such
               | crimes
               | 
               | 3. Increased police presence leads to unjustified
               | disproportionate enforcement of smaller violations being
               | broken equally by both neighborhoods
               | 
               | Your original reply goes much farther than simply
               | claiming less natural crime, and then adds a lot of
               | armchair sociology without backing. When you ask
               | rhetorical questions and follow with "I don't know", you
               | are implying without evidence and it's not a constructive
               | argument that appears in good faith.
        
               | wonderwonder wrote:
               | Given a long enough timeline of increased arrests, police
               | presence and assumption of guilt, why would my
               | neighborhood not eventually have the same number of
               | arrests and crime. Unless your argument is that there is
               | something physically different in the other neighborhood
               | that drives them towards crime. If that's your argument
               | and I am having a hard time seeing what else it could be
               | then I think we are done here.
        
               | kortilla wrote:
               | Of course poor neighborhoods are going to have higher
               | crime. Unless you have been truly poor you won't
               | understand the sense of desperation that can lead to bad
               | decisions.
               | 
               | You grow up in a food scarce household with a parent
               | addicted to painkillers with no guidance on what a path
               | to a successful future is and crime becomes a lot more
               | palatable. Getting in the game starts to look like the
               | only possible way to "make it".
        
               | Digit-Al wrote:
               | I agree. Every time there is an article like this you get
               | the same arguments, the same discussions, and the same
               | comments. Back and forth, back and forth, over and over
               | again.
               | 
               | But if you actually bother to do some reading on the
               | subject the conclusions are overwhelmingly clear. Over
               | and over again social programs show very clearly that if
               | you improve education and give people better
               | opportunities to escape the poverty trap and better
               | themselves you reduce crime.
               | 
               | The formula is simple really: if you give people
               | opportunities to make an honest living then they will,
               | for the most part, make an honest living; if you don't
               | give people the opportunity to make an honest living then
               | they will, for the most part, make a dishonest living.
        
               | wonderwonder wrote:
               | I agree with you but my question is does increased police
               | presence lead to a poor neighborhood. Take for example a
               | middle class white neighborhood. If there was a sudden
               | and very visible increased presence over years, arresting
               | people for minor offences, watching everyone and
               | questioning everyone, would that neighborhood become a
               | poor neighborhood. I think it would. I think people who
               | could would move out, property values would drop and the
               | people who could not move out would have a higher
               | predisposition to crime as they were worked into the
               | system.
        
             | adjkant wrote:
             | > We're not taking about specious arguments like pot
             | arrests and improper turn signals. We're talking rape,
             | burglary, murder, vandalism, and assault.
             | 
             | Look at arrest data, the former is exactly what we're
             | talking about. Most of these cases of police brutality come
             | from basically random stops that focus on such minor
             | violations (turn signals, jaywalking, etc) or "your
             | car/description matches a potential subject". See parent
             | and weed usage vs who gets caught with weed.
             | 
             | Not to mention that you throw in rape/murder/assault into a
             | sentence with vandalism. Police have a historically
             | terrible track record with rapes in both processing cases
             | as well as no record of stopping them. Police react to
             | these incidents, not prevent them. The idea that police
             | presence stops these is not supported either as when police
             | reduced their presence in NYC neighborhoods, crime actually
             | went down.[1]
             | 
             | [1] https://www.latimes.com/science/sciencenow/la-sci-sn-
             | proacti...
        
           | mistersquid wrote:
           | The report you linked to is astonishing, not just for the
           | violence committed against someone who, at the time he was
           | questioned, was not in violation of the law, but also for the
           | degree of force used considering the crime being
           | investigated.
           | 
           | To wit:
           | 
           | > wrongly detained him after identifying him as a suspect in
           | a panhandling case.
           | 
           | Slammed to the ground for being suspected of panhandling? (To
           | my mind, panhandling is akin to free speech.)
        
             | ruddct wrote:
             | Wait until you hear about Elijiah McClain, who was tackled
             | then choked/injected with ketamine until he went into
             | cardiac arrest and was eventually pronounced brain-dead. He
             | had 911 called on him for walking while 'looking sketchy'.
             | 
             | https://www.nytimes.com/article/who-was-elijah-mcclain.html
        
           | eanzenberg wrote:
           | Unfortunately, law and order has to be standardized for
           | everybody, regardless of background. Pot was decriminalized
           | in many states already. Are there other things you would like
           | to decriminalize? There are avenues for those, but it's not a
           | fast turn-around, those things take time.
        
             | wonderwonder wrote:
             | The law is standardized for everyone, its enforcement that
             | is the issue. There are clear differences in enforcement
             | for different races and different wealth levels.
             | 
             | My example occurred many moons ago before pot was
             | decriminalized any where. I am old :)
        
               | throwawaygh wrote:
               | _> The law is standardized for everyone_
               | 
               | https://www.aclu.org/other/cracks-system-20-years-unjust-
               | fed...
        
               | rodiger wrote:
               | As unjust as the results/motivation of this are, the law
               | itself does not vary based on the person committing it.
        
               | [deleted]
        
               | eanzenberg wrote:
               | Yes agreed, enforcement has to be standardized as well.
               | Justice should be blind, except to the law. The pendulum
               | swinging though has me worried, where dangerous crimes
               | are currently unenforced.
        
               | zo1 wrote:
               | The knee-jerk reaction against policing _will_ cause more
               | harm than good, all in the name of some nebulous  "long
               | term" outcome that is borderline undefinable.
               | 
               | Some knee-jerk reactions that we're seeing or
               | considering"
               | 
               | 1. Banning facial recognition.
               | 
               | 2. Banning predictive policing (this article).
               | 
               | 3. Defunding police departments
               | 
               | 4. California's ACA5 amendment that seeks to remove anti-
               | discrimination laws, allowing racial and gender
               | discrimination.
        
             | cryptoz wrote:
             | In our society, everyone is a lawbreaker. There are so many
             | laws that surely everyone is guilty of breaking _some_ law.
             | This results in police being able to discriminate by
             | selectively enforcing laws. Since everyone is probably
             | doing something illegal, police do racist things by
             | profiling people who are  'probably doing [something
             | illegal]' without _sounding_ racist.
             | 
             | It's a common pattern in societies where the laws are so
             | invasive and numerous that everyone breaks them. We need
             | reasonable laws that are _equally and fully enforced_ to
             | reduce this particular outlet of racism.
        
               | ihumanable wrote:
               | One of the things I recently started thinking about is
               | how most of the "wacky hijinks" in TV Shows and Movies
               | would almost definitely result in your arrest today.
               | 
               | Many of the "innocent pranks" and "fun times" that my
               | grandparents and parents would tell me about from their
               | youth, also have components that have been made illegal
               | now.
               | 
               | Almost every Senior Prank has some component of B&E /
               | vandalism.
               | 
               | I've just found it odd how the media we consume seems to
               | exist in this completely different world, where baristas
               | live in massive apartments they could never afford and
               | most of the fun and excitement of the story comes from
               | situations that in real life would most likely end in
               | your arrest.
               | 
               | It seems like decades of being "tough on crime" and
               | having a "war on drugs" has created a society where
               | everyone is always breaking some law. That means that we
               | are all at the mercy of Law Enforcement officers as they
               | use their "professional discretion" to decide who is
               | breaking it enough.
               | 
               | This is an older article but still relevant as ever
               | https://www.themarshallproject.org/2015/08/03/how-the-
               | suprem...
               | 
               | Do you have an air freshener in your car, the police can
               | pull you over for it. Then claim they smell alcohol or
               | marijuana and search your person and vehicle. As long as
               | they stopped you "in good faith" because they thought,
               | even incorrectly, that they could stop you for obstructed
               | view, then it's cool with the courts.
               | 
               | It seems like we are overdue for a correction. While
               | every crime statistic has pointed to the fact that we
               | live in the safest time in history, we continue with
               | zero-tolerance tough-on-crime policy making that does
               | nothing to make us safer.
        
               | floren wrote:
               | You don't even need an air freshener in the car. On a
               | Friday night you could very well get pulled over because
               | "your tail-lights weren't on" e.g. the cop is fishing for
               | a DUI even though you were driving fine. When you turn
               | out not to be drunk, the cop writes you a ticket but _don
               | 't worry_, all you have to do is show up at traffic court
               | to get it cleared! Never mind that the car's light switch
               | was set to "auto" the whole time and if the headlights
               | were on, the taillights were also on...
        
               | throwaway894345 wrote:
               | It's important to be correct about the particular nature
               | of the injustice: the police aren't profiling people who
               | are _probably doing something illegal_. To the extent
               | that police do profile (I don 't think it's a question
               | that they do, only to what extent), their profiling is
               | based on who they perceive to be the most likely of
               | committing _the worst_ offenses, not simply  "who is
               | likely to be doing anything illegal at all".
               | 
               | That said, even if black Americans are more likely to
               | commit these worst of offenses (as reported by victims),
               | it's still unjust because any given black individual may
               | not be guilty and doesn't deserve increased scrutiny
               | based on the color of their skin--justice ought to be
               | colorblind and individualistic.
               | 
               |  _That_ said, not everything that appears to be profiling
               | is actually profiling. Police are deployed more densely
               | to areas with high violent crime, and these areas tend to
               | skew black. That means they 're more likely to witness
               | more minor offenses as well. The racial disparity here
               | isn't due to profiling, its due to the high incidence of
               | violent crime in certain predominately-minority
               | communities. This is an important distinction because it
               | determines the best course of action to solve the
               | disparity problem--if the problem is mostly attributable
               | to police profiling, then fixing profiling is the most
               | urgent problem. If it's due to high incidence of violence
               | in communities, then the best solutions will be various
               | anti-violence programs and keeping violent offenders off
               | of the streets (and ideally rehabilitating them).
        
               | zo1 wrote:
               | That sort of nuance is almost never brought to the fore,
               | unfortunately. Right now, public policy and media-
               | attention seems to be entirely driven by empathy and
               | outrage.
        
               | cataphract wrote:
               | So if at a given time it's impossible to investigate all
               | burglaries where the amount stolen is less than $200,
               | should we make them all legal?
               | 
               | Discretion in deciding which crimes to investigate is
               | always necessary. Discretion on charging and guilty pleas
               | seem much more problematic to me.
        
               | wwright wrote:
               | Equally and fully enforcing laws seems about as likely as
               | equally and fully eliminating bugs from all software to
               | me
        
               | cryptoz wrote:
               | Look at the efforts put into reducing bugs in software:
               | how much money is spent on that, new paradigms are
               | creating to reduce bugs, linters are written and used,
               | etc.
               | 
               | What are the specific, and large-scale efforts made to
               | make the law and enforcement more equal?
               | 
               | We could at least _try_ as hard as software bugs - rather
               | than the current situation where the scale is tipped in
               | the other way (ie there are numerous incentives to
               | introduce  'bugs' into the system and not many to take
               | them out)
        
               | wwright wrote:
               | Oh, definitely agreed - just trying to illustrate that we
               | have to design a society that accounts for the inevitable
               | failures in enforcement as well.
        
         | alexashka wrote:
         | It's a false dichotomy.
         | 
         | Point a) Some neighbourhoods have more police in them, because
         | they have more criminal activity. They are almost always poor
         | neighbourhoods. We want there to be more police, the same way
         | we want more doctors in places where the sick people are
         | (hospitals).
         | 
         | Point b) Police officers have mandatory quotas - to fulfill
         | those quotas, they go to places where they're more likely to
         | make arrests, the same way fishermen go fishing where the fish
         | are more likely to be.
         | 
         | Because police work based on quotas, they'll bust people for
         | whatever is easiest to catch while satisfying the quota
         | criteria.
         | 
         | If you want to be informed on this subject in more detail, the
         | best resource I've found is interviews with Dr Michael Wood, he
         | has a youtube channel and has been on Joe Rogan a couple of
         | times.
        
         | antoncohen wrote:
         | There are a few things going on. One is that police can choose
         | what crimes to enforce, and city police tend to enforce crimes
         | committed by lower income people. For example lower income
         | people are more likely to be street level drug dealers, other
         | crimes are more likely to be committed by higher income people.
         | 
         | Then in looking for dealers, police go to lower income
         | neighborhoods. If you look for something you will end up
         | finding it, if you don't look you won't find it. This leads to
         | things like pretext traffic stops, where someone is stopped for
         | a minor violation that wouldn't normally get someone stopped.
         | The police can then detect something else, like the smell of
         | drugs or drug paraphernalia in the car, which they use as cause
         | to search the car. In searching the car they find something
         | that can lead to criminal charges.
         | 
         | This leads to lower income people receiving fines for minor
         | traffic violations, and minor drug violations, at a higher rate
         | the higher income people. The same lower income people struggle
         | to pay those fines more, which puts them in a worse place,
         | possibly leading to more desperate crimes.
         | 
         | Policing is punitive, and doesn't help solve underlying
         | problems. Imprisoning and fining poor people doesn't help them
         | or society.
         | 
         | I don't think this is as much of a racial issue as people make
         | it out to be, it just happens that in the US the low income
         | urban housing projects are predominantly non-white. Low income
         | people in rural areas are less likely to be over policed
         | because there are physically less police per squeal mile in
         | rural areas. And with less people in rural areas, things are
         | more likely to go unnoticed.
         | 
         | If you look at somewhere like the UK, where low income urban
         | council estates (housing projects) are often predominantly
         | white, you see the same over policing, profiling, and pretext
         | stops. But instead of profiling young black males in hoodies
         | driving around a lower income neighborhood, they profile young
         | white males in hoodies driving around a lower income
         | neighborhood.
        
         | thescriptkiddie wrote:
         | Given that the USA has the highest incarceration rate in the
         | world, I'm going to go with the latter.
         | 
         | https://en.wikipedia.org/wiki/List_of_countries_by_incarcera...
        
           | throwaway894345 wrote:
           | This might be true for certain kinds of crime (possession or
           | sale of drugs). We know it's not true for many other kinds of
           | crime (especially violent crime) because these communities
           | report crimes at a higher rate and because the murder rate in
           | these communities is much higher. Crime reports and murder
           | rates aren't functions of police presence (they don't depend
           | on police stumbling upon a crime in progress). There are also
           | more shootings, stabbings, assaults, etc as reported by
           | healthcare officials.
           | 
           | (I shouldn't have to say this, but none of my argument above
           | suggests that the US incarceration rate is ideal or otherwise
           | not a problem).
        
         | Miner49er wrote:
         | I think the real answer is both. The fact is, lower income
         | neighborhoods do have more crime. That's just common sense.
         | People do what they have to to survive.
         | 
         | This results in heavier policing, which then creates a cycle.
         | You put people in prison for a felony, and when they come out
         | they don't have many options. They're in a worse place then
         | when they went in. Not many places hire prior felons. So then
         | they end up committing crime again and going back. For more on
         | this google "incarceration cycle" or similar.
         | 
         | This also obviously has a bad effect on future generations.
         | Kids are growing up on a single income cause one of their
         | parents are in jail, and that makes it more likely they'll too
         | eventually be forced to enter crime.
         | 
         | I believe, and the data shows this, that the vast majority of
         | people don't commit crime because they want to. They do it
         | because they feel like they don't have any other good options.
         | 
         | The only real way to break this cycle is try to do things
         | besides policing and incarcerating. Focus on rehabilitation and
         | social services. The initial investment will likely need to be
         | huge, but in the long run, I think it would pay off.
        
           | jayd16 wrote:
           | >The fact is, lower income neighborhoods do have more crime.
           | That's just common sense.
           | 
           | Not so fast. Middle class areas might commit more felony drug
           | crimes (marijuana possession).
        
         | rickyplouis wrote:
         | For some some petty crimes (running red lights, not socially
         | distancing, etc..), all neighborhoods actually commit them at a
         | fairly consistent rate, but it is not enforced consistently.
         | 
         | For instance, here in Chicago it is common to find people not
         | following the social distancing rules, but predominately white
         | neighborhoods largely get a pass while black and brown
         | neighborhoods get enforced.
         | 
         | So to answer your question, the crimes are occurring everywhere
         | but statistically speaking black and brown people are more
         | likely to face penalties for crime while white people are not.
         | 
         | https://blockclubchicago.org/2020/05/26/chicago-police-only-...
         | 
         | This also applies to parking tickets
         | 
         | https://www.chicagotribune.com/columns/eric-zorn/ct-mayoral-...
         | 
         | and jaywalking
         | 
         | https://www.theatlantic.com/technology/archive/2012/08/in-ch...
        
           | throwaway894345 wrote:
           | Your source (a blog with a pretty transparent agenda) didn't
           | mention that the neighborhoods commit them at a fairly
           | consistent rate, it only said that Chance The Rapper said
           | that he saw people at Millennium Park not social distancing.
           | Chance omitted that police broke up the crowd at Millennium
           | Park as well:
           | 
           | > Monday protesters in Millennium Park were dispersed by
           | police after gathering too closely as well.
           | 
           | - https://abc7chicago.com/chicago-crime-police-officers-
           | injure...
           | 
           | Your blog post _did_ say that our mayor (who is herself black
           | and lesbian--for those who find these identities more
           | credible--and who has been very consistently outspoken about
           | her concerns about racially disparate outcomes with respect
           | to COVID) denied disproportionate enforcement in black
           | communities:
           | 
           | > The reality is the Chicago Police Department is active and
           | engaged all over the city and doing it with an eye toward
           | equity, and I would have it no other way as mayor of this
           | city," Lightfoot said. "I can tell you, based upon the
           | statistics we've been keeping for weeks, those dispersal
           | orders are happening all over the city -- and yes, in white
           | areas, in Latinx areas, in moneyed areas of the city.
           | 
           | As for disparities in the number of arrests, if this isn't
           | driven by an increase in quantity, size, or density of
           | gatherings in minority neighborhoods, it's probably driven by
           | an increase in brandished firearms, gunshots, etc:
           | https://abc7chicago.com/chicago-crime-police-officers-
           | injure....
           | 
           | Anyway, this is all anecdata from late March which was very
           | early days for the whole COVID debacle.
        
             | rickyplouis wrote:
             | The Block Club is a local non-profit news organization, it
             | seems a bit disingenuous to delegitimize them by calling
             | them a "blog with a pretty transparent agenda".
             | 
             | The fact that the mayor is black and lesbian has little to
             | do with the disproportionate enforcement of crimes and
             | bringing up her race/sexual orientation is a poor way of
             | denying the legitimacy of the claims made by Chance AND
             | local news sources.
             | 
             | Your last point seems to be the only real argument made but
             | the majority of arrests have more to do with petty and drug
             | related offenses as opposed to firearms according to the
             | U.S. DoJ.
             | 
             | https://www.ojjdp.gov/ojstatbb/crime/ucr.asp?table_in=2
        
               | throwaway894345 wrote:
               | > The Block Club is a local non-profit news organization,
               | it seems a bit disingenuous to delegitimize them by
               | calling them a "blog with a pretty transparent agenda".
               | 
               | We can agree to disagree I guess. They're not exactly
               | subtle about their biases, but then again, neither are
               | mainstream media outlets these days.
               | 
               | > The fact that the mayor is black and lesbian has little
               | to do with the disproportionate enforcement of crimes and
               | bringing up her race/sexual orientation is a poor way of
               | denying the legitimacy of the claims made by Chance AND
               | local news sources.
               | 
               | Is this satire? Of course the mayor's identities have
               | nothing to do with the claim--as I said, I put that in
               | there to head off predictable identitarian rebuttals. The
               | mayor's identity would only "invalidate" Chance's claims
               | if you believed that the racial, etc identity of the
               | claimant is paramount and the content of the claims is
               | unimportant--this would be textbook bigotry so I'm sure
               | this wasn't where you were going. No, Chance's claim is
               | invalid because it's an anecdote and one which is
               | incorrect at that (per local news sources as well as the
               | mayor, anyway).
               | 
               | > Your last point seems to be the only real argument made
               | but the majority of arrests have more to do with petty
               | and drug related offenses as opposed to firearms
               | according to the U.S. DoJ.
               | 
               | I don't see what that has to do with Chicago's covid
               | experience.
        
         | mtgp1000 wrote:
         | Only one answer is socially acceptable, regardless of what
         | statistics indicate. And we are building a dangerous world by
         | going down this unscientific path.
         | 
         | I am genuinely concerned that this will bleed into ML science
         | and we may find ourselves collectively pursuing a rabbit hole
         | of bad science in a vain attempt to reconcile empirical data
         | with ideology.
        
           | baddox wrote:
           | Note that even you only mentioned whether answers are
           | socially acceptable (in your view), not which one is true.
        
             | mtgp1000 wrote:
             | That's the fundamental problem. We are ruling out possible
             | results in advance, based on arbitrary social conventions,
             | not data.
             | 
             | This is fundamentally unscientific and will lead to
             | stagnation at best, regression at worst, and progress only
             | in the unlikely case. At some point we will have to
             | reconcile the fact that the same mathematical and
             | scientific techniques which we correctly apply to other
             | sets of data produce unacceptable results any time models
             | are conditioned on demographic data.
             | 
             | What then?
        
           | narrator wrote:
           | This preference for ideology instead of data reminds me of
           | weird stuff that would happen with science in the Soviet
           | Union. You had things in the Soviet Union like Lysenkoism[1]
           | where a kook got power and explained his science in
           | ideological terms and his theories, unsupported by data, were
           | adopted and defended to the detriment of agricultural
           | production. Workers adopted the theories because people were
           | so afraid of criticizing the dominant ideology that they
           | adopted whatever "science" was mandated in order to avoid
           | being purged. Disagreement with official science was
           | considered proof that one was a political subversive.
           | 
           | "More than 3,000 mainstream biologists were dismissed or
           | imprisoned, and numerous scientists were executed in the
           | campaign to suppress scientific opponents."
           | 
           | [1]https://en.wikipedia.org/wiki/Lysenkoism
        
             | jxramos wrote:
             | > Joseph Stalin supported the campaign. More than 3,000
             | mainstream biologists were dismissed or imprisoned, and
             | numerous scientists were executed in the campaign to
             | suppress scientific opponents.
             | 
             | Wow, so what sort of rationale can we make of this? Is the
             | logic, "Stalin supports bunk science theory", "other
             | scientists critique said theory", "therefore they
             | indirectly critique Stalin and reduce his
             | legitimacy/credibility"? Something like that? Are
             | politicians expected to grasp every scientific thing they
             | must evaluate accurately? Why wouldn't they accept and
             | admit 'yah maybe we got this one wrong, sorry honest
             | mistake' than to go out and murder folks. That seems widely
             | overreactive.
        
               | AnimalMuppet wrote:
               | When you get a paranoid murderous psychopath like Stalin
               | in power, "rationale" may be stretching it.
               | 
               | But I think it went something like this. Marx was
               | "scientific" - Marx had created a "science" of economics
               | and sociology, and it was the official truth of the USSR.
               | If some crank could show that his crackpot theory of
               | agriculture was the logical consequence of Marxism's
               | established truth, then it too had to be the official
               | truth of the USSR. The science was settled; all that was
               | left was for everyone to fall in line and implement it.
               | Anyone who opposed that was both unscientific and
               | unpatriotic.
               | 
               | Except the science was objectively wrong, and
               | implementing it resulted in disaster.
        
           | vangelis wrote:
           | Only 13 percent of the population, you say?
        
         | danielhlockard wrote:
         | I would argue that non-white neighborhoods are policed heavier,
         | and as a consequence they "catch more criminals" in those
         | neighborhoods.
        
           | cameronh90 wrote:
           | This appears to be the primary concern raised in the article.
           | But surely data scientists could put in guards against this,
           | such as weighting the crime count versus the time spent
           | policing the area? In fact, presumably any functional
           | predictive policing system must already do that, else you'd
           | just tend towards policing one area incredibly intensively.
           | 
           | If they are concerned about the police arrest stats or racism
           | biasing the data set, they could keep the input to something
           | hard to interfere with, like where murders occur or where
           | crimes are reported by the public, rather than where arrests
           | occur.
           | 
           | My opinion is that predictive policing does need regulation,
           | but banning it entirely, to me, seems like an overreaction
           | that will over time result in much less effective use of
           | police resources. I suppose time will tell.
        
           | bitcurious wrote:
           | Violent crime can be measured by victims rather than
           | criminals, e.g. where do homicides occur?
        
           | eanzenberg wrote:
           | Do these neighborhoods commit more violent crime, rapes and
           | murders?
        
           | dx87 wrote:
           | That wouldn't explain things like murder and other violent
           | crimes. It's not like people are regularly getting murdered
           | in the suburbs, but nobody bothered to check.
        
             | skciva wrote:
             | I think there are a lot of factors that go into a persons
             | environment that influence something like murder rates.
             | 
             | Also, depending on what you consider a violent crime, lack
             | of reporting / local police department's doing something
             | about the report can very well have skew crime rates in
             | certain areas.
        
               | dx87 wrote:
               | Agreed, I don't think those neighborhoods just happen to
               | have a bunch of violent people, but I keep seeing people
               | make the naive agument that the difference in crime rate
               | for those areas is caused by police presence. I remember
               | after the protests in Baltimore that the police stopped
               | doing as much proactive policing, and people who lived in
               | the bad neighborhoods were complaining that the police
               | weren't doing enough to prevent crime in their
               | neighborhoods. There are underlying social issues that
               | need to be dealt with that won't be fixed by removing
               | police.
        
           | iguy wrote:
           | More policing may indeed catch more minor crimes that would
           | otherwise go unobserved.
           | 
           | But the morgue has a pretty close to 100% set of data on
           | murder victims. It's hard to argue that those are caused by
           | catching more criminals. (And in fact, murders in high-crime
           | neighborhoods are _less_ likely to be solved. If anything,
           | murders are caused by this _failure_ to catch first-time
           | murderers, before their second go. Their victims are also,
           | usually, residents of the same bad neighborhoods.)
        
             | baddox wrote:
             | But how does the level of policing in an area affect murder
             | rates? I don't know the answer, but from statistics I've
             | seen, it seems pretty clear that police are not exactly
             | great at solving murders.
        
               | iguy wrote:
               | Are you seriously claiming that the presence of police
               | increases the murder rate? Or are you actually asking to
               | know by what mechanisms policing can prevent murders?
               | 
               | Once you are talking about _solving_ a murder, clearly
               | that one was not prevented. It may draw detectives to the
               | neighborhood looking for clues. It 's pretty hard to
               | argue that the causality runs from these detectives to
               | the murder though.
        
               | ReptileMan wrote:
               | It is hard to solve a crime when your main witness is
               | only accessible trough Ouija board
        
               | remarkEon wrote:
               | You should ask some homicide detectives why that is.
        
             | clawedjird wrote:
             | This is somewhat tangential to your point, but I think
             | catching more "criminals" (I.e. people who break laws,
             | which is virtually everyone at some point - though many
             | won't even realize it and are unlikely to face
             | consequences) can certainly lead to an increase in crime.
             | In the US, at least, contact with the criminal justice
             | system can significantly reduce social and economic
             | opportunities and increase the likelihood that an
             | individual will engage in future criminal activity.
        
               | iguy wrote:
               | "catch[ing] more criminals" was a quote from above. But I
               | used it when discussing murder, not jaywalking.
               | 
               | I agree that being locked up once surely makes going
               | straight harder (because employers are wary) and going
               | crooked easier (as you now have more contacts). This is a
               | real problem we should try to address. But I'm not
               | convinced that looking the other way at violent crime is
               | at all the right approach.
               | 
               | However, there is no way this is the main causal link
               | between policing & crime. It's like suggesting that the
               | birth rate is caused by hiring more schoolteachers in a
               | neighborhood, ignoring the obvious fact that the city
               | hires them (largely) based on observed need.
        
         | basch wrote:
         | or crime is a function of income inequality, and ways to fight
         | it are police (reactive) or preventative social spending
         | (proactive.) it's like arguing over fire departments vs
         | electrical code. neglecting the latter leads to more of the
         | former.
         | 
         | Even things like urban planning, where you put your low income
         | housing. If you build low income housing in high income areas,
         | it prevents ghettos from forming.
        
           | rectang wrote:
           | > _or crime is a function of income inequality_
           | 
           | That depends how you measure. The total value of wage theft
           | in the US is comparable to the total value of all other
           | property theft combined.
           | 
           | https://www.gq.com/story/wage-theft
           | 
           | Rich people commit lots of crime. They just get away with it
           | more often than poor people, because rich people are under-
           | policed.
        
           | eanzenberg wrote:
           | Is there evidence for this though? The great crime decline in
           | cities like NYC were due to increased policing and the
           | "broken window" policy, along with stop & frisk.
        
             | [deleted]
        
             | rgoddard wrote:
             | The drop in crime happened nationwide during this same time
             | in places which did not include NYC. [1] The timing of this
             | seemed to have been more coincidental with the drop in
             | crime.
             | 
             | [1] https://www.npr.org/2016/11/01/500104506/broken-
             | windows-poli...
        
             | basch wrote:
             | Minneapolis. Seoul.
             | 
             | "In the 1970s and early '80s, we built 70 percent of our
             | subsidized units in the wealthiest white districts," Myron
             | Orfield said. "The metro's affordable-housing plan was one
             | of the best in the country."
             | 
             | "Only three large metros where at least half the homes are
             | within reach for young middle-class families also finish in
             | the top 10 in the Harvard-Berkeley mobility study: Salt
             | Lake City, Pittsburgh, and Minneapolis-St. Paul. The last
             | is particularly remarkable. The Minneapolis-St. Paul metro
             | area is richer by median household income than Pittsburgh
             | or Salt Lake City (or New York, or Chicago, or Los
             | Angeles). Among residents under 35, the Twin Cities place
             | in the top 10 for highest college-graduation rate, highest
             | median earnings, and lowest poverty rate, according to the
             | most recent census figures. And yet, according to the
             | Center for Housing Policy, low-income families can rent a
             | home and commute to work more affordably in Minneapolis-St.
             | Paul than in all but one other major metro area
             | (Washington, D.C.). Perhaps most impressive, the Twin
             | Cities have the highest employment rate for 18-to-34-year-
             | olds in the country."
             | 
             | "In 2008, Seoul imported a version of Minneapolis's tax-
             | sharing scheme. Since then, the gap in funding for social
             | services among the city's districts has narrowed. According
             | to a 2012 analysis by Sun Ki Kwon, then a graduate student
             | at the University of Kentucky, this has helped Seoul's
             | poorest communities grow their tax bases while only
             | minimally affecting the city's richest districts."
             | 
             | https://www.theatlantic.com/magazine/archive/2015/03/the-
             | mir...
        
               | erichocean wrote:
               | Are you suggesting Minneapolis is a...success story? I
               | honestly can't tell, but if so, BLM would like a word...
        
               | basch wrote:
               | Did you read the article. Minneapolis, for close to 50
               | years, has been an example of how to do low income
               | housing better than everyone else. Policy within the last
               | decade has eroded this gain. It has gotten worse since
               | these policies have rolled back.
               | 
               | Is it perfect? No. Does low income housing alone prevent
               | police from fracturing families and communities by
               | enforcing drug law? No.
        
             | clawedjird wrote:
             | Is there evidence for your claim? My impression was that
             | the impact of those approaches/policies was found to be
             | non-existent to relatively small (in terms of reducing
             | crime, that is - they probably had a significant negative
             | impact on the quality of life of the groups most affected
             | by them).
        
             | thenewwazoo wrote:
             | That is what its proponents would want you to believe,
             | except that it's not borne out by evidence. There were
             | similar drops in other cities that didn't violate the civil
             | rights of the citizens.
             | 
             | And that's putting aside the question of whether it's right
             | to deny people their rights in order to deter crime.
        
               | throwaway894345 wrote:
               | I'm of the impression that NYC experienced steeper
               | decreases than other cities? I'll have to look into this
               | more. Do you have any resources to recommend? (thank you
               | for distinguishing between "did it work" and "was it
               | ethical"--it's so tedious when these are conflated).
        
               | eanzenberg wrote:
               | It's a challenging problem, but the way things are
               | currently going, do you want a 70's NYC in 2020+?
        
               | sambull wrote:
               | We only use lead in aviation fuels now.. so probably not.
        
               | kortilla wrote:
               | In case anyone misses this reference, there is a claim
               | that the cause of all of the violence was exposure to
               | lead on a society wide scale.
               | 
               | https://www.motherjones.com/environment/2016/02/lead-
               | exposur...
        
               | flyinglizard wrote:
               | Which other cities are you referring to in particular?
        
               | jeffbee wrote:
               | Literally every city in America, regardless of their
               | approach to policing, has experienced a massive drop in
               | crime rates from 1990 forward. This tends to undermine
               | arguments that broken windows or stop-and-frisk are
               | effective policies.
               | 
               | https://crime-data-explorer.fr.cloud.gov/
        
               | erichocean wrote:
               | > _Literally every city in America, regardless of their
               | approach to policing, has experienced a massive drop in
               | crime rates from 1990 forward._
               | 
               | I've never heard of anyone arguing that policing did not
               | increase nationwide in the 90s. All of the data we have
               | suggests otherwise, and pushing back on that is basically
               | the entire point of the recent BLM protests.
               | 
               | One simple way we know crime was more aggressively
               | enforced in EVERY city beginning in the early 90s is
               | because so many more people were locked up during that
               | time period (just review the incarceration rates).
        
               | jeffbee wrote:
               | I'm not sure that your conclusion of universality can be
               | supported by the evidence. For example Middlesex County,
               | Massachusetts has had roughly flat incarceration rate for
               | decades.
               | 
               | https://github.com/vera-institute/incarceration_trends
        
               | erichocean wrote:
               | The _median_ household income in Middlesex is over $100K
               | (that 's where Harvard is located, right next to MIT).
               | Incarcerations were also flat in Martha's Vineyard, but
               | so what?
               | 
               | My priors say Middlesex wouldn't show increased rates of
               | incarceration regardless of the amount of policing, the
               | passage of three-strikes laws, the passage of the Clinton
               | crime bill, etc. due to the demographics of the area.
               | What do your prior's say?
               | 
               | Universality (to me) means "more criminals were
               | incarcerated everywhere we expected them to be (based on
               | demographics) and regardless of changes in local policies
               | or funding, because there was a nationwide push to
               | increase incarceration rates in the 90s." Do you mean
               | something else by "universality"? Maybe we just disagree
               | over definitions or something.
        
               | jeffbee wrote:
               | And yet, the crime rate in that county (and in Cambridge
               | and Lowell) reflects the same plunging nature as the rest
               | of the state and nation, since 1990 peak.
               | 
               | Take the big CSV from the github I posted, combine it
               | with the FBI UCR data, and try to find a correlation
               | between incarceration rate and crime rate.
        
               | erichocean wrote:
               | I have, it's the main topic I study. I've just never met
               | anyone with the view that increased incarcerations rates
               | are not associated with decreases in crime (specifically,
               | violent crime), and I don't think the data supports that
               | either. I literally have no idea how you came to that
               | conclusion given the stats available to researchers over
               | the last 40 years.
               | 
               | I'm not suggesting that there aren't _other_ ways to
               | decrease crime besides incarceration, there are many
               | possibilities. But I don 't think there's any data
               | showing that incarcerating criminals doesn't reduce
               | (violent) crime.
               | 
               | So I'll just assume we agree in general, and that our
               | definitions are different somehow, since we seem to be
               | looking at the same datasets.
        
               | jeffbee wrote:
               | It's clear that incarceration rates are associated with
               | falling violent crime, to the extent that one went up and
               | the other went down, but the existence of large
               | jurisdictions that enjoyed the latter without the former
               | casts doubt on the idea of causation.
        
             | wanderr wrote:
             | I was under the impression that this is more likely related
             | to the reduction in lead in the air. At first glance that
             | seems plausible. See murders by year[1] and the presence of
             | lead[2], the timelines seem to match.
             | 
             | [1] https://en.wikipedia.org/wiki/Crime_in_New_York_City#Mu
             | rders...
             | 
             | [2] https://www.forbes.com/sites/alexknapp/2013/01/03/how-
             | lead-c...
        
             | cosmodisk wrote:
             | To some degree. Compare London and Paris: both large,
             | multicultural cities.In Paris, the separation between rich
             | and poor is very clear when it comes to housing location.In
             | London, social housing is often buit even in very expensive
             | areas. London doesn't have no go zones, however,
             | large,purpose built social housing estates sometimes become
             | 'city within the city' and the bigger the estate,the bigger
             | the problems.
        
             | david422 wrote:
             | I believe Freakonomics ascribed this to abortion- an
             | unwanted generation of people that never were, and
             | subsequently a drop in crime.
        
           | mtgp1000 wrote:
           | Crime is a function of far more than just income inequality.
           | If you perform your regressions on this single variable and
           | then attempt to extrapolate those results to make policy,
           | you're going to end up spending a lot of money without
           | solving anything. Worse is that you'll potentially put
           | millions of lives at risk.
           | 
           | If we want to solve problems in society we must be prepared
           | to acknowledge all of their potential causes.
           | 
           | I have spent my entire adult life, some 15 years, in pursuit
           | of objective inquiry and this is a hill that I am willing to
           | die on, or be martyred when it inevitably costs me my job.
        
             | clawedjird wrote:
             | I don't think many people are arguing that income
             | inequality is the only variable in the crime equation. What
             | factors do you think are generally underemphasized today?
        
           | cameronh90 wrote:
           | While this is absolutely true, I'm not sure it's a reasonable
           | argument for defunding the police today. You wouldn't defund
           | the fire department today, because in ten years buildings
           | will average a better standard. The social issues need to be
           | dealt with first, which could take some years.
           | 
           | On the other hand, that the police have become what appears
           | to be a poorly trained, violent militia is indeed a problem
           | that should be dealt with today. Perhaps by defunding. I
           | don't know...
        
             | baddox wrote:
             | If fire departments were carrying out the same injustices
             | as police, then it would be pretty reasonable to push for
             | the same massive changes in fire departments.
        
               | cameronh90 wrote:
               | Of course there needs to be massive changes in the
               | police, I'm just not sure the GP's argument justifies it.
        
         | baron_harkonnen wrote:
         | This is not an "honest question". It's an intentional attempt
         | to give equal weight to a fundamentally racist hypothesis to
         | its alternatives.
         | 
         | If you want to posit that low-income, black communities are
         | inherently violent and need violence to keep them in line then
         | at least don't be coward with your views.
        
         | shadowgovt wrote:
         | The answer, in general (and this is a bad place to generalize
         | because it really varies from place-to-place), is "yes."
         | 
         | The correlation between poverty and higher crime is real, and
         | the police find more crime in places they're looking than in
         | places they don't.
        
         | chippy wrote:
         | its an honest question but it is not possible to give an honest
         | answer currently.
        
         | joshgel wrote:
         | I'm trying to learn more about this. What I am reading suggests
         | this is the wrong frame. What if all the money spent over-
         | policing these neighborhoods was instead spent on social
         | services to support the people living there? Would that
         | decrease the crime rate more or less than the policing?
         | 
         | I'm not sure, but I'm becoming more convinced by this line of
         | argument...
        
           | alacombe wrote:
           | Food for thought, more than 50% of the federal budget is
           | already spent on social services.
        
             | indigochill wrote:
             | I'm curious what your source is for that, because that's
             | pretty remarkable, especially given the outcry about out-
             | of-control military spending.
        
               | benjaminmarks wrote:
               | Arbitrarily citing https://www.cbpp.org/research/federal-
               | budget/policy-basics-w...
               | 
               | The bulk of social services spending is social security
               | and medicare, which _each_ account for somewhere between
               | 20-30% of federal spending. Military spending is closer
               | to 15-20% of the federal budget
        
               | brchr wrote:
               | There are some semantic issues, e.g., the distinction
               | between "mandatory" and "discretionary" expenditures, but
               | the data is pretty easy to explore.
               | 
               | Essentially you are "both right". > 50% of total spending
               | is Social Security, Medicare and Medicaid. Whether that
               | is "social services" is another semantic question.
               | 
               | And > 50% of the discretionary budget is defense.
               | 
               | But have a look for yourself: e.g., https://en.wikipedia.
               | org/wiki/United_States_federal_budget
        
               | throwaway894345 wrote:
               | > Whether that is "social services" is another semantic
               | question.
               | 
               | This is puzzling to me. I don't think I've ever heard
               | anyone argue that social security, medicare, and medicaid
               | aren't social services. As far as I'm aware, everyone
               | agrees that these are all social services. I would be
               | curious to hear arguments for excluding it from the
               | "social services" rubric.
        
             | BoorishBears wrote:
             | Food for thought, that factoid doesn't say anything.
             | 
             | For multiple reasons actually:
             | 
             | From the fact that we could be spending any arbitrary
             | percentage and it wouldn't mean it was enough...
             | 
             | To the fact your 50% number doesn't map to 50% spent of the
             | type of social services they meant. Just because it Social
             | Security has the word social in it doesn't mean it's
             | helping the way these social services would...
        
             | jtolmar wrote:
             | Police are funded by the municipal or county government,
             | not the fed
        
               | erichocean wrote:
               | > _Police are funded by the municipal or county
               | government, not the fed_
               | 
               | It's not that black and white, because...
               | 
               | Police _slush funds_ are funded (indirectly) by the
               | federal government--drug search and seizures are passed
               | off to the feds to prosecute (because many states have
               | laws banning the practice), and the feds shares a portion
               | of the value seized back with the local police
               | department. Win-win.
        
             | Loughla wrote:
             | I need any legitimate citation for that.
        
               | fastball wrote:
               | https://en.wikipedia.org/wiki/United_States_federal_budge
               | t
        
           | fastball wrote:
           | I thought that this book[1] was an enlightening read into the
           | topic.
           | 
           | It outlined that the conventional thinking about crime falls
           | into two broad categories: "heroes/villains" (there are bad
           | people that just do bad and need to be stopped) vs.
           | "victims/survivors" (criminals are effectively created by
           | poor circumstances / just want to feed their families, etc).
           | 
           | The author argues (with research to back it up) that the
           | truth is neither / both / there are other factors at play, on
           | of the more interesting factors just being "opportunity".
           | 
           | [1] https://www.amazon.co.uk/Criminal-Truth-About-People-
           | Things/...
        
             | danans wrote:
             | I don't think your comment should be downvoted (perhaps
             | something about the book/author itself?). The
             | heroes/villains trope has been heavily overplayed by US
             | culture and before 2016, by politicians of all stripes.
             | 
             | I've heard the police department captains in the area I
             | live describe the scenario as a "war", "wolves and sheep",
             | etc.
             | 
             | That's not to say there aren't really heroic cops or that
             | there aren't really bad criminals, either. But the idea
             | that either of them exist and act independently from their
             | surrounding context, whether that is a corrupt police union
             | or an impoverished struggling community, is very
             | shortsighted.
             | 
             | If anything, that set of tropes needs to be taken down
             | several notches, and the corruption and poverty/inequality
             | need to be addressed directly. We've tried the approach of
             | militarization of police and mass-imprisonment for non-
             | violent offenses. It hasn't worked.
        
       | throwawaysea wrote:
       | This seems like a knee jerk reaction to the current political
       | climate. "Predictive policing" has a scary sounding name but it
       | is really just "efficient resource allocation". If there is a
       | crime hotspot, shouldn't there be more police on hand to enforce
       | the law there? Why have them idly patrol other areas? If someone
       | has a history of crime and is being released, shouldn't they be
       | monitored to ensure the public's safety, especially if there is a
       | risk of recidivism?
       | 
       | The line of thinking I find dangerous in the article is that
       | differences in _outcomes_ are seen as racist. That doesn 't make
       | sense to me. If more people of race X commit crimes, and more
       | members of that race are therefore subjected to legal
       | consequences, then that is not necessarily a racist situation. If
       | race isn't an input factor into these algorithms, the algorithms
       | are not racist.
        
       | rickyplouis wrote:
       | Thought it would be relevant but a few years back California was
       | also in the news for building a gang database of children as
       | young as one year old (for which they've since acknowledged as a
       | mistake).
       | 
       | https://www.cbsnews.com/news/calgang-california-gang-databas...
       | 
       | The phrasing of "predictive policing" sounds fairly harmless, but
       | in practice it is a way of finding out which kids are going to be
       | future criminals, thus robbing them of their self-determination.
        
         | tehjoker wrote:
         | In practice, it's a method of entrenching racist practice.
         | Certain groups are profiled and criminalized, and therefore
         | have criminal records so more police are sent to predicted "hot
         | zones" which results in a feedback loop.
         | 
         | What is never said is that crimes are socially determined.
         | Which is more harmful? Shoplifting by a poor person or wage
         | theft by a business owner? Clearly the latter as an actual
         | person who can't afford it is harmed. Wage theft is hugely more
         | prevalent but is treated as a civil issue rather than a crime.
         | Poor people trying to get one over on the system that
         | impoverishes them lands them in jail while the people that own
         | the society get away with doing whatever they want.
        
           | SpicyLemonZest wrote:
           | I'm just not sure this makes the point you think it does.
           | There are certainly some who see crime as a morally neutral
           | way to "get one over on the system that impoverishes them",
           | but most people find this to be an abhorrent viewpoint and
           | have no interest in accommodating it.
        
             | tehjoker wrote:
             | That's the viewpoint of someone that benefits from the
             | system. Of course it's abhorrent if you think it works as
             | its inimical to the functioning of the system.
        
             | clawedjird wrote:
             | _I'm not who you responded to, FYI._
             | 
             | That said, crimes are simply whatever those in power deem
             | them to be. Not only does this imply an obvious disconnect
             | between legality and morality, but for groups not
             | adequately represented by those in power, it can make
             | living within the law virtually impossible. Take the gay
             | community, for example. It was only in 2003 that the US
             | Supreme Court struck down state laws banning sex between
             | same-sex partners. At the time, 14 states still had such
             | laws on the books - 11 _still_ do today (even though
             | they're now unenforceable, they've resulted in multiple
             | arrests since the 2003 ruling).
             | 
             | A few decades earlier, gay sex was essentially illegal
             | throughout the entire US. Do you have any interest in
             | accommodating the viewpoint that gay Americans being gay
             | Americans before the past 20-50 years (depending on the
             | state they resides in) were morally acceptable, despite
             | habitually engaging in criminal activity? Or would that be
             | considered abhorrent?
        
               | SpicyLemonZest wrote:
               | I certainly am skeptical of the idea of victimless
               | crimes, for the reasons you say. But theft isn't a
               | victimless crime, even if you're stealing from a large
               | corporation and not a mom-and-pop store. I think it's
               | hard to seriously engage with the idea that theft might
               | not be a bad thing.
        
           | kortilla wrote:
           | Wage theft is treated as a civil issue because it's not
           | actually "theft" despite its name. It's not a business taking
           | money away from someone, it's the business failing to pay
           | money for a contractual obligation.
           | 
           | Do you want a failure to pay your plumber to be prosecuted as
           | theft?
        
             | QuotedForTruth wrote:
             | It already is. Its called theft of services. Never seen it
             | applied to a conventional employee though, but why
             | shouldn't it be?
             | 
             | https://en.wikipedia.org/wiki/Theft_of_services#:~:text=The
             | f....
        
       | zelly wrote:
       | Living in a country with an inefficient police department is not
       | fun. Ask anyone from you know who came from Cuba, Brazil,
       | Honduras, Venezuela, or South Africa.
       | 
       | Living in a country with an extremely efficient police department
       | is not fun either. See: China and Singapore.
       | 
       | There is a balance. Banning soulless social credit-tier stuff
       | like this is a good step in the right direction. Another problem
       | with stuff like "predictive policing" is that everyone knows a
       | hypothetical 100% enforcement of the law would put almost
       | everybody in prison; there are too many laws on the books in the
       | USA. The first laws that come to mind are about the drug war.
       | (Even cops are drug (steroid) addicts, so they themselves would
       | go to prison too under 100% enforcement.) I don't use drugs, not
       | even alcohol, but if someone thinks some white powder is going to
       | make them happy or selling it would put food on the table then
       | they should not be brutalized by the state for it.
       | 
       | ML and mass surveillance is going to actually allow 100%
       | enforcement of laws, so it's time to have this discussion and
       | redo the criminal code.
        
       | TimesOldRoman wrote:
       | I'd be curious to see how the software accounts for a self-
       | fulfilling prophecy of "you always find what you are looking
       | for".
        
         | chippy wrote:
         | For policing if you are looking for "what areas have most
         | violent street crime" - if for are actually looking for those
         | areas to devote resources to and you use actual data, then you
         | will devote resources to areas which suffer actual violent
         | street crime.
         | 
         | if instead of using actual data and finding what you are
         | looking for - the alternative is using reports from the
         | population (unless theres some other metric you would like to
         | use? tweets?) And this means that richer and more privileged
         | people will report more as they have 1) more confidence and
         | trust in the police 2) more resources to lose from criminals
         | 3)cultural reasons, and in their own areas which means that you
         | will devote resources to areas which have the more reports and
         | more attention from the police. This is basically how policing
         | worked before 25 years ago.
         | 
         | There is a very big, clear, and obvious reason why using data
         | to base policing decisions on is better than using no data at
         | all, especially as most people will think that the police has
         | inherent biases. Data can remove biases
        
       | jmpman wrote:
       | Does this mean that the cops can't camp out in a bar's parking
       | lot at 2am, watching drunks walk to their cars? Seems like
       | they're predicting that bar parking lots routinely have drunk
       | drivers at 2am....
       | 
       | If a resident gets a drunk driving ticket due to the above
       | strategy, can their conviction get dismissed because cops weren't
       | patrolling using a Cryptographically secure random number
       | generator?
       | 
       | Please let me know when a lawyer first uses that defense. Always
       | looking for a good laugh.
        
       | Havoc wrote:
       | >to send officers to target chronic offenders, or identifying
       | places where crime may occur.
       | 
       | Those are two very different things in my mind.
       | 
       | Targeting individuals is very Minority Report and definitely not
       | cool.
       | 
       | Focusing on problematic areas seems like good policing common
       | sense though? A bit like the local nightclub near me has a police
       | car chilling in front of it every Friday night because there are
       | always drunks slugging it out.
        
         | QuotedForTruth wrote:
         | Are they actually focusing on problematic areas or just areas
         | that they previously focused on? Wherever the most police
         | resources are spent, you will have the most crime. That then
         | justifies spending more resources there. The algorithm may not
         | be racist, but it is guaranteed to perpetuate our objectively
         | racist policing of the past.
        
           | sfj wrote:
           | > The algorithm may not be racist, but it is guaranteed to
           | perpetuate our objectively racist policing of the past.
           | 
           | Depends on how the algorithm is formulated. If it's based on
           | number of crimes found, _by policeman_ , by hour, then this
           | would eliminate that concern (vs just number of crimes per
           | hour).
        
         | seaish wrote:
         | They usually use past crime to determine the problematic areas,
         | and this past crime is a source of bias. If there's any sort of
         | racism in the system, problematic areas will turn into areas of
         | specific race. Races and especially income levels aren't spread
         | evenly across Santa Cruz or any city.
        
           | thereisnospork wrote:
           | If cars are being broken into on a specific block at a rate
           | higher than average for a precinct are you suggesting that it
           | is 'bias' to focus resources onto that block?
           | 
           | Or are you referring to places where formerly
           | charged/convicted persons live/hang out? Here I'd agree,
           | punishment should end at the end of the sentence/fine and
           | people deserve the benefit of the doubt/presumption of non-
           | recidivism.
           | 
           | I'd also posit that many problematic areas _are_ areas of a
           | specific race and caution that a policy of under-policing
           | these areas to avoid appearing racist will be disastrous to
           | public safety and order.
        
             | wongarsu wrote:
             | Drug use is consistently found to be about equal between
             | White and Black Americans, or higher among White Americans.
             | Yet arrests and sentences for drug use are far more
             | frequent for Black Americans than for White Americans,
             | presumably because higher policing.
             | 
             | Wherever you drive in America you will find drug abuse. But
             | if you focus on any one area that leads to more arrests
             | there, increasing their crime stats, leading to more
             | policing, leading to more drug arrests, ...
             | 
             | https://www.hamiltonproject.org/charts/rates_of_drug_use_an
             | d...
        
         | ReptileMan wrote:
         | It is complicated at best.
         | 
         | I think that in most jurisdictions seriously planing a crime is
         | a crime in itself.
         | 
         | >A bit like the local nightclub near me has a police car
         | chilling in front of it every Friday night because there are
         | always drunks slugging it out.
         | 
         | And what happens when said policemen block the entrance of the
         | club and start patting down everyone leaving for pico or weed?
         | 
         | A police presence can calm down an area, but also can be used
         | to harass the population there.
         | 
         | Rules of engagement matter.
        
           | Havoc wrote:
           | >what happens when said policemen block the entrance of the
           | club
           | 
           | Why on earth would they do that?
        
             | ReptileMan wrote:
             | I have no idea, but some people are worried about that kind
             | of behavior.
        
       | linuxftw wrote:
       | The system is truly evil. There are so many non crimes that are
       | enforced, then in the process of enforcement, the police escalate
       | situations. Drinking a cold beer in public on a hot day? That's
       | illegal. So, they're going to reach out and grab your arm, you
       | reflexively pull away. Okay, now you just assaulted a police
       | officer. That's your 3rd felony charge, life's over for you.
       | 
       | Using software to find easy targets like this, it's despicable.
        
       | pootpucker wrote:
       | Claims in article are contradictory to the real life use cases of
       | facial recognition tech, see: "The Best Algorithms Struggle to
       | Recognize Black Faces Equally":
       | 
       | https://www.wired.com/story/best-algorithms-struggle-recogni...
       | 
       | In reference to: "Understanding how predictive policing and
       | facial recognition can be disportionately biased against people
       | of color, we officially banned the use of these technologies in
       | the city of Santa Cruz," Mayor Justin Cummings said on Wednesday.
        
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