Law Enforcement Wants To Try 'Predictive Policing' 377
Harperdog with this excerpt from a story about using statistics to fight crime:
"It’s great when cops catch criminals after they've done their dirty work. But what if police could stop a crime before it was even committed? Though that may sound like a fantasy straight from a Philip K. Dick novel, it's a goal police departments from Los Angeles to Memphis are actively pursuing with help from the Department of Justice and a handful of cutting-edge academics. It's called 'predictive policing.' The idea: Although no one can foresee individual crimes, it is possible to forecast patterns of where and when homes are likely to be burgled or cars stolen by analyzing truckloads of past crime reports and other data with sophisticated computer algorithms. 'We know where crime has occurred in the last month, but that doesn't mean it'll be there next month,' Los Angeles Police Department Lt. Sean Malinowski says. 'The only way for us to continue to have crime reduction is to start anticipating where crime is going to occur.'"
They're spending a lot of money on this? (Score:5, Insightful)
Re:They're spending a lot of money on this? (Score:4, Funny)
No, that would be profiling. And we all know that is frowned upon these days.
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I know! How dare people expect more evidence than the person is black in determining whether they are a criminal or not. Such madness.
Re:They're spending a lot of money on this? (Score:5, Funny)
I was just walking along with a crowbar in my hand, and the pig stopped me and started hassling me about why there are 5 cars with busted windows just down the street from me.
Clearly, I was profiled because I'm black.
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Re:They're spending a lot of money on this? (Score:5, Interesting)
Are they spending a lot of money for a fancy computer system that will tell them to watch out for crime in the crime ridden part of town?
While your comment makes a good sound bite, that's not the idea behind predictive analytics. You want to look for factors that can forecast a certain type of event or events before they occur. If you find the right ones you can take action to prevent undesirable outcomes.
For example, you could listen for the number, duration, and frequency of brakes being applied hard at intersections as a predictor of accidents. That would allow you to redesign the intersection to improve safety; even if no accidents have occurred.
This is not a new idea, but as computer power increases you can do more sophisticated modeling and analysis. In some ways, you are trying to do with machines what humans do instinctively - look for patterns that signify something is about to occur.
Simulation is expensive and difficult (Score:4, Interesting)
You want to look for factors that can forecast a certain type of event or events before they occur. If you find the right ones you can take action to prevent undesirable outcomes.
The problem is proving that it works. I used to do simulation of manufacturing systems for my day job about a decade ago. The problem with it was that if you build a good model which avoided a cost, only rarely could you actually prove that the money spent on the model was worthwhile. After all, if you never incur a cost (or a crime), how do you know what the ROI on the analytic model was? Very difficult to prove most of the time since you can't prove a negative. An organization like the FBI or maybe the NYPD *might* be able to justify it but most police organizations simply would not find the ROI to be acceptable.
That's not to say simulation modeling is a bad idea. It does work and can be very powerful. But it is VERY easy to misapply it even if the analytic models are correct and validated. It also tends to be extremely expensive hire the analysts and buy the software so you have to be sure the problem is of sufficient scale to justify the expense. Then of course there is the problem of actually building the model. There is a truism that "all models are wrong - some models are useful". Getting a useful model is not always an easy thing to do. A bad (very wrong) model can sometimes be worse than no model at all.
I generally tell people that if they can solve a problem without a complicated computer simulation, they should. Most uses I've seen for simulation are somewhat like duck hunting with a howitzer. For all but the most complicated and intractable problems with lots of variables and high risk of a negative outcome there is a strong chance that there are much simpler and cheaper solutions available.
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For a measly $1 million, I'll sell them a computer that will offer cutting-edge insights like "Look for drug-dealing and robberies in the neighborhood with grillwork on all the windows and people sitting around drinking malt liquor on their porches all day."
It's really innovative technology. And for a mere $1 million, I'm really just giving them away.
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Spending money to research the blatantly obvious is an American tradition.
I have never been so insulted! As an American I'm going to fund a multi-year project to prove to you that we do not in fact spend too much money researching the obvious. Now if you'll excuse me I have my cushy federal job to get back to.
Re:They're spending a lot of money on this? (Score:5, Insightful)
I should think as a American you should be happy that police are finally changing their focus from drug users to home break ins and car thefts.
You should be cheering the end of easy arrests for drugs and the efforts to pursue crimes with innocent victims.
Most people are sick of home break ins, car thefts and even muggings as being treated like nothing by the police and the victims generally having no hope of seeing justice, if this study is positive sign of a true change of focus, then it is about time.
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Is it possible that those break-ins and muggings you mention derive from people trying to get shit to sell for their drugs?
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Re:They're spending a lot of money on this? (Score:5, Interesting)
Most people are sick of home break ins, car thefts and even muggings as being treated like nothing by the police and the victims generally having no hope of seeing justice, if this study is positive sign of a true change of focus, then it is about time.
Denver had a pilot program funded by a DOJ grant to try applying more advanced forensics, mostly DNA, to home break-ins. The results were pretty amazing. Of course the police (and most of us I imagine) all believe that most of these crimes are committed by a few repeat offenders. Of course when a cop catches a burglar, he/she suspects that the criminal has probably gotten away with many crimes prior to being caught. But they really had no idea how concentrated it was until they started taking DNA from break-ins, and found that there fewer criminals committing more break-ins each than they ever suspected. And another nice thing is, it shifts from the criminal finally gets caught and gets convicted (or pleads out) to the one offense, servers a short sentence, and starts all over again to this: police match the DNA from prior crime scenes and the criminal gets charged with 10-20 felonies, and spends a couple of decades in prison.
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Are they spending a lot of money for a fancy computer system that will tell them to watch out for crime in the crime ridden part of town?
Yes, they are.
And, if the computer algorithms are any good, it will also show that shoplifting from grocery stores is on the rise in the week prior to Thankgiving and packages burgled from automobiles in retail store parking lots is very high between Thanksgiving and Christmas.
Spending money to research the blatantly obvious is an American tradition.
In the same way that beating down any new idea by pointing out the most obvious potential flaws (as if the designer of a new system has no possible way of seeing that flaw himself) is a Slashdot tradition.
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Re:They're spending a lot of money on this? (Score:5, Funny)
Spending money to research the blatantly obvious is an American tradition.
Can you cite any research that supports that claim?
Data mining works (Score:2)
And, if the computer algorithms are any good, it will also show that shoplifting from grocery stores is on the rise in the week prior to Thankgiving and packages burgled from automobiles in retail store parking lots is very high between Thanksgiving and Christmas. Spending money to research the blatantly obvious is an American tradition.
Actually the point of data mining is to discover the behavioral patterns that are not obvious. It works, its been proven in retail. I have a friend who does DB work for a major fast food chain. The connections they make are incredible and they do successfully predict consumer behaviors that are verified at the cash register.
Stopping a crime is a great idea (Score:5, Informative)
Arresting someone before a crime is committed is a bad idea. Arresting someone in the process of committing a crime is also okay. What they are talking about here, it seems, is predicting crime like predicting the weather and manning the areas most likely to have precipitation.
Alternatively, if you live in a bad neighborhood, just keep a bunch of donuts on-hand. They can smell it!
Re:Stopping a crime is a great idea (Score:5, Funny)
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Um, what is that, a miniskirt, heels, and spare needles?
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Um, what is that, a miniskirt, heels, and spare needles?
Consider the average Slashdotter's social profile, I'd bet it'd be a 50-year-old drag queen and a handful of Ex-Lax.
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More or less, it's been known for many years that there are factors which tend to lead towards higher rates of crime. Things like the higher up you are in a highrise, the quality and quantity of lighting in an area and the location of obstructions to view.
The only issue I see with a system like this is cost and efficacy. If it works and is cost effective then there really is no problem with it. They aren't going to be issuing warrants and arresting people on the basis of being in the area where a crime is l
a bunch of colored balls (Score:4, Funny)
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Sweet! (Score:2)
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Even if you don't predict that something will happen, that doesn't mean you'll feel surprised.
I can predict the future pretty accurately.
Maybe from what you've observed so far.
Minority Report all over again... (Score:2)
Toronto (Score:3)
Just remember that when he says "Toronto" it means he doesn't know the answer.
Remember, "Toronto" is an Iroquois word meaning "the place where the mind narrows".
I've heard that "Ottawa" is one of its synonyms.
"The only way for us to continue to have crime..." (Score:2)
"The only way for us to continue to have crime reduction is to start anticipating where crime is going to occur."
Maybe not having a poverty rate of over 16% [latimes.com] would be a way?
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SHHH! Don't let the cops hear that intellect, they'll think you're mocking them.
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You nailed it. Predictive policing is stupid, a fancy name for crime prevention, and unless they think of crime as a symptom of an underlying problem (like the one you stated), they have reached a dead end. Moreover, this kind of crime is biased against lower class crimes. Predition: They will implement it, and in five years they will be surprised to know that crime levels haven't went down.
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Other than that, what exactly is your solution, more welfare state nonsense? That really brings people out of poverty, you know!
J.K. Rowling just called. She'd like a word with you.
Comment removed (Score:3, Insightful)
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Dude, we're all way ahead of the curve. We're using "predictive commenting", where we can save all that reading time and just type random insults. With the millions of monkeys using /., surely one of them will happen upon a valid comment.
When too many people can't find work (Score:2)
or are laid off, you can expect crime to rise. Duh!
That is why it's so important to have a strong economy. I don't think you need predictive software to figure out that people have to eat.
This is ultimately just a waste of money on the part of Law Enforcement and that money could better be spent actually creating a job or on actually improving investigation techniques and training. Police work solves crime, and most of the crime that has to be given the highest priority is violent crime.
How would this softw
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The software isn't supposed to predict specific crimes, but areas/times. e.g. it is probable that 10 houses in this neighborhood will be burgled this month during work hours.
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And if it's cloudy, it's gonna rain! Duh! Why waste money on meteorology, when we can just buy raincoats for everyone?
Science and technology are a tad more advanced than your soundbites.
It's about time. (Score:5, Insightful)
The police seem to have no problem analyzing data to figure out the best places and times for speed traps. It's about time they used the same principles to stop real crimes.
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On its face, a good idea (Score:2)
Predicting where crime will happen, and putting more uniforms there to stop it or catch the guys in the act? That's good. That's very good—I'd call it police work at its best. As long as it's at least a little better than random.
Predicting who is going to commit a crime and arresting them before they do it, now that would be bad. But it doesn't sound like that's what they're intending.
I think it's important to support innovations in law enforcement that actually help, especially when there are so m
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It won't work very well. (Score:2)
TSA (Score:2)
maybe (Score:2)
focus on reducing the causes of crime and you kill a whole migration of birds with 1 stone.
Just another name for hassling minorities. (Score:2)
Its been around for a while.
Sounds like "premature investigation" (Score:2)
It's a widespread problem for inexperienced officers which can lead to an unsatisfying martial relationship.
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I can see how prematurely investigating your martial partner might end up in trouble. War even.
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My CJ teacher (Score:5, Interesting)
My Criminal Justice teacher always taught this. The example that I remember from him was unmarked patrol cars.
When he was a captain in the local Sherrif Department he fought against using unmarked cars for patrol. His reasoning was that a visible patrol car detered criminal and traffic violations wherever it went. It also let the general public know that the police were in the area and there for you. And in case of an emergency a member of the public could quickly recognize a police vehicle to flag it down.
The only upside of the unmarked cars was that you could collect more ticket revenue easily. But ticket revenue was not the purpose of the department, so why should they give up ground in crime prevention for marginal gains in catching offenders unawares.
It boils down to the question, is it better to prevent a crime or catch the criminal after the fact?
Re:My CJ teacher (Score:4, Insightful)
> It boils down to the question, is it better to prevent a crime or catch the criminal after the fact?
Didn't you just answer that question:
C. Ignore crime and engage in modern day tax farming instead
Which is about what I expect as Homeland Stupidity has put more and more pigs on the street, and shrinking violent crime rates have given those pigs less and less to do.
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Shouldn't the fact that their may be unmarked police cars patrolling be a deterrent in itself?
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Seems to me that marked police cars are preventing crime only in the immediate vicinity of the police car. For example, when I'm driving my car an
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Where did you get the idea that marked patrol cars deter crime? There are police stations in Detroit and other crime-ridden cities which have prostitution and drug sales directly across the street on a 24-7 basis. Are you trying to tell me that the police station is "unmarked"? I don't think so.
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On one hand, you are stopping a crime from happening - that's good.
However, if you allow the crime to happen, then arrest the the criminal, you are stopping that criminal from committing future crimes for the duration of his/her sentence - this also seems good.
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Prevent crime, obviously. Unless your goal is to increase coffers, then it's better to arrest after the fact.
Which is why as citizens we must be ever vigilant against revenue generating actions. In fact, money gathered by the justice system should go into the general pool of money. The justice system should never, ever be used to pay for itself.
probably not as neat as you think.. (Score:2)
Had some interesting points to make but they're halfway not relevant so I removed them. Leaving these because they're just about relevant.
The government at all levels can and does misuse this kind of data. They think giving "illegal" drugs to cancer patients is something worth prosecuting for. They're more interested in speed traps than stolen cars because one requires doing work and the other makes money.
You know what doesn't require sophisticated algorithms to reduce crime? Increasing patrols in neig
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What people forget about regarding speed traps is, they do give the opportunity to pull someone over and run their plates and license. To the police force, it makes sense that people who commit crimes are going to speed. Traffic duty is essentially a "search everyone you possibly can" exercise.
I'm not defending it, especially since so many laws are dependent on what the officer thinks smells like alcohol or whatever else. A speeding ticket quickly turns into a car search, and you get an arrest out of it.
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"but that is also reactive rather than proactive"
You've missed the point. What they might do NOW is send more patrols to areas where there was lots of crime last week. What they want to do is to send more patrols where there's going to be lots of crime THIS week. In other words, be "proactive" instead of "reactive."
Office Assistant (Score:2)
The only way ...? (Score:2)
"The only way ...?"
Never trust a Social Engineer who asserts that their plan is "the only way".
Problem with crime... (Score:3, Informative)
... who gets to defining what a crime is?
A lot of crime is self-inflicted by so called wealthier citizens upon themselves by neglecting their communities through greed and hoarding. Capitalist society ensures "crime" but much crime in capitalist society is clearly preventable with more equitable distribution of wealth. When people live necessitous lives
You'd all do well to read FDR's economic bill of rights where he says:
http://en.wikipedia.org/wiki/Second_Bill_of_Rights [wikipedia.org]
We have come to a clear realization of the fact that true individual freedom cannot exist without economic security and independence. “Necessitous men are not free men.”[2] People who are hungry and out of a job are the stuff of which dictatorships are made.
In our day these economic truths have become accepted as self-evident. We have accepted, so to speak, a second Bill of Rights under which a new basis of security and prosperity can be established for all—regardless of station, race, or creed.
Among these are:
The right to a useful and remunerative job in the industries or shops or farms or mines of the nation;
The right to earn enough to provide adequate food and clothing and recreation;
The right of every farmer to raise and sell his products at a return which will give him and his family a decent living;
The right of every businessman, large and small, to trade in an atmosphere of freedom from unfair competition and domination by monopolies at home or abroad;
The right of every family to a decent home;
The right to adequate medical care and the opportunity to achieve and enjoy good health;
The right to adequate protection from the economic fears of old age, sickness, accident, and unemployment;
The right to a good education.
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Sounds like something Scalia would support
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Maureen, is that you?
Life insurance policy = murder? (Score:2)
Let's say there is a high correlation between wives who take out life insurance policies on their husbands, and murder, should the software instruct the police to arrest these women or just investigate them?
http://www.torontoestatemonitor.com/estate-litigation/man-who-killed-wife-is-denied-her-life-insurance/ [torontoestatemonitor.com]
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Can you take out a life insurance policy on a person without the person agreeing to it? How is this even legal. I can't see it being used for any legitimate pupose. I Would think that the only way for anybody to take out life insurance on me would be for me to authorize it and know about it. That way if things start to go wrong, the life insurance can be cancelled.
Yes you can actually take out a life insurance policy without a person agreeing to it. Not in every state but in certain states.
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Walmart does this for their employees...err I should say TO their employees all the time.
The fucked up part is in internal memos Walmart refers to this as Peasant Insurance.
So Walmart gets paid whenever one of their peasants...err Employees dies.
Personally I think this should be illegal.
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I'd suggest they redo the insurance so that both Wal-mart *and* the decedent's survivors get money. That'd make it a bit more palatable to me.
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Large corporations carry large life insurance policies on their employees all the time, they call it "dead peasants" insurance plans. Walmart got caught doing it a few years back, people that made $20k a year annually had life insurance policies on them by Walmart for $75,000, and that's for entry level employees. A husband found out when his 20-something year old wife died from asthma and the receipt for the life insurance policy payable to Walmart Inc got sent to her home address by mistake.
There was ac
Life insurance policy = Tax Dodge (Score:3)
So, this is the way it works. If a company has excess cash can could buy government bonds – or they could invest it – let us say in life insurance policies. On average they will have the same returns. Life insurance is going to be a bit more lumpy because you are not murdering your employees, but if you have enough employees the law of large numbers will smooth that out. So why would a company chose life insurance policies over government bonds? Because government bonds are taxed but life insura
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Prediction: crime will be highest in areas with the greatest gap between rich and poor.
If they want a computerized version, I will gladly write a .Net app that displays the same truism for only 50 million dollars.
Re:Otherwise Known as (Score:5, Insightful)
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Re:Fuck you (Score:5, Funny)
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So he's Mr. Hands [slashdot.org]?
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Your idea is a bit late. Haven't flown recently, have you?
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FMRI can read intentions, give to law enforcement! (Score:2)
The brain scans were one part of the study; the other part went on behind the scenes. The researchers had to decide which types of brain activity would indicate which intention in order to establish a computer algorithm that would read the fMRI results. The software incorporates a high degree of complexity. Brain patterns are not necessarily localized; sometimes, in order to fully grasp what's happening, you need to be able to interpret patterns from different parts of the brain simultaneously. Technological innovation plays a large part in what appears to be a successful attempt to read people's minds.
Using a combination of the brain scans and the computer software, researchers were able to "guess" whether the subject intended to add or subtract the upcoming numbers with 70 percent accuracy -- not a bad success rate for mind reading. Activity patterns in the middle of the prefrontal cortex were different depending on whether the subject intended to add or intended to subtract. The researchers essentially looked around the brain and decided, based on all of the activity they were seeing and especially the patterns of stimulation in the prefrontal cortex, whether the brain was preparing to add or subtract.
The study also proved some fascinating hypotheses set forth in other experiments that will no doubt lead to some very speedy progress in the area of mind reading via brain scan:
http://health.howstuffworks.com/mental-health/human-nature/perception/mind-reading1.htm [howstuffworks.com]
We are only a matter of time before Law Enforcement across the country has the computing power and equipment to not only do neurological surveillance but to actually enforce thought crimes. So let's say someone on Slashdot thinks about pedophilia, and the FMRI concludes they intend to harm a child, what should be done about this person?
Maybe it's time to make a law to punish them?
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"Upon turning on their version of this new program for the first time for testing, before even connecting the data banks, the LA police department's computer algorithms predicted with a near-100% degree of certainty, several instances of hit-and-runs, public drunkenness, drug possession, and prostitution arrests within an irregular triangle with the 3 corners at the respective properties of Charlie Sheen, Lindsay Lohan, and Paris Hilton"
^THAT is a joke.
This line... (Score:4, Insightful)
As long as the various police forces (and the legislatures that drive them) continue to misdirect a large proportion of their efforts, I'm not inclined to pay serious attention to any theory they might come up with about why and/or how crime can be reduced. So far, they seem to be quite focused on proving they don't know how to do their jobs worth a damn.
This is not minority report type stuff (Score:5, Insightful)
This is a joke right?
This is not minority report type stuff. This stuff is more like: data shows an increase in vandalism in the vicinity of the sports stadium after a championship game. OK, most people get that because the relationship is somewhat easy to grasp. However with data mining much more subtle trends in human behavior can be discovered. This sort of stuff has been done in the past with respect to consumer behavior. For example Wal Mart discovered that when news in the gulf region warned of a possible hurricane there was a spike in the sales of pop tarts. So when the news mentions a possible hurricane Wal Mart immediately relocates pop tarts from the mid west to the gulf region before there is any apparent demand.
What will most likely occur is that data mining of law enforcement records will be used to schedule and position officers in different areas depending on various inputs: season, weather, temperature, community events, sports events, etc.
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This is not minority report type stuff. This stuff is more like: data shows an increase in vandalism in the vicinity of the sports stadium after a championship game.
So it's the kind of thing that a cop would have known from experience back in the bad old days when they walked the streets and talked to the people who lived there rather than driving from donut store to donut store waiting for a call on their radio?
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Not really, this is about deploying resources in a preemptive fashion. And you'd have officers making contact with people across the various demographic groupings. Just to remind everybody that if they need help there's a police presence and if they're thinking of committing a crime there's a police presence.
Racial profiling is when you focus your attention on one group without any particular basis other than race, in this case you'd be deploying resources based upon crime stats and predictive intelligence.
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And you'd have officers making contact with people across the various demographic groupings. Just to remind everybody that if they need help there's a police presence and if they're thinking of committing a crime there's a police presence.
Ah yes...it sounds just the the Vancouver P.D.'s "Meet and Greet" strategy to prevent rioting after the Stanley Cup finals. We all know how that worked out. In case you don't,
Here's the "before": http://www.countyvoice.ca/2011/06/vancouver-police-prepare-for-aftermath-as-canucks-down-3-0/ [countyvoice.ca]
And here's the "after": http://www.vancouverobserver.com/politics/news/2011/06/16/vancouver-police-blame-anarchists-and-drunken-youth-riots [vancouverobserver.com]
Re:"Racial Profiling" (Score:5, Interesting)
Sounds like the new term for "Racial Profiling"...
So what's wrong with racial profiling if it accurately (e.g. passes statistical tests) for predicting crime rates in certain areas?
If a bunch of white males in suits drive into a neighborhood where that racial profile is uncommon, and the mortgage fraud rate goes up by a statistically significant amount, shouldn't that type of profiled activity cause increased fraud investigation in that area?
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No, that just means it's campaign season.
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Wrong article. Sorry. Please delete this comment.
It very easily could have fit with this article.