Police Killings, Gender and Race, Part 2
by Mike Kimel
Police Killings, Gender and Race, Part 2
A few weeks ago, I had a post looking at police killings of civilians. Using statistics on police shootings, homicides, and demographics, I reached the controversial conclusion that:
contrary to popular perception, the data seems to show that Black people are less likely to be met with lethal force than non-Black people would be for behavior that genuinely constitutes a threat toward police personnel. At the same time, police are, on average, harsher toward Black people than toward non-Black people because the police are more likely expect a threat from Black people than from non-Black people. (Again, due to the high murder rate in general, and high rate of killing police.) Put plainly: Black people are subject to more low-level police attention (i.e., traffic stops, searches), but less high-level police attention (i.e., actions that reduce violent crime).
When the numbers point one toward a conclusion that neither fits the popular perception nor the popular mood, it is natural to take another look and see if one can find more information that either disproves one’s conclusions or supports them. In that spirit, I stumbled on this paper by Min-Seok Pang and Paul A. Pavlou.
Their paper states:
To theorize the role of technology use, we draw upon signal detection theory (Green and Swets 1988, Wicknes 2002, MacMillan 2002, Correll et al. 2002, 2014) to propose a simple, stylized model for a police officer’s decision to pull the trigger. We model that when deploying deadly force, the officer takes two factors into consideration – (i) a risk that a suspect poses an imminent, life-threatening danger to bystanders and/or the officer herself and (ii) a perceived risk that she would be held accountable for the death. Based on this model, we derive how technology use influences fatal shootings by police officers. First, technology use for intelligence analyses and access help reduce the ambiguity in the degree of violence of the suspect perceived by an officer. Second, the use of evidence gathering technologies, such as wearable body cameras, is likely to help the officer justify her shooting, making her less reluctant to deploy fatal force.
Their assumption (i) reads a lot like this from my earlier post:
As noted above, we expect that if police are rational, they will react to perceived threats upon their own lives. If one group contains individuals who are more of a threat to police (and other civilians) than other groups, then that group will be met with lethal force by police more frequently. If a group is less of a threat to police (and other civilians), police will be less likely to use lethal force on that group. In the end, use of lethal force by the police against any given group will approximate the threat posed by that group.
However, I did not explicitly state Pang & Pavlou’s assumption (ii) in my post, which weakened my conclusion.
Here’s the key point from Pang & Pavlou:
Our empirical analysis produced several interesting findings. First, we found that in police departments that conduct statistical analyses of digitized crime data, there are 2.15% fewer fatal shootings, substantiating our theoretical prediction that criminal intelligence can prevent police officers from using lethal force. Similarly, the use of smartphones by officers for intelligence access is related to 2.72% fewer deadly shootings. We obtained similar results from the alternative data from killedbypolice.net and the FBI. Surprisingly, we found that the use of wearable video cameras is associated with a 3.64% increase in shooting-deaths of civilians by the police. We explain that video recordings collected during a violent encounter with a civilian can be used in favor of a police officer as evidence that justifies the shooting. Aware of this evidence, the officer may become less reluctant to engage in the use of deadly force. We conducted more in-depth analyses with incident circumstances (e.g. whether a subject was armed) and demographics of victims (e.g. race, age), and we obtained more intriguing findings. Notably, the above-mentioned effect of technology use on fatal shootings is more pronounced for (a) African American or Hispanic victims than Whites or Asians and (b) for armed suspects than unarmed civilians.
They authors tiptoe around their own findings here and at a couple other points in the paper. I can understand that – I spent a heck of a lot of time word-smithing when I wrote my earlier post as well. However, there is one point (deep in the weeds in the middle of the paper – far from the abstract and the conclusion) where their findings are plainly stated:
The coefficients of statistical analyses, smartphone, and video cameras are more negative and significant when shooting victims are African Americans or Hispanics (Column 5), 6 male (Column 6), and younger than 31 years old (Column 8). 7 Surprisingly, the impact of all three technologies is found to be insignificant for White and Asian deaths (Column 4), even though these two groups constitute 51.4% of the shooting victims by the police in 2015.
So, in short,
a. Use of statistics and smartphones leads to police killing fewer Black and Hispanic males, particularly those under 31 years of age.
b. Use of body cameras lead to police killing more Black and Hispanic males, particularly those under 31 years of age.
The mechanism for a. is that “police officers are able to obtain realtime intelligence on potential suspects (e.g. how violent they would be or what kind of weapons they would use) and take appropriate measures to subdue them without lethal force.” I think that is partly true or at least ambiguous. More precisely, realtime intelligence makes it easier to determine whether a suspect is likely to be a threat at all. In other words, it makes it increases the likelihood that a police officer will find out, before it is too late, whether someone dressed like a gangbanger is a poser or a danger.
Issue b. is a lot more interesting and has more important ramifications. The authors find that given “an expectation that video recordings would be used as substantiating evidence, police officers become less hesitant to deploy lethal force when they perceive the presence of deadly threats from suspects, leading to more correct hits.”
In other words, when a suspect constitutes a genuine threat to the police or other civilians, a cop with a body camera is more likely to react with lethal force. This is because when a threat does exist, the body camera is likely to provide evidence of its existence after the fact.
“Surprisingly, the impact of all three technologies is found to be insignificant for White and Asian deaths (Column 4), even though these two groups constitute 51.4% of the shooting victims by the police in 2015.”
These effects do not require, or even allow for the preface “[s]urprisingly” if one does the math in my earlier post. Better information in the hands of the police would, in general, improve the application of deadly force by police. Fewer false negatives and false positives would mean that, as per the data I provided, police would be less likely to shoot at individuals who are less of a threat, and more likely to shoot at individuals who are more of a threat. Having body cameras simply reduces the threat to a police officer’s career to reacting appropriately to the threat level presented. In fact, having body cameras increases the threat to a police officer’s career to reacting inappropriately. This is true whether the officer shoots a non-threatening civilian or whether the officer negligently allows a threatening individual to follow through on those threats if the opportunity was there to prevent them.
But Pang & Pavlou also miss a key point when they state this:
This study offers crucial implications for policymakers and practitioners in law enforcement. In response to nationwide attention on the police use of lethal force, a number of police departments are considering increased use of wearable body cameras, hoping that this approach will ultimately reduce deaths of civilians by the police (Ariel et al. 2015). We provide empirical evidence that demonstrates otherwise; the use of body cameras by officers is associated with more deaths of civilians.
The bolding is mine – and it is incorrect, or at least incomplete. The use of body cameras by officers is, indeed, associated with more deaths of civilians at the hands of police. But the effect on civilians as a whole depends on whether the killings by police are of a threatening person or of a non-threatening person. As I noted in my post, the current status quo means that
…the most violent members of the Black community are, on average, more likely to be allowed to go about their business unimpeded than the most violent members of the White, Asian, and Native American communities.
These violent individuals are the very people who are most responsible for the terrible death toll in the Black community. Getting this right is, quite literally, a life or death issue for a very large number of people. Getting it wrong (in however well-meaning a way) will only make things worse.
This is so counter-intuitive that I’ll need more evidence before climbing on board. These two researchers don’t seem to get a lot of attention, so finding comments wasn’t the easiest thing I’ve ever done. This is from the very right-wing Wall Street Journal.
http://blogs.wsj.com/law/2016/08/15/professor-says-police-bodycam-study-suffers-from-fatal-flaw/
A lot depends upon how an individual police department is operated, in my quite uninformed opinion. How closely are the bodycams monitored? Like, is it possible for a policeman to have a non-functioning unit in the trunk of his car to substitute for the one where his own shows something he doesn’t want to be seen? Is there a scary punishment for individuals who habitually turn off their body cams?
The WSJ article does have money in the game – he wrote a long piece advocating the use of the cameras.
https://www.ojpdiagnosticcenter.org/sites/default/files/spotlight/download/Police%20Officer%20Body-Worn%20Cameras.pdf
I suspect that if the increased rate of deaths with the bodycams turns out to be true, it’ll be related to police manipulation of the devices for their own benefit. How else to explain their extreme allergy to citizens recording events with cameras out of their control?
Zachary Smith,
“I suspect that if the increased rate of deaths with the bodycams turns out to be true, it’ll be related to police manipulation of the devices for their own benefit. How else to explain their extreme allergy to citizens recording events with cameras out of their control?”
I’m going to assume you didn’t read the whole bit about how this result is consistent with the previous post I wrote. As to why the police have an extreme allergy, my guess is that its a combination of a number of things:
1. a group of people focused on recording the cops often get in the way of the cops trying to do their job. There have been a few instances lately like this one: http://www.pe.com/articles/police-809121-help-say.html
2. cops have learned that they could end up paying a price even in cases where they are doing their job in a way that is completely legal and ethical; accidents can be staged and confrontations can be provoked
3. I’m sure you don’t enjoy having people film you without your permission either, particularly if the folks filming you are hostile to you
Dan, then you must have also “stumbled” on this, cited in the same paper:
“These studies conducted experiments with videogames that simulated a confrontation with a criminal suspect (e.g. Correll et al. 2002). In a 2-by-2 manipulation, a suspect was shown to be either Black or White and either armed with a gun or unarmed. Student participants were asked to press a button to shoot if the target appeared to be armed. The results demonstrated substantial racial bias by the participants in shooting decisions. Specifically, they shot unarmed Black targets more frequently than unarmed Whites (false alarms) and missed to shoot armed White targets more frequently than armed Blacks (misses) (Correll et al. 2002). Subsequent studies produced substantiating but more nuanced findings (e.g. Correll et al. 2006, 2007b, Ma and Correll 2011, Kenworthy et al. 2011, Sadler et al. 2012, Ma et al. 2013). For instance, Correll et al. (2007a) and Sim et al. (2013) showed that actual police officers demonstrated racial bias in shooting decisions to a lesser extent than untrained civilian participants.
The criminology literature has also examined which factor influences police use-of-force incidents using archival datasets (e.g. Jacobs and O’Brien 1998, Alpert and MacDonald 2001, Smith 2003, 2004, McElvain and Kposowa 2008). For instance, Jacobs and O’Brien (1998) showed that killings by police officers in large U.S. cities are affected by crime rates (murder), divorce rates, and the racial make-up of population. McElvain and Kposowa (2008) found that the characteristics of police force such as gender, age, and educational attainment are significantly related to the deaths of criminals by the police.”
Yet you chose the only study that supports your own interpretations of police and decidedly omitted any other. Your selective bias gives you away.
Longtooth,
The post is by me. Dan merely was kind enough to put it up.
I didn’t go with a video game study (I’ve seen a few pointing in various directions) because a simulation doesn’t mean diddly compared to what happens in the real world. Additionally, the other articles you mention, according to what you quoted, may or may not support or contradict my first post on this subject. I was interested in a specific question (because I had written about it) and I focused on articles which seemed to show the most promise in answering that question.
The fact of the matter is that the numbers are what they are. I wish they said something different. Apparently so do you. But given what they do say, it is not wise to ignore the numbers just because you don’t like them. More people die when you do.
Longtooth,
Here’s a piece by a guy named Barak Ariel who conducted a few randomized trials with police forces using body cameras: http://spectrum.ieee.org/consumer-electronics/portable-devices/do-police-body-cameras-really-work
Now, he talks about mixed results and he seems surprised and admits to being unable to explain some of what is going on. For example, he notes this:
Note that only half of the cops were wearing cameras. Ariel can’t explain this. But the reason is obvious if you consider that seems to be more affected by the presence of the cameras than the cops are, namely the civilians being filmed.
Frankly, I expect sooner or later the ACLU will suggest video from police cameras to be inadmissible unless the defense attorney introduces it.
To Mike Kimel August 30, 2016 9:21 pm
In instance #1, the ‘angry mob’ ought to be shooed away, and those who don’t retreat to at least ten yards distance ought to be arrested.
Your number #2 and #3 examples make no sense to me. The stories I hear about #2 are rather the reverse – police play-acting for their bodycams. As for #3, if I can’t handle the public both watching and recording me while doing my job of police work, then I ought to transfer to another profession.
By the way, I feel that the body-cams are a great idea, and the first instance of them being non-operable should get the person affected a reprimand. The second instance a demotion of 1 rank along with a second and stronger reprimand. Third time – out the door.
And you are confident you have 80% of the police department reporting shootings? This has been the issue to date.
Mike, what makes you say the law enforcement simulations where bias is shown against blacks is any different in the “real world”?
By that statement are you try to say there is no (unjustified) racial bias against blacks (or Hispanics) in law enforcement “real world”?
If our nation is highly racially biased then it would be fully expected that the same bias would extend to the general law enforcement as well unless there were some means of only employing and managing police who were clearly unbiased.
I submit that there is overwhelming empirical evidence of a high degree and extent of racial bias in our nation against blacks and Hispanics, and that this has extended over time to the present.
I submit that it is either not possible or not even always attempted in earnest, or even not practiced at all in some jurisdictions to only employing police who are clearly not racially biased.
If you accept both of these submissions then wouldn’t there necessarily be a rational expectation of a police bias against blacks and thus also a greater propensity to use deadly force, all other things equal?
I’ve only known three police officers in my life — well enough, that is —- and I live in the highly diverse and tolerant California Bay area where I’ve known them.. Each of these officers admittedly had a racial bias against blacks and Hispanics, though from all outward and other appearances they did not.
Some of this bias at least was due to “conditioned response”… their encounters over years of law enforcement in the poorer racially I submit there is more than sufficient and overwhelming evidence and empirics that show our nation is highly racially biased against blacks segmented parts of the city where there was more crime (poorer also means more crime) created a “conditioned response” attitudinally and emotionally.
There was also however a bias in at least two of the three policemen that extended from childhood where they and their extended family were born, raised, and educated through high school in one of the former confederate states before migrating to California for their college education (and degrees) via military service.
Admittedly these three policemen are of my generation — born between 1945 – 1950, but its unlikely the generational changes over time have made a significant dent… Jim Crow laws prevailed before 1964, and economic and educational discrimination has prevailed since. It is somewhat less prevalent now, but from all evidence to date is it doesn’t appear to be very significantly so.
Zachary Smith,
A little over a year and a half ago, I was living in the Northwest Suburbs of Chicago and I still have family in the area. As a result, I keep an eye on the news out of the Chicago area to a reasonable degree. Here’s a story in the news now. It took no time at all to find: http://www.chicagotribune.com/news/columnists/kass/ct-chicago-violence-kass-0831-20160830-column.html
Watch the video in the story. Notice, btw, that some of the, er, civilians are filming. Explain the dynamics of this situation. And I recall the exact same situation has occurred in Baltimore in the past six months or so, and I don’t follow Baltimore news at all. I also remember it happening in St. Louis after Ferguson. For all I know it has happened far more recently too.
Run,
“And you are confident you have 80% of the police department reporting shootings? This has been the issue to date.”
Apologies. I am not sure what you are getting at.
Longtooth,
I’ve done a small amount of wargaming in my life. The problem is, the outcomes of a wargame have no real world consequences. They also don’t allow for real world insanity. As an example, the DoJ report on the Michael Brown case notes a large number of the supposed witnesses whose accounts led to days of rioting saw things happening that could not have happened given the physical evidence, unless you posit that angels and demons were involved in obfuscating the situation. In a simulation, you don’t have to worry about a riot happening or having the Justice Department trying to make a case against you after you are attacked by someone like Brown. In the real world, it actually happens.
As to bias – you may recall in my earlier post, I led off with a table showing that the ratios of the relevant variables for men:women are extremely lopsided. After I introduced the Black: White tables, it was apparent that the ratios for men:women were far more lopsided than for Black:White.
For example, the male v. female murder rate, victimization by murder rate, kills a police officer rate, and killed by police rate are all higher than the same comparison for Black v. White.
I have tried to work out in my head why we should treat age or gender bias by cops differently from ethnicity bias. I cannot come up a reason On the other hand, I cannot find a reason why, say, arrest rates of 5 year old girls and 81 year old women should be approximately the same as the arrest rates for 21 year old men (or even of middle aged men like myself, for that matter). In fact, people treat that as an absurd situation based entirely on the fact that on average, 21 year old men commit more crime than 5 year old girls and 81 year old women. Without being facetious, what is the difference that I am missing?
We need to change the position that the most important thing for an officer is returning home safe. As a an officer, the most important is the citizens life and de-escalate the activity.
Recently Boston asked for volunteers of officers. No one volunteered. The officers were then forced to ware body cameras.
Beene,
Perhaps the most important is the safety of the community, particularly the nonviolent majority. Cops, the legal system and various watchdogs did a great job of keeping those two fellows who killed Dwyane Wade’s cousin alive over the few years in which they acquired a rap sheet as long as your arm. It’s too bad the system doesn’t protect people walking down from perps as well as it protects perps.
“2.15%” “2.72%” “3.64%” – To me these are signs of an analysis by people who don’t have a strong story to tell and think that adding two more numbers after the decimal point of a number that has already been multiplied by 100 will make their case stronger. My suggestion would be to have an expert like Andrew Gelman review the analysis. I will contribute to a GoFundMe site to pay for such a review. The sad fact seems to be that many statistical analyses in the social sciences are badly done.
Add to that the Rorschach effect of different people seeing different reasons to explain the same data and it is very difficult to draw sound conclusions from uncontrolled experiments. One classic example is whether the general drop in crime over the last several decades is due to poor people getting more abortions after Roe v. Wade or the outlawing of lead-based paint and leaded gasoline.
“Perhaps the most important is the safety of the community, particularly the nonviolent majority. Cops, the legal system and various watchdogs did a great job of keeping those two fellows who killed Dwyane Wade’s cousin alive over the few years in which they acquired a rap sheet as long as your arm. It’s too bad the system doesn’t protect people walking down from perps as well as it protects perps.” Mike Kimel
Or perhaps the lady in Texas that hung herself after being jailed for a tail light being out.
if there are two life and death issues, I would start with the one that is over an order of magnitude larger than the other one.
Well as of 8/31/2016 716 citizens have been killed by the police. And of this number do not know how many like the recent killing of an unarmed deaf person, the police have killed.
.
In case you think I am not aware of the issues of dealing with troubled people I worked with disturbed and slow teen agers for over 10 years
“Without being facetious, what is the difference that I am missing?”
What you are missing, Mike, is that, between Blacks and Whites, Blacks are the politically correct group, but between men and women, women are the politically correct group.
Can’t we all just get along?
Rodney King directed his own beating. We saw the videos that prove it. And the police are never unnecessarily obnoxious to blacks.
Nor is the hostility between cops and blacks created by a history of abuse a factor in the perceptions of either the people pushed once too far, or the cop projecting his own hostility onto the guy reacting to it.
we know these things.
i wish i knew how to teach you to spot bogus research when you see it. but no research that supports your own bias can possibly be bogus. we know that.
i am glad the researches used “she” to refer to the hypothetical policeman. it shows they are politically correct.
It shows they do not know grammar.
Beene,
716 people killed by police this year include many who were threats to others, etc. If I recall correctly, the Washington Post found that of those killed by police in 2015, 9% were unarmed and several of those nevertheless presented a threat.
As a flipside, the number of homicides this year in Chicago so far is 492.
coberly,
The past and present are problematic. But failing to look at the world as it is, as opposed to through lenses that distort (whether due to past oppression, or due to wishful thinking, or any other reason) leads to more, not less suffering. Making the world safer for the violent members of a community makes it less safe for everyone else. Protecting the most violent in the name of history gets nonviolent people killed by the violent.
Mike
because of previous disposition to be on your side i have taken a little trouble to understand your original argument on this subject to be a response to a rather bad argument from the other side.
but you persist past the point where i can believe that is really your purpose.
and accusing me of “failing to look at the world as it is…” is just too much. Please try to consider that it may be you who is failing to look at the world at it is.
I find it highly unlikely that any police report would say anything other than the citizen was a threat. And unless there is a video the police report stands as fact. Even when the video conflicts with the officers story it is often dismiss a not revealing the whole story.
We have militarized the police and have fail to add the understanding that it is not a license to be judge, jury, and executioner; their job is to protect and serve all. It is up to a jury to says a citizen is guilty of a crime. IMHO all other killings should be charged as murder.
A officer, has not more right to take a life than any other citizen. And as an officer can bring the weight of the state to help, killing should never be an aloud option.
Our drug war was has created the idea that busing down doors, throwing flash bombs in a room and killing anything that moves is ok.