- I examined a dataset from the Stanford Open Policing Project that contains several years' of police traffic stops in Louisville, Kentucky, where the police shooting of Breonna Taylor in March was a factor in sparking nationwide protests last year. My objective was to determine whether race played a role in the outcomes of traffic stops in Louisville. I was particularly interested in searches, which mark a more aggressive and invasive stance by an officer and inherently involve questions of civil rights.
https://openpolicing.stanford.edu/data/
The dataset contained details on more than 100,000 traffic stops over three years.
Features included:
- Age, race and gender of people stopped
- Age, race and gender of police officers who stopped them
- Location (latitude and longitude) of the stop
- Police division where the stop occurred
- The stated reason for the stop
- Whether the citizen was searched, frisked, given a citation
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Do Black citizens face a higher probability of being searched than white citizens?
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Are white officers or Black officers more likely to search a Black citizen?
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Are Black officers more likely to search a Black citizen or a white one?
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Are Latino officers more likely to search someone than a white officer?
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Blacks are overrepresented as a percentage of the population in stops, searches and citations.
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Whites, Latinos and Asians are underrepresented.
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The percentage of Black motorists who were searched was nearly double that of whites.
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But white and Latino citizens were given citations at a higher rate.
- In 10,000 Monte Carlo simulations, the probability that Blacks face a higher probability of being searched than whites: 1.0.
- Worlds apart: plotting the beta distributions of the rates of searches of Blacks and whites.
- White, Black and Asian officers were more likely to search a Black motorist than one of another race.
- Latino officers searched white motorists the most often, followed by Latinos.
- White, Latino and Black officers gave citations to white and Latino citizens at higher rates than they did Black citizens.
- Latino officers appear far less aggressive in giving citations than in conducting searches.
- Ten thousand simulations found that the probability that Black citizens face a higher probability of being searched by a white officer is 1.0.
- Plotting the distributions of Black and white officers' searches of Black citizens illustrates the point.
- Yes, the probability that a Black citizen faces a higher probability of being searched by a Black officer is 1.0.
Do people stopped by Latino officers face a higher probability of being searched versus a white officer?
- In 10,000 simulations, the probability that the chance of being searched by a Latino officer is higher: 1.0.
- Plotting the distribution of searches by Latino and white officers.
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In second division: 73% of all stops were of Black motorists, but white motorists faced higher probability of being searched.
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In 10,000 simulations, the probability of white motorists facing a greater chance of search was 1.0.
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Rates of search were high for both: 22.8% for whites, 18% for Blacks.
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More than twice as many stops of Black motorists than white ones.
- Black motorists face a greater chance of being searched in the 1st Division than in the affluent, mostly white 5th Division.