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In analyzing more than 100,000 traffic stops in Louisville, Kentucky, determined that the probability of a motorist being searched depended on the race of the motorist, race of the police officer, and location of the stop.

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henryhoenig/race_louisville_traffic_stops

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The role of race in Louisville traffic stop searches

   

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Introduction:

  • 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.

   

The data:

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

   

Among the questions asked and answered:

  • Do Black citizens face a higher probability of being searched than white citizens?

  • Are white officers or Black officers more likely to search a Black citizen?

  • Are Black officers more likely to search a Black citizen or a white one?

  • Are Latino officers more likely to search someone than a white officer?

       

An overview of stops, searches and citations by race of citizens

  • Blacks are overrepresented as a percentage of the population in stops, searches and citations.

  • Whites, Latinos and Asians are underrepresented.

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  • The percentage of Black motorists who were searched was nearly double that of whites.

  • But white and Latino citizens were given citations at a higher rate.

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The probabilities of Black and white citizens being searched

  • 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.

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Considering an officer's race in outcomes

  • 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.

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  • 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.

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Do Black citizens face a higher probability of being searched by a white officer than a Black one?

  • 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.

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Are Black officers more likely to search Black citizens than white citizens?

  • Yes, the probability that a Black citizen faces a higher probability of being searched by a Black officer is 1.0.    

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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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The role of geography in outcomes

   

Louisville ranks as 30th most segregated city in U.S., according to Census Bureau

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The one division where white motorists more likely to be searched than Black ones

  • In second division: 73% of all stops were of Black motorists, but white motorists faced higher probability of being searched.

  • In 10,000 simulations, the probability of white motorists facing a greater chance of search was 1.0.

  • Rates of search were high for both: 22.8% for whites, 18% for Blacks.

  • More than twice as many stops of Black motorists than white ones.

   

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Comparing search probabilities for Black citizens in affluent, mostly white neighborhoods

  • Black motorists face a greater chance of being searched in the 1st Division than in the affluent, mostly white 5th Division.

       

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In analyzing more than 100,000 traffic stops in Louisville, Kentucky, determined that the probability of a motorist being searched depended on the race of the motorist, race of the police officer, and location of the stop.

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