Experimental Design
The randomization consists of two stages. Our universe consists of the four selected neighborhoods or localities in Bogotá. Next, within these localities, we identified eligible street segments: those with at least one violent brawl and one bar at a distance equal to or less than 100 meters. In the first stage of the randomization, we randomly selected treatment and control police quadrants. Bogotá is composed of 1,051 police quadrants in total. Selection of quadrants therefore occurred in two phases: first, quadrants with at least two pre-selected street segments (given the criteria described above) were chosen. Subsequently, using the Statistical, Criminal, Contravention and Operational Information System (SIEDCO) from the National Police, we discarded the most dangerous decile of quadrants within the four localities. Across the four localities there are 221 eligible police quadrants in total, 109 were selected into treatment and 112 into the control group.
The second stage of the assignment procedure randomly selects street segments within the 109 treated police quadrants to receive the intervention. Given budget constraints that restricted the number of treated bars to 270, we selected 218 street segments that contained approximately this number of alcohol-serving establishments.