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and that can be easily accommodated. • A separate risk model is created for each crime type enabling the technol- ogy to have a unique configuration for each agency and their jurisdictions that use it www.AmericanSecurityToday.com June 2019 - Edition 45 What data feeds into the crime risk models? • Missions uses historical and cur- rent ShotSpotter detected gunfire incidents, , other crime incidents, calls for service, seasonality, time of day, day of week, census data, upcoming events, and environmen- tal features (e.g., density of bars, density of vacant parcels, etc.). • ShotSpotter Missions does not in- clude any race, educational, or home ownership data from the census • ShotSpotter Missions does not use any personally identifiable informa- tion (PII) about specific residents, such as whether a neighborhood has a certain number of parolees or sex offend- ers. • It is focused on creating risk assess- ments for where and when crimes will occur, , not who will commit the crime. What kind of protections does Missions have to avoid bias or discrimination? • The company has incorporated new technology and policy protections to avoid bias or discrimination yet still yield a significant public safety benefit. • These protections include: • Incorporating objective, non-crime data into risk models such as weath- er, geospatial features such as density of bars or vacant lots, event schedules, census data and ShotSpotter verified gunfire data • Automatically randomizing patrol assignments to avoid oversaturating high-risk areas and ensure that lower risk areas receive adequate crime de- terrence treatment • The company has made a policy deci- sion to not allow the system to cre- ate risk assessment models for crime types that are susceptible to enforce- ment bias. • This can occur when police presence in an area can lead to more crime being recorded in that area which in turn can create runaway feedback loops that will continually return police to the same area. • In addition, Missions does not use 23