Patent ID: 11915180
Assignee: BENCHMARK SOLUTIONS, LLC
Field: IT methods for management (Electrical engineering)
Classification: CPC G | IPC G

Claim 12:
13. The computer-implemented method of claim 8 wherein:
the preprocessing step also includes creating and storing a second-level residual feature, based on the first-level residual feature, as follows:

Y=β0+unit+geo+time+βarrests*Arrests+ε, where:
Y=the number of uses of force for an officer
β0=the average number of uses of force for the department
βarrests=the average amount that each arrest increases use of force, holding all else constant
Arrests=the officer's number of arrests
ε=the officer residual=the number of uses of force that the officer has more or less than the average, holding all other variables constant
and the constructing and storing, with a machine learning module, a plurality of models includes constructing and storing a plurality of models that predict the risk of an adverse event and generating a risk score, each of the models including the second-level residual feature.