To further extend my California test score series, I decided to compare crime rates at a county level to test scores (English Grade 11) for all test takers.

Violent Crime Rate

violent_by_ela_g11

[Un-weighted correlation: -0.38]

Homicide Rate

homicide_by_ela_g11

[Un-weighted correlation: -0.40]

Aggravated Assault Rate

agg_assault_by_ela_g11

[Unweighted correlation: -0.48]

Burglary Rate

burglary_by_ela_g11

[Unweighted correlation: -0.50]

Property Crime Rate

property_crime_by_ela_g11

[Unweighted correlation: -0.19]

These correlations are significantly stronger with test scores than they are with overall county racial/ethnic demographics (e.g., percent black, percent white, etc), about 2x in fact, so I don’t think this is being driven purely by underlying differences in test scores between racial groups.

crime_pairs