CHICAGO · GANG INTELLIGENCE · DATA QUALITY

Chicago's gang data included contradictory, incomplete and implausible records—with no ordinary way for a person to know or challenge a designation.

Bad data + broad access + weak correction process

WHERE

Chicago · Cook County · IL

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Chicago OIG's review found systemic weaknesses in CPD's gang information practices: gang data existed in multiple repositories, lacked consistent controls, could contain contradictory information, and was shared with outside agencies. The review also found that people were not notified when they were designated and that CPD lacked a clear process for a person to challenge or correct a designation.

Contemporaneous reporting on records obtained from CPD found plainly implausible ages in the data, including purported gang members listed as 118 and 132 years old. The absurd records are useful not because anyone believed a 132-year-old was on the street, but because they demonstrate how basic data-quality failures can survive inside systems used for consequential decisions.

Why it matters: “It's in the database” is not the same thing as “it's true.” Scale can make bad information easier to distribute while making responsibility for correcting it harder to locate.

Sources: Chicago OIG review · ProPublica Illinois reporting

WHY THIS LIBRARY EXISTS

This page preserves the anecdote and its caveats separately from the shorter Why Privacy Matters explainer. The goal is to keep the argument readable without hiding the receipts.