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The Algorithm Knows Where, Not Why

7 0
12.06.2026

America's crime conversation has a data problem — not a shortage of data, but an overconfidence in what data can actually tell us. Homicides fell 17.7 percent in Q1 2026 across 67 major law enforcement agencies tracked by the Major Cities Chiefs Association, with violent crime broadly continuing its post-pandemic retreat. Homicides dropped nearly 20 percent for all of 2025, the largest single-year decline on record. Politicians on both sides are already claiming credit. That's the tell. When everyone claims credit for good numbers, it's a safe bet that no one fully understands what's driving them.

I graduated from Northeastern University with a criminal justice degree in 1990 and have spent 35 years watching crime patterns evolve — from the 1992 Los Angeles riots, where I drove in the presidential motorcade for George H.W. Bush, to the fentanyl-soaked neighborhoods of present-day California. Criminal justice is an exercise in pattern recognition, but the pattern is never the whole story. The distinction matters as law enforcement agencies rush to adopt AI-driven predictive tools and policymakers cite crime statistics the way Gordon Gekko cited earnings reports — selectively, with supreme confidence that they've spotted the signal.

Consider the most clarifying example in recent memory. In December 2025, the House Oversight Committee released a report finding that DC Metropolitan Police Chief Pamela Smith pressured and at times directed commanders to manipulate crime classifications — downgrading serious offenses to lesser categories so they'd vanish from public reporting. The DOJ accused Smith's department of "placing a higher priority on suppressing........

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