A Criminological Perspective
What happens to crime near stadiums on game day?
21 U.S. cities · MLB & NFL · 2015–2023
Scroll to explore the findings
Section 01 — The Pattern
This is not a comparison between busy game days and quiet off-days. Every result here compares the same venue, same time of day, same day of week — on days when the team plays at home versus days when the team is playing away. What changes is whether tens of thousands of people show up.
Across 21 U.S. cities and eight seasons, larceny and assault consistently increase within one kilometer of stadiums on home game days. The pattern is clear — but its magnitude varies dramatically by sport, crime type, and timing.
Spatial Results — Within 1km of Stadium
IRR for home vs. away games · MLB (top) and NFL (bottom)
NFL effects are dramatically larger than MLB across every crime type — likely because NFL games draw an average of 69,641 fans compared to 29,557 for MLB. More people, more opportunity.
Robbery is the exception in both sports: no significant difference on home game days, regardless of distance or timing. The pattern is concentrated in larceny and assault — opportunistic theft and interpersonal violence, both of which scale with crowd size and alcohol.
Section 02 — The Method
The core challenge is identifying a valid counterfactual. We solve it by comparing home games to away games at the same venue. When the Dodgers play in San Francisco, Dodger Stadium still exists — it's just empty. That empty stadium day is the baseline.
Study Design
Spatial bands and temporal windows
Crime counts are aggregated within three concentric distance bands around each venue centroid, and within three temporal windows relative to the game clock. A difference-in-differences model then estimates the effect of hosting a home game, controlling for venue fixed effects, day of week, time of day, and season.
Section 03 — Timing
Larceny and assault don't follow the same clock. Property crime starts before the game begins — as crowds gather, so do opportunities for theft. Assault concentrates after the final whistle, when alcohol has accumulated over hours and emotions run high.
Temporal Results — Within 1km
IRR by time window for home vs. away games
Section 04 — Venue Variation
The national pattern is consistent, but its magnitude varies substantially across venues. At Dodger Stadium, assaults jumped 751% above the away-game baseline — the largest increase of any MLB venue. Among NFL stadiums, Acrisure Stadium in Pittsburgh showed the largest larceny increase.
Then there is Wrigley Field — the sole MLB venue where assault was lower on home game days than on away game days. The only exception in the entire dataset. Why? The built environment around Wrigley, the density of bars in Wrigleyville, the composition of the neighborhood — all remain open questions for future research.
Venue-Specific Deviations from Average Effect
Random slope deviations · Teal = above average · Tan = below average · Bars are 95% credible intervals
Sport
Crime Type
Section 05 — Implications
The concentration of crime near stadiums on home game days is not incidental. It is a predictable, measurable consequence of how large-scale public events reshape the opportunity structure for crime — and it falls most heavily on the neighborhoods immediately surrounding these venues.
Stadiums are frequently built with public subsidies. If they also generate measurable increases in nearby crime — and the associated public safety costs — that is relevant to how cities weigh the costs and benefits of hosting professional sports. Police deployment, event security protocols, and urban planning around venues all have a role to play.
Interactive Explorer
Select a league, crime type, distance band, and time window to see the result from the main models.
Explorer Results