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NYC’s speed cameras are remarkably lenient: violations carry a flat $50 fine with no points (compared to hundreds of dollars and 3-11 points for police-issued tickets). They are also limited to school zones. Even so, we observe large safety benefits. 🧪 www.pnas.org/doi/abs/10.1...

pnas.orgCan speed cameras make streets safer? Quasi-experimental evidence from New York City | PNASEach year, approximately 40,000 people die in vehicle collisions in the United States, generating $340 billion in economic costs. To make roads saf...

When cameras are installed, they issue many violations in the first month, followed by a steep decline in the second month. This suggests that the cameras effectively deter speeding by changing underlying driver behavior rather than relying on sustained revenue extraction.

Although many studies evaluate traffic cameras, very few apply causal inference methods. Some scholars who implement stronger designs argue that they eliminate the observed safety benefits of cameras. Yet we find substantial effects using the Callaway and Sant’Anna diff-in-diff estimator.

Automated enforcement provides important benefits. Cameras swiftly impose certain sanctions for reckless driving without the risk of human bias (i.e., racial discrimination). And unlike police traffic stops, speed cameras do not carry the risk of escalation into arrest or violence.

Looks really great! One question since I'm unfamiliar with the literature here- is there lots of evidence that points on a license are effective deterrents? If so do you have any intuition of just how large the "points on the license" effect would be?

Yeah this is the biggest thing I was wondering- does points on the license matter for *deterrence* or enforcement against people who will drive dangerously up to the point that they lose their license.

Nice! I love additional results on freq, race, spillovers etc. A couple more Qs- my sense is some people dislike speed cameras- do you think that's b/c they issue more tickets? B/c they're more fair? Can you look at effects on any other crime? Does it save money? What do cops do w/their new time?

On perceptions... also speculation... I imagine people don't like getting tickets / being forced to drive the speed limit (human traffic enforcement, afaik, has more of a 'window of acceptable speeding' than cameras). There's also legit surveillance concerns