Primary ALPR Studies on Stolen Vehicle Recovery and Arrest Rates

confidence: high · 3 sources

⚠
Working research — not a recommendation.

This page records what the evidence says a policy does, not what anyone should do about it. It has been synthesized from the cited sources but has not been independently reviewed.

What the evidence says

Patrols with automated license plate readers (ALPRs) produce more detection of stolen vehicles and auto thieves than patrols without them. Lum (2025) summarizes the Mesa, Arizona randomized experiment this way: patrols with and without ALPRs both produced short-term reductions in crime at the patrolled locations, and detection of stolen vehicles and auto thieves was higher when ALPRs were used. The mechanism is detection: the reader flags plates of stolen vehicles that officers would not otherwise check. Lum notes that deterrence from an ALPR-equipped car may be present even when the reader is off, so the experiment cannot cleanly separate deterrence from ALPR-specific detection.

For stolen vehicle recovery, the direction is consistent across sources, but the evidence is mostly associational. Kelsay (2024) reports that prior studies associate ALPR technology with increased vehicle recoveries. He cites those studies without giving their designs, sample sizes or effect sizes, so no magnitude comes from that source. Lum (2025) reports that Koper et al. (2022) found ALPRs may increase stolen vehicle recoveries.

Arrests are less clear. Koper et al. (2022), as summarized by Lum, found that ALPRs may increase recoveries but not necessarily arrests of people stealing cars. Kelsay (2024) and Lum (2025) also describe studies that associate ALPRs with more arrests. Ozer (2016) found more follow-up arrests per month for violence and property crimes after ALPR implementation in Cincinnati, with unclear effects on deterrence. These arrest findings are not specific to auto theft.

Investigative use is a smaller part of the picture. When ALPRs were used in investigations, about 46% of documented uses were to locate stolen tags or vehicles. Case clearance occurred in about 19% of cases in which ALPRs were used, and those cases were about 1% of the cases examined. For almost three-quarters of the sample where ALPR use was noted, ALPRs did not contribute in any meaningful way to the resolution of the investigation.

On auto crime itself, the evidence differs by design. Lum's summary of randomized experiments found that thirty-minute ALPR patrols, conducted once every few days in randomly selected high-crime places for two to three months, did not reduce auto-related or other crime compared with control locations. A 2026 event study of fixed ALPR deployment (Mourtgos) found that motor vehicle theft fell 11.0 percent after deployment (95 percent CI [-17.3, -4.2]). Adoption in that study is not random.

Where the evidence splits

Short patrol experiments and fixed deployment disagree on auto crime. The randomized patrol experiments found no reduction in auto-related crime. The event study of fixed deployment found an 11.0 percent decline in motor vehicle theft. The sources differ in design: the experiments used thirty-minute patrols every few days for two to three months, while the event study used fixed deployment with staggered adoption. The sources on this page do not say whether dosage, deployment type or identification strategy explains the split. The claims note that the experimental dose may have been too low to detect an effect, and that adoption in the event study is non-random. Neither point is tested here.

Arrest findings also differ. Koper et al. (2022) found no clear increase in auto theft arrests, while Kelsay (2024) cites several studies associating ALPRs with increased arrests, and Ozer (2016) found more follow-up arrests in Cincinnati. The sources do not say whether the difference comes from the crime type (auto theft versus violence and property crime generally) or from study design. They do not reconcile it.

Thresholds and dose-response

No threshold established in the current sources.

Open empirical questions

Findings

ALPR patrols increase detection of stolen vehicles and auto thieves relative to non-ALPR patrols

confidence — direction: highconfidence — magnitude: mediumconsensus: thin. One summarized experiment.
mechanism
The reader flags stolen plates, so officers detect vehicles and offenders they would otherwise miss.
effect
Increases. Detection was higher with ALPRs than without, in the Mesa, Arizona randomized experiment. No magnitude is given in the source.
conditions / moderators
The deterrent effect of an ALPR-equipped patrol car, present even when the reader is not in use, cannot be separated from ALPR-specific detection.

ALPRs increase stolen vehicle recoveries

confidence — direction: mediumconfidence — magnitude: lowconsensus: thin. Both sources lean toward an increase. Kelsay cites prior studies without reporting their designs.
mechanism
Plate matching against stolen-vehicle lists locates vehicles.
effect
Increases. No magnitude is reported in the sources.
conditions / moderators
Evidence is associational. Officers delivered relatively low dosages of hot spot patrols when implementing the ALPR intervention.

ALPRs show mixed evidence on arrests

confidence — direction: mediumconfidence — magnitude: lowconsensus: contested. The auto theft arrest result differs from the general arrest results.
mechanism
Detection of plates can lead to stops and follow-up arrests, but the sources do not establish that recoveries convert to arrests of auto thieves.
effect
Mixed evidence. No measured effect on auto theft arrests (Koper et al. 2022, via Lum). Increased follow-up arrests per month for violence and property crimes after implementation in Cincinnati (Ozer 2016, via Lum). Several prior studies associate ALPRs with increased arrests (Kelsay 2024). No magnitudes are reported.
conditions / moderators
The Cincinnati finding is a pre-post design with unclear effects on deterrence. Kelsay does not report the designs of the studies he cites.

Fixed ALPR deployment decreases motor vehicle theft, while short randomized patrols show no measured effect on auto-related crime

confidence — direction: mediumconfidence — magnitude: mediumconsensus: contested. The two designs point in different directions.
mechanism
The sources do not establish one. Deterrence is the implied route, and Ozer's deterrence effects are described as unclear.
effect
Fixed deployment: decreases of 11.0% in motor vehicle theft (95% CI −17.3 to −4.2). Thirty-minute patrols every few days for two to three months in high-crime places: no measured effect on auto-related crime.
conditions / moderators
The experimental dosage may have been too low to detect an effect. Adoption in the event study is non-random, and the confidence interval spans about ±50% of the point estimate.

Documented ALPR use in investigations contributes little to case resolution

confidence — direction: highconfidence — magnitude: mediumconsensus: thin. One source.
mechanism
ALPRs are used mainly to locate stolen tags or vehicles, but most documented uses do not lead to resolution.
effect
About 46% of documented uses were to locate stolen tags or vehicles. Case clearance occurred in about 19% of cases in which ALPRs were used, which is about 1% of the cases examined. In almost three-quarters of the sample where use was noted, ALPRs did not contribute in any meaningful way to resolution.
conditions / moderators
ALPR effects cannot be isolated from investigative practices. ALPRs may be used at different investigation stages. Use may be underdocumented when it produces no results.