The American Transportation Research Institute (ATRI), the trucking industry's not-for-profit research organization, has presented its "crash predictor" study that evaluates and links past driver traffic violations and convictions with their likelihood of being involved in a crash,
providing trucking companies invaluable safety-related information on drivers.
The study also shows what enforcement and education programs are best to address potential or current driver behavior problems. The study was unveiled in Boston at the 2005 Management Conference and Exhibition of the American Trucking Associations, the nation's largest trucking industry trade and safety advocacy group.
"We know driver-related factors are involved to a large degree in crashes involving large trucks," said ATRI Chairman Jim Staley (YRC Regional Transportation). "Our research now gives us an early warning system, so to speak, where motor carriers can intervene when necessary within their driver force to improve and make a profound impact on safety behavior."
The ATRI research analyzed data on 540,750 drivers gathered over a three-year time frame to determine future crash predictability. A second objective, in conjunction with the Commercial Vehicle Safety Alliance (CVSA) was to identify effective enforcement actions to counteract the driving behaviors predictive of future crash involvement.
ATRI's study, “Predicting Truck Crash Involvement: Developing a Commercial Driver Behavior-Based Model and Recommended Countermeasures,” shows reckless driving and improper turn violations as the two violations associated with the highest increased in likelihood of a future crash.
The four convictions with the highest likelihood of a future crash are: improper or erratic lane change; failure to yield right of way; improper turn; and failure to maintain a proper lane. When a driver receives a conviction for one of these behaviors, the likelihood of a future crash increases between 91 and 100 percent. In a summary of all crash data analyzed, reckless driving violations prompt the highest likelihood of a future crash – 325 percent.
A link to the full driver predictor study is available at www.atri-online.org.
ATRI Research Offers Ways to Predict, Correct Truck Driver Behavior
The American Transportation Research Institute (ATRI), the trucking industry's not-for-profit research organization, has presented its "crash predictor" study that evaluates and links past driver traffic violations and convictions with their likelihood of being involved in a crash,
More Safety & Compliance

Avoiding Winter Pileups: Don’t Become the Next Link in the Crash-Chain
Winter roadway “pileups” aren’t one crash — they’re a chain reaction. Here’s what triggers them, how truck drivers can spot the danger early, and what to do if you're suddenly trapped in the mess.
Read More →
FMCSA’s Motus System Is Coming. What Fleets Need to Know Now
The long-awaited registration system promises a single portal — and tighter fraud controls.
Read More →
Nominations Open for HDT Truck Fleet Innovators 2026
Heavy Duty Trucking is searching for forward-looking leaders at trucking fleets as nominations for HDT’s Truck Fleet Innovators 2026. Deadline is May 15.
Read More →
Freightliner Expands Detroit Assurance with New Intersection and Turning Safety Tech
Detroit’s next-generation ABA6 safety system adds cross-traffic detection and enhanced side guard assist with left-turn protection, targeting high-risk urban scenarios.
Read More →
'Beyond Compliance,' Regulations, Driver Coaching on ATRI’s 2026 Research List
The American Transportation Research Institute will examine driver coaching, regulatory impacts — including the "Beyond Compliance" concept —and weather disruptions that shape trucking operations.
Read More →
FMCSA Revamps DataQs to Improve Fairness, Speed of Reviews
New requirements add firm deadlines and independent review steps, addressing long-standing complaints about inconsistent rulings and slow response times.
Read More →
FMCSA Extends Paper Medical Card Exemption … Again
Five states still aren't ready to accept commercial driver medical exam information directly from the medical examiner's registry.
Read More →
HDT Honors the Best New Products of 2025 at TMC [Photos]
Heavy Duty Trucking's Top 20 Products awards recognize the best new products and technologies. Check out the award presentations at the 2026 Technology & Maintenance Council annual meeting.
Read More →
Detroit Engines: Trusted Performance, Built for What's Next
The Detroit® Gen 6 engine platform proves that real progress doesn’t require a complete redesign. Built on 20 years of trusted technology, these engines are designed for efficiency, stronger performance, and greater reliability than before. And they do it all while complying with 2027 EPA standards on every mile.
Read More →
Aperia Expands Halo Platform with Steer-Tire Inflation System, Fifth-Wheel Integration
Aperia Technologies introduced a new automatic tire inflation system for steer axles and a partnership with Fontaine Fifth Wheel to integrate coupling status into its Halo Connect platform.
Read More →
