Automotive Fleet
MenuMENU
SearchSEARCH

How to Predict & Address At-Risk Driver Behaviors

If not corrected, certain driving behaviors greatly increase the odds the driver will be involved in a crash. Find out how to avoid on-the-job driving accidents.

by Thomas Bray
July 7, 2010
How to Predict & Address At-Risk Driver Behaviors

Any time a driver receives a violation, warning, or citation, address the incident from the behavioral side and work with the driver to eliminate the behavior.

Photo: Work Truck

6 min to read


When it comes to work truck fleet safety, much anecdotal evidence and even a few studies predict future crash involvement by a specific driver. Results from a recent study conducted by the American Transportation Research Institute (ATRI), in conjunction with the North Dakota State Upper Great Plains Transportation Institute (UGPTI), tracked more than 500,000 commercial drivers to determine the probability of being involved in a future accident. The three-year study turned up several surprises relevant to any company whose employees regularly drive on the job.

Understanding Driver Behavior

Drivers in the study were tracked for three years. Any time a participant was involved in a crash, the individual's driving and compliance history was checked. The data was then aggregated.

Surprising study results included:

Ad Loading...
  • Being involved in a previous crash is not a reliable predictor of a future crash. In terms of predicting future crash involvement, this factor came in seventh. A crash is many times the result of a bad behavior pattern. If, after a crash, the driver realizes the bad behavior and corrects it, the odds of that driver becoming involved in a future crash are reduced.

  • Drivers cited, but not convicted, for certain moving violations are more likely to be involved in an accident in the future. Drivers who had received certain violations (not convictions) had an increased likelihood (up to 325 percent) of being involved in a future crash. In contrast, drivers who received a violation for an improper turn were 105 percent more likely to be involved in a future crash.

  • Among convictions, improper or erratic lane change, failure to yield right of way, improper turn, and failure to maintain a proper lane had the highest increased likelihood of future crash involvement. If a driver was convicted of one of these violations, the likelihood of future crash involvement increased 91-100 percent.

The events showing the highest probability of future crash involvement (followed by increased odds the driver would be involved in a future crash) included:

The study indicates what some safety managers have known for years: If not corrected, certain driver behaviors greatly increase the odds the driver will be involved in a future crash. A driver who "follows too closely" habitually does not maintain adequate space around the vehicle or drives too fast when compared to other traffic. If the driver does not correct the core behavior leading to "following too closely," the driver is at a considerably higher risk of a crash.

Bottom line: "Following too closely" is not the problem; the behavior leading to the "following too closely" is the actual problem.

If It Can Be Predicted, It Can Be Prevented

Now that we understand the behavioral aspect, the next question becomes, "How do I spot a driver with a bad habit?" Several indicators of potentially bad behaviors can be monitored.

A driver receiving a violation, warning, or citation can indicate a problem. The incident involved may have been the driver finally getting caught for an ongoing bad driving behavior or it may have been a one-time incident, but do you want to take the chance?

Any time a driver receives a violation, warning, or citation, address the incident from the behavioral side and work with the driver to eliminate the behavior. If it was a one-time incident, a good driver will become even better, so even in these cases it is still worth the time to work with the driver.

Customer complaints can be another source of predictive data. Most drivers are expected to exhibit certain behaviors around customers. If a driver yells at the customer, is uncooperative, or offends customers with boorish behavior, what are the odds these behavioral traits become driving behaviors? Unchecked, these behaviors lead to a driver at an increased risk of a crash. All drivers get frustrated at customers or have a hard time getting along with a certain customer, but most have the personal self-control (behavioral pattern) to avoid getting into a situation resulting in customer calls and complaints.

Operations complaints fall into the same category as customer complaints. The driver is in a situation in which certain behavior is not acceptable. If the driver has a behavioral pattern that makes it nearly impossible for supervisors to deal with him/her (short-tempered, abusive, aggressive), these same bad behaviors are likely to carry over into driving behaviors.

Driving observations are another tool that can provide insight into a driver's behavior. A word of warning here, however; observations should be vetted to avoid dealing with the wrong driver or helping someone else "grind an axe" with the driver. Once vetted, the complaints can be a helpful tool for spotting drivers with poor driving behaviors, such as taking unnecessary risks, becoming short-tempered or aggressive in traffic or inattentive, or driving generally unsafely (speed and space problems, etc.).

All crashes and near-misses should be reviewed to determine the causes (causal factors and root causes). Once the causes are determined, review potential behaviors that could have led to the crash or near-miss. Finally, counsel and/or retrain the driver based on the results of the review (if you intend to allow the driver to continue to drive company vehicles).

Don't Just Watch It, Fix it

When an incident occurs that indicates bad driving behavior, take action immediately. Action can include everything from a counseling session (pointing out the behavior to the driver) to retraining the driver on defensive driving and road testing. Of course, if the incident is part of a pattern or was serious enough, suspending the driver's ability to drive company vehicles should be considered.

Every incident should be placed into a tracking system. What is worse than a driver with bad behavior? A driver whose bad behavior has been pointed out and refuses to correct it.

People refuse to change behavior for many reasons, even after it has been pointed out as being dangerous. Common reasons include:

Ad Loading...
  • Risk homeostasis: "What I do really isn't dangerous."

  • Arrogance: "I know better than the 'dummies' who write the safety policies."

  • Voluntary ignorance: "I really don't want to know about this."

  • Hubris: "I am above all those little issues."

  • Conflicting motivations: "I know I should drive safely, but I have to get there as fast as possible."

Many times, identifying the reason for a refusal to change can provide the manager the key to motivating the employee to change the behavior.

One final thought: As you build monitoring and corrective mechanisms to track, spot, and correct possible bad behavior, consider implementing programs that identify and reward drivers for good behavior, too. Your tracking should also reveal drivers whose behavior is never an issue. Rewarding behaviors that prevent crashes is just as important as spotting behaviors that lead to crashes.

The concept here is simple: Failure to stop bad behavior perpetuates the bad behavior, but not rewarding good behavior can accidentally stop the good behavior.

Originally posted on Work Truck Online

Subscribe to Our Newsletter

More Safety

Ambulance and damaged car at a crash scene on a rainy roadway, illustrating workplace transportation risks and the growing focus on road safety management for fleets.
SafetyJune 16, 2026

Managing Road Risk at Scale: Why Fleet Safety Needs a Data-Driven Framework

Insights from the FIA Road and Driver Safety Indexes reveal how to manage road risk on a larger scale.

Read More →
Close-up of a Jeep Wrangler front grille and headlight with text noting Stellantis’ recall of 1.3 million Jeep vehicles worldwide over a potential fire risk tied to power steering wiring.
Safetyby StaffJune 10, 2026

Stellantis Recalls 1.3 Million Jeep Vehicles Worldwide Over Fire Risk

Stellantis is recalling more than 1.3 million Jeep Wrangler and Gladiator models worldwide over a fire risk linked to power steering pump wiring.

Read More →
Road signs pointing to “Safe” and “Risky” beside a glowing AI network graphic, illustrating the role of artificial intelligence in driver safety, coaching, training, and risk management.
SafetyJune 10, 2026

Coaching Is Not Training, Even When AI Is Doing It

AI-powered safety platforms can detect risky behaviors and deliver immediate feedback. But effective driver development still requires a foundation of training followed by coaching that reinforces those skills.

Read More →
Ad Loading...
Driver resting in a vehicle seat, illustrating the dangers of fatigue and the importance of driver wellness, rest, and alertness for safe fleet and roadway operations.
Safetyby Judie NuskeyJune 9, 2026

How Emotions Behind the Wheel Can Affect Fleet Safety

During National Safety Month, fleets are encouraged to look beyond distracted driving and recognize how stress, fatigue, and emotional well-being influence driver performance and crash risk.

Read More →
A blue and red Automotive Fleet graphic calling for nominations for the fleet safety award.
Safetyby Faith HowellJune 4, 2026

Nominations Open for 2026 Fleet Safety Award

Nominations have officially opened for the 2026 Fleet Safety Award Winner.

Read More →
wheel geotab image
SponsoredJune 1, 2026

Turning Connected Vehicle Data Into Decisions That Matter

Fleet leaders have more data than ever, but turning that data into clear, actionable decisions remains a challenge. This white paper shows how leading organizations are using connected vehicle data to improve safety, reduce costs, and optimize fleet performance. Learn how to turn insight into action across your fleet.

Read More →
Ad Loading...
A person holding a clipboard and writing on an inspection checklist beside the wheel of a large white vehicle, likely conducting a fleet or safety inspection.
SponsoredJune 1, 2026

Cameras, Safety and Insurance: From Reactive Claims to Real-time Prevention

Commercial auto remains one of the most challenging and costly lines of coverage for fleet operators and insurers alike. Learn more about how to effectively address these issues from Onur Aksan, Enterprise Business Development Executive, Geotab.

Read More →
A Fleet Forward Conference graphic representing the safety symposium.
Safetyby Chris BrownMay 29, 2026

NAFA Fleet Safety Symposium to Collocate With 2026 Fleet Forward Conference

The daylong certificate program will precede the Fleet Forward Conference at the Gaylord National Harbor in Maryland.

Read More →
A person with hands on the steering wheel driving
Safetyby Judie NuskeyMay 15, 2026

The Distractions You Can’t Turn Off: What Drivers Face Outside the Vehicle

Fleet drivers face constant visual, cognitive, and environmental interruptions the moment they hit the road. From roadside chaos to mental fatigue and digital overload, today’s biggest driving risks often come from outside the vehicle itself.

Read More →
Ad Loading...
Hail covers the windshield and hood of a black vehicle with text overlay about FLASH Weather AI’s new hail prediction model.
Safetyby News/Media ReleaseMay 13, 2026

FLASH Weather AI Launches First Deep-Learning Hail Prediction Model With High-Resolution Forecasting

FLASH Weather AI has launched a first-of-its-kind hail prediction model capable of forecasting hail size and arrival time at 1-kilometer resolution up to 55 minutes ahead, giving fleets and insurers critical time to prepare for severe storms.

Read More →