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.

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
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:
- 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 of up to 325% of being involved in a future crash. In contrast, drivers who received a violation for an improper turn were 105% 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% to 100%.
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 habitually "follows too closely" does not maintain adequate space around the vehicle or drives too fast compared with surrounding 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 it 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 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 may become even better, so even in these cases it is still worth the time to work with the driver.
Look Beyond Traffic Violations
Customer complaints can be another source of predictive data. Most drivers are expected to exhibit certain behaviors around customers. If a driver yells at a customer, is uncooperative, or offends customers with boorish behavior, what are the odds these behavioral traits become driving behaviors?
Unchecked, these behaviors can lead to a driver being at increased risk of a crash. All drivers get frustrated with customers or have a hard time getting along with certain people, but most have the personal self-control to avoid situations that result 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 or her because the driver is short-tempered, abusive, or aggressive, these same behaviors may carry over into driving.
Use Driving Observations and Crash Reviews
Driving observations are another tool that can provide insight into a driver's behavior. A word of warning, however: Observations should be vetted to avoid dealing with the wrong driver or helping someone else "grind an axe" with the driver.
Once vetted, 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, being inattentive, or driving generally unsafely through speeding or poor space management.
All crashes and near-misses should also be reviewed to determine their causes, including 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 driving 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 that points out the behavior to retraining the driver on defensive driving and road testing.
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 who refuses to correct it.
Understand Why Drivers Resist Change
People refuse to change behavior for many reasons, even after it has been pointed out as dangerous. Common reasons include:
- 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 with the key to motivating the employee to change the behavior.
Reward Good Driving Behavior Too
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 is simple: Failure to stop bad behavior perpetuates the bad behavior, but failing to reward good behavior can accidentally discourage the behavior you want drivers to continue.
Originally posted on Work Truck Online
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