Work Truck Logo
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.

Subscribe to Our Newsletter

More Safety

Work Truck “Trucks, Tips & Tours” promotional graphic featuring a vocational truck approaching a crash-test vehicle, highlighting Detroit Assurance collision mitigation technology with the headline “Collision Mitigation Explained.”
Safetyby Wayne ParhamJuly 21, 2026

How Detroit Assurance with Active Brake Assist Works

Do you want to see what it is like to experience Detroit Assurance’s Active Brake Assist? In this video, Work Truck will put you in the cab to see how it all works and then hear more details from DTNA’s Mike Young.

Read More →
Black graphic with large white text reading “Stop Workplace Violence” framed by blue accent lines.
SafetyJuly 21, 2026

Get Left of Loss: A 5-Step Workplace Prevention Framework for Fleet Operators

Violence risks do not stop at the driver’s door. Learn five practical steps fleets can take to spot threats early and protect workers before loss occurs.

Read More →
Promotional graphic for a Utilimarc guide titled How Better Visibility Cut Speeding Violations by 48% featuring a call-to-action to download the guide.
SponsoredJuly 17, 2026

How Better Visibility Cut Speeding Violations by 48%

Fleet leaders don't need more data, they need clearer visibility into what the data is saying. This case study explores how one utility replaced speeding-event counts with a single metric — miles driven in violation — to strengthen safety and significantly reduce speeding violations.

Read More →
Ad Loading...
Commercial truck driver wearing a red seat belt smiles from the driver’s seat of a blue truck.
Safetyby StaffJuly 15, 2026

13 Safe Driving Tips for Commercial Vehicle Drivers

Make sure you are spending time on the road safely with these important tips.

Read More →
Pavement background with double yellow lines and large text that says Recall, July, and Work Truck logo.
Safetyby Wayne ParhamJuly 10, 2026

Recalls You Need to Know About in July 2026

If you have Altec, Ford, General Motors, Harbinger, Hyundai, Mack Trucks, or Volvo Trucks vehicles in your fleet, you should check these important recalls issued by the National Highway Safety Administration.

Read More →
Illustration of a human hand reaching toward a robotic hand over an aerial view of a city at dusk, with interconnected location pins and network lines symbolizing AI, telematics, connected fleet technology, and data-driven transportation.
SafetyJuly 6, 2026

How Telematics Is Transforming Fleet Risk from Insight to Action

What if you could spot risky driving before it leads to a crash? See how telematics is still changing fleet safety today.

Read More →
Ad Loading...
View from inside a commercial truck cab showing a driver at the wheel with a large marijuana leaf overlaid by a red prohibition symbol, illustrating DOT restrictions on marijuana use for commercial drivers.
Safetyby Kathy CloseJuly 2, 2026

DOT Rules Remain Firmly Lit on Marijuana

DOT says not so fast on marijuana. Even with federal reclassification efforts, commercial drivers in safety-sensitive roles remain subject to marijuana testing and prohibitions.

Read More →
LytxOne promotional graphic featuring an in-cab dash camera and icons representing analytics, search, recording, video, reporting, driver performance, fuel, and location. Headline reads, “New Features Available Now.”
Safetyby News/Media ReleaseJuly 1, 2026

Lytx Adds Fleet Management Enhancements to LytxOne Platform

Lytx has added new features to LytxOne to bring safety, operational insight, asset visibility, and compliance into a unified, all-in-one platform.

Read More →
A shadowed figure removes cargo boxes from the back of a delivery van at night while fireworks explode in the background. Text overlay reads, "Before the Fireworks Start Review Your Cargo Security Plan."
Safetyby Lauren FletcherJune 23, 2026

A Fourth of July Cargo Theft Reality Check for Fleet Managers

The Fourth of July creates prime conditions for cargo theft. Here's what fleet managers should review now to protect loads, drivers and operations.

Read More →
Ad Loading...
Behind the Article thumbnail featuring Kathy Close of J.J. Keller. The image shows a road at sunset with bold text reading, “Do You Know What’s Driving Up Your CSA Score?” alongside Kathy Close discussing how fleets can use FMCSA's DataQs system to challenge inaccurate safety data and protect CSA scores.
Safetyby Lauren FletcherJune 19, 2026

What is DataQs and Why Should Fleets Care?

Watch to learn how FMCSA's DataQs system helps fleets challenge inaccurate safety data, protect CSA scores, and improve compliance records.

Read More →