Most fleet crashes don’t happen without warning. In many cases, there are early indicators that can signal elevated risk long before an incident occurs.
Safety and compliance data can provide valuable insight into where problems may be developing. While no single metric can predict a crash, recurring patterns and trends are often associated with a higher likelihood of future incidents.
By monitoring these warning signs, organizations can identify potential risks earlier, take proactive action, and strengthen their overall safety program. Here are five key data points every fleet should be tracking.
Why Predicting Risk Matters
According to the FMCSA, large trucks were involved in more than 120,000 injury crashes and 5,375 fatal crashes in 2022.
While every crash is different, research shows that many are associated with identifiable risk factors and driving behaviors. For example, according to NHTSA, speeding was a contributing factor in 29% of all traffic fatalities in 2023. During the same year, distracted driving claimed 3,275 lives, while alcohol-impaired driving was involved in 12,429 fatalities, accounting for approximately 30% of all traffic deaths.
Moreover, research from the FMCSA and the American Transportation Research Institute (ATRI) has found a strong relationship between high Unsafe Driving BASIC CSA scores and future crash involvement, suggesting that drivers with elevated unsafe driving violations are more likely to be involved in future crashes.
5 Data Points That Predict Fleet Crashes
Crashes rarely result from a single event. More often, they are the outcome of patterns and behaviors that develop over time. By identifying these warning signs early, organizations can take corrective action before they lead to crashes, claims, or costly violations.
The five data points below represent some of the most valuable indicators of driver risk.
1. Motor Vehicle Record (MVR) Violations
Past driving behavior can provide valuable insight into future driving performance. Traffic violations often reveal patterns that may be associated with elevated crash risk, making MVRs an important tool for identifying potential safety concerns before an incident occurs.
A study by ATRI shows 2022 top violations that increase the likelihood of crashes:
- Failure to yield and merge
- Reckless driving
- Distracted driving
- Speeding
When monitored over time, MVR violations can help organizations identify emerging risks and take proactive steps to improve driver safety.
2. Prior Crash History
Past crashes can provide important context when evaluating driver risk. While a single incident may not tell the whole story crashes and near-misses may reveal patterns that warrant closer attention.
Some of the key factors to monitor include:
- At-fault collision history
- Crash severity
- Near-misses
- Recurring crash patterns or contributing behaviors
When reviewed alongside other safety data, crash history can help organizations identify patterns and support more informed safety decisions.
3. Roadside Inspections & CSA Violations
Roadside violations can provide valuable insight into driver and fleet safety performance. Recurring violations may indicate compliance gaps, unsafe behaviors, or operational issues that could contribute to elevated crash risk.
In 2026 so far, the FMCSA has reported the following violations:
- Operating a commercial motor vehicle without a valid CDL
- Failure to maintain a Record of Duty Status (Hours-of-Service logs)
- Missing or invalid medical examiner’s certificate
- Operating without the required operator’s license
- False or inaccurate Records of Duty Status (RODS)
- Failure to use or improper use of an Electronic Logging Device (ELD)
- Operating after being placed out of service
- Driving with a suspended, revoked, or disqualified license
- Failure to possess the required driver’s license while operating
- Failure to certify or update medical certification information
Tracking these trends over time can help organizations identify potential risks and address concerns before they lead to more serious safety issues.
4. License Status and Qualification Changes
Changes in a driver’s license or qualification status can signal issues that may affect their ability to operate safely and comply with regulations. Monitoring these changes helps organizations maintain visibility into potential risks that might otherwise go unnoticed.
Some of the key items to monitor include:
- License suspensions
- License revocations
- CDL downgrades
- Expired medical certificates
- Driver qualification issues
Maintaining awareness of these changes can help organizations address concerns quickly and support a safer, more compliant workforce.
5. Driver Driver Behavior Events
Driving behavior data can provide some of the earliest warning signs of elevated crash risk. Unlike crashes or citations, these events are often captured before an incident occurs, giving organizations an opportunity to intervene proactively.
When reviewing driver behavior, look for patterns rather than isolated events. Some of these include:
- Frequent hard braking
- Speeding
- Rapid acceleration
- Distracted driving events
- Following-distance alerts
By analyzing these indicators together, organizations can gain a more complete view of driver risk rather than relying on any single event or metric. A combination of MVR violations, crash history, CSA data, qualification changes, and driving behavior trends can reveal patterns that might otherwise go unnoticed. This broader perspective helps fleets identify higher-risk drivers earlier, prioritize coaching and corrective actions, and make more informed decisions to reduce crashes and strengthen overall safety performance.
Applying Risk Insights to Improve Safety
Identifying risk is only the first step. The real value comes from using these insights to make informed decisions that support safer drivers and stronger fleet performance.
By monitoring MVR activity, crash history, CSA violations, license status changes, and broader driver risk trends, organizations can gain greater visibility into potential safety concerns before they contribute to an incident.
Solutions such as MVR Monitoring and CSA Monitoring can help organizations maintain visibility into key risk indicators and respond more quickly when potential concerns arise.
These insights can help fleets:
- Identify high-risk drivers earlier
- Prioritize coaching and corrective action
- Improve compliance performance
- Support informed hiring decisions
- Strengthen overall safety programs
Final Thoughts
The challenge is not a lack of safety data. Most organizations already have access to driver records, compliance information, and safety performance metrics. The real challenge is turning that information into meaningful action.
When risk indicators are monitored consistently and evaluated together, they can help organizations identify potential safety concerns before they contribute to crashes, violations, or costly claims. This allows fleets to focus resources where they can have the greatest impact, support drivers proactively, and strengthen overall safety performance.
Solutions such as Continuous MVR Monitoring, CSA Monitoring, and Driver Qualification File Management provide the visibility needed to stay informed as driver risk changes over time.
The fleets that achieve the strongest safety outcomes aren’t simply reacting to incidents; they’re identifying risk early and taking action before incidents occur.
To learn more about how MVR Online can help your organization take a more proactive approach to fleet safety, contact us or try our interactive platform demo.
*We are not lawyers. Consult with your legal counsel to ensure your processes and procedures meet/ or exceed safety standards and compliance regulations.
