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Samsara Compounding Risk Report Finds 10% of Drivers Account for ~50% of Crashes

  • Samsara released its Compounding Risk Report based on a patent-pending Risk Model analyzing 50 factors to help leaders prioritize coaching.
  • The top 10% of risk-ranked drivers account for 47% of crashes, while the top 30% account for 76%.
  • Risk compounds significantly when behaviors combine; drivers with mobile use, distraction, & harsh braking are 5.4x more likely to be in the highest risk tier than the overall population.
  • The model prioritizes crash-involved drivers approximately three out of four times across both next-day & seven-day evaluation windows.
  • Aggressive driving, distracted driving, & speeding are identified as the most coachable behavioral contributors to crash risk.
  • Environmental conditions like night driving or freezing temperatures amplify risk but are not primary coaching targets.
  • The model ranks drivers by relative risk to serve as a prioritization tool rather than predicting specific individual crash outcomes.
  • Samsara's AI-powered Coaching Priority feature uses the model to consolidate signals into a single view for targeted manager attention.
  • The report data covers aggregated fleet information from July 1 through December 15, 2025, across multiple industries & regions.