To detect a risk of insurance fraud in a vehicle insurance claim for physical injuries, injury data may be retrieved from previous crashes involving similar type vehicles as the damaged vehicle, and having similar crash characteristics. One or several likelihoods that the claimant suffered physical injuries from the crash may be determined based on the percentage of people who suffered similar types of injuries or similar severity according to the injury data. If the one or several likelihoods are very small, the claim for physical injuries may be flagged as a risk of fraud and a suspicious loss indicator may be transmitted to a mobile computing device for display.