Motor carrier and driver safety score prediction systems and methods

A safety score prediction system comprising:

• one or more processors;
• and
• memory storing instructions that, when executed by the one or more processors, cause the system to:
• obtain published data and unpublished data corresponding to one or more safety score categories;
• apply a safety methodology to the data to generate respective published and unpublished data;
• combine the published and unpublished data scores to produce a combined safety dataset;
• generate a percentile prediction based on the combined safety dataset;
• and
• output a safety score visualization including at least one graphical display element showing an actual safety score value and a predicted safety score value for the one or more safety score categories.

A non-transitory computer-readable medium storing instructions that, when executed by one or more processors, cause the processors to perform operations comprising:

• obtaining published, unpublished, and simulated safety data;
• applying a safety methodology to each dataset to generate corresponding scores;
• combining the scores to produce a predicted percentile for a motor carrier or driver;
• and
• rendering a graphical interface including both actual and predicted percentile indicators for a selected set of safety score categories.