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Compensation carries 30% and includes pay percentile, sign-on bonus tier, guaranteed-pay availability, and settlement frequency. FMCSA safety carries 25%, built from five SAFER dimensions. Benefits carry 25%, scored separately for W2 versus owner-operator carriers. Operational performance carries 20%, measuring application responsiveness and fleet scale. 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