line items' leading digits to the Benford distribution, we examine whether different constructs of audit quality inputs are … related to financial statement reliability. Overall, we find that financial statement reliability increases with audit fees …, non-audit fees, and audit report lag, and decreases with audit firm tenure. We also find that audit quality inputs are …