“…Based on prior audit fee research (e.g., Hay et al, ; Hackenbrack & Hogan, ; Cahan, Godfrey, Hamilton, & Jeter, ; Cahan, Godfrey, & Jeter, ; Jiang & Son, ; Casterella, Francis, Lewis, & Walker, ; Francis, LaFond, Olsson, & Schipper, ; Hay et al, ; Hogan & Wilkins, ; Larcker & Richardson, : Mitra, Hossain, & Deis, ), we control for various firm‐specific attributes that could impact audit fees. We control for firm size ( Size ), market‐to‐book ratio ( Market‐Book ), indicator of operating loss ( Loss ), debt to total assets ( Leverage ), net income over total assets ( ROA ), investment opportunity set ( IOS ), mergers or acquisitions ( M&A ), inventory and receivables to total assets ( Inventory_Receivable ), client firm's involvement in foreign operations ( Foreign ), client firm's reporting of extraordinary items in annual reports ( Extraordinary ), an indicator variable for clients with discontinued operations ( Discontinued ), material weaknesses in internal controls ( Material‐weakness ), auditor change indicator variable ( Auditor‐Change ), Big 4 audit firms ( Big4 ), audit industry specialization ( Specialist ), earnings restatement indicator variable ( Restatement ), and clients with material weakness ( Material‐weakness ) .…”