“…Firm characteristics, which impact EAR, include age, life cycle, size, complexity, intangible intensity, operating environment (industry, market), performance (profitability and leverage), ownership and corporate governance (Rahaman et al , 2022; Sierra-García et al , 2019; Fuller et al , 2022; Kang, 2019). Audit features, including fees, litigation risks, firm type and rotation (de Ricquebourg and Maroun, 2022; Ferreira and Morais, 2020; Rahaman et al , 2022), are considered the second group of influencing factors on EAR. Auditor characteristics, including industry experience, gender and accounting degree (Bepari et al , 2022; Sierra-García et al , 2019), form the third EAR determinants group.…”