that select Big 4 auditors are firms that have higher reporting quality. As a result, without auditor factors, these firms innate fewer mistakes that require audit adjustments. For auditor factor

volume declined due to planned shutdown maintenance. Natural Resources Business, reported performance improvement after realizing increased share of profit from investments made in the associated company