Description

Variable

Definition

Dependent variable

AF

natural log of total audit fee, which consists of fee paid to external auditors for financial statement audit of the parent company and consolidated subsidiaries.

Variables of Interest

Audit Fee Premium Model: Equations ((1) and (2))

FeePrem

dummy variable equals to 1 if the client is audited by one of the Japanese auditors affiliated with the global Big 4 audit firms networks (Deloitte Touche Tohmatsu, E&Y Shin Nihon, KPMG AZSA, PwC Aarata, PwC Chuo Aoyama, and PwC Misuzu), and 0 otherwise.

ClientSeg

dummy variable equals to 1 if the median total assets of the client belong to the upper half (>50th percentile) of the industry-year sample, and 0 otherwise.

Big3Per

dummy variable equals to 1 if the audit took place during the Big 3 period (2006-2011), and 0 otherwise.

Control Variables

Description

Variable

Definition

Client’s attributes―size

TA

natural log of clients’ total assets.

Client’s attributes―size

IndPTA

ratio of the client’s total assets to total assets of companies within the industry-year.

Client’s attributes―complexity

SUBS

natural log of number of consolidated subsidiaries (if a company has zero subsidiaries, it is re-coded as 1 before taking the natural log).

Client’s attributes―complexity

FORN

ratio of the client’s overseas sales to net sales.

Client’s attributes―risk

ROI

ratio of the client’s net income to total assets.

Client’s attributes―risk

LIQ

ratio of the client’s current assets (less inventories) to current liabilities.

Client’s attributes―risk

LEV

ratio of the client’s total liabilities to total equity.

Client’s attributes―risk

LOSS

dummy variable equal to 1 if the client incurred a net loss in the previous fiscal year, and 0 otherwise.

Client’s attributes―accounting standards

GAAP

dummy variable equal to 1 if the client is a SEC registrant or an IFRS adopter, and 0 otherwise.

Auditor’s attributes

TEAM

natural log of number of CPAs, junior accountants and other staffs employed in the audit engagement (excluding engagement partners).

Auditor’s attributes

TENR

number of years an auditee has hired its current auditor.

Auditor’s attributes

NAF

natural log of non-audit fee paid by the client to its current year auditor.

Auditor’s attributes

AISpec

auditor’s industry specialization variable which measures auditor market share within the industry-year (based on client number).

Auditor’s attributes

DOMN

industry dispersion measure which measures market dominance of an auditor as it obtained more clients in the industry.

Audit engagement’s attributes

AOP

dummy variable equal to 1 if the client received a modified audit opinion or worse, and 0 if the client received an unqualified audit opinion with additional notes or better.

Audit engagement’s attributes

ACC

audit quality measure, measured by the absolute value of total discretionary accruals estimated using the modified Jones (1991) model.

Audit engagement’s attributes

POW

client’s bargaining power with its auditor in the industry, calculated by the relative size of the client’s audit fee divided by the sum of the auditor’s total audit fee received from all its clients in the industry.

Audit engagement’s attributes

DIST

competitor distance, measured by the smallest absolute audit market share (based on client number) difference between audit leader and its closest competitor within an industry.

Audit engagement’s attributes

GFC

dummy variable equal to 1 if the audit took place in fiscal year 2008 to control for the effect of global financial crisis, and 0 otherwise.

Audit engagement’s attributes

REG

dummy variable equal to 1 if the audit took place in fiscal year 2007 to control for the amendment of the Financial Instruments and Exchange Act (FIEA) that is effective in fiscal year 2008 (refer to Table 2.1 for more details), and 0 otherwise.