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Table 1 Details and calculation methods of variables

From: Critical audit matters and stock price crash risk

Variable

Symbol

Details and calculation methods

Explained variable

NCSKEW

Negative coefficient of skewness of firm-specific weekly returns, see Eq. (2) for estimation method

DUVOL

Down-to-up volatility of firm-specific weekly returns, see Eq.(3) for estimation method

Explanatory variable

TREAT·YEAR

The interactive term in the DID model

NumCAM

The number of CAMs in one audit report

DumIdio

Dummy variable, whether corporate-idiosyncratic CAMs are contained in one audit report

NumIdio

The number of corporate-idiosyncratic CAMs in one audit report

Control variable

Size

Firm size, the natural log of a firm’s total assets

ABS_DA

Firm transparency, the absolute value of discretionary accruals calculated by the modified Jones model

ROA

Return on total assets, calculated as income before extraordinary items divided by total assets

Lev

Firm financial leverage, calculated as total liabilities divided by total assets

Dturn

Change of annual turnover rate, calculated as the difference between the annual turnover rate for this year and last year divided by the annual turnover rate for last year

StdW

Standard deviation of firm-specific weekly return rates

MB

book-to-market ratio

SOE

Dummy variable, the nature of property right, equals 1 if ultimate controlling owner is the country

Top1

Stock share of the largest shareholder

Independent

The proportion of independent directors in the board of directors

IND

Industry fixed effect