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Table 1 Summary of variables and their measurement

From: The impact of board gender diversity on the accrual/real earnings management practice: evidence from an emerging market

 

Label

Measure

Source

Dependent variable

 Earnings Management

  Accrual Earnings Management

AEM

Modified Jones model (1995) (Eq. 1)

DataStream and financial statements

Kothari et al. [67] (Eq. 2)

Kasznik [63] model (Eq. 3)

Raman and Shahrur [80] Model (Eq. 4)

  Real Earnings Management

REM

ABCFO: Abnormal levels of cash flow from operations (Eq. 5)

DataStream and financial statements

ABDISCX: Abnormal level from the sum of Selling and Marketing Expenses and General and Administrative Expenses (Eq. 6)

ABPROD: Abnormal level from the sum of cost of goods sold and change in inventory (Eq. 7)

RM1 = − Abnormal cash flows from operations + Abnormal production costs (Eq. 8)

RM2 = − Abnormal cash flows from operations − Abnormal discretionary expenditures (Eq. 9)

RM3 = − Abnormal cash flows from operations + Abnormal production costs − Abnormal discretionary expenditures (Eq. 10)

Independent variable

 Board diversity

BRDDIV

The number of female directors scaled by total size of board directors

Annual Disclosure Books By EGX, Ownership structure reports and BOD reports

Control variables

 Firm size

SIZE

Natural log of the book value of a firm’s total assets at the end of its financial year

DataStream and financial statements

 Liquidity

LIQ

Ratio of current assets to current liabilities

DataStream and financial statements

 Performance

ROA

Ratio of net income to total assets at the beginning of the year

DataStream and financial statements

 Performance

ROE

Net income is scaled by the total equity at the beginning of the year

DataStream and financial statements

 Capital structure (Gearings)

GEAR

Total debt is scaled by total equity at the end of fiscal year

DataStream and financial statements

 Leverage

LEV

The book value of total debt scaled by total assets at the end of its financial year

DataStream and financial statements

 Assets Tangibility

ASSTAN

Ratio of net property plant and equipment scaled by total assets

DataStream and financial statements

 Operating Cycle

OC

The logarithm of the sum of the inventory and the receivables period

DataStream and financial statements

 Earnings Management Flexibility

EMFLEX

Total inventories and receivables scaled by total assets

DataStream and financial statements