Table A2.

Descriptive statistics

VariableDescriptionMeanSDMinMax
Panel A: Earnings-quality measures
EQ1Country rank of earnings quality, defined by StarMineOverall0.4520.2880.0101.000
 Between 0.2240.0100.888
 Within 0.199−0.1880.967
EQ2Accrual measure of earnings quality, defined by StarMineOverall0.5030.2630.0101.000
 Between 0.1720.0400.940
 Within 0.218−0.0771.106
EQ3Cash flow measure of earnings quality, defined by StarMineOverall0.5580.2220.0401.000
 Between 0.1970.0901.000
 Within 0.1270.0451.060
EQ4Operating-efficiency measure of earnings quality, defined by StarMineOverall0.5480.2630.0101.000
 Between 0.2300.0550.978
 Within 0.152−0.0301.125
EMEarnings-management measure based on modified Jones’s modelOverall−0.061***0.108−0.9410.000
 Between 0.115−0.9410.000
 Within 0.075−0.7600.324
Panel B: Board-gender-diversity measures
GD1Percentage of female directorsOverall0.1590.1220.0000.571
 Between 0.1050.0000.514
 Within 0.061−0.0080.436
GD2Blau’s (1977) index of gender diversificationOverall0.2380.1520.0000.500
 Between 0.1340.0000.487
 Within 0.0770.0190.538
GD3Shannon’s (1948) index of gender diversificationOverall0.3740.2180.0000.693
 Between 0.1930.0000.680
 Within 0.1130.0230.823
Panel C: Board-remuneration measures
BRem1Log transform of total remuneration per director (€)Overall12.1191.1847.04114.630
 Between 1.2277.11814.057
 Within 0.35810.52813.666
BRem2Log transform of fixed remuneration per director (€)Overall11.6491.0477.04114.501
 Between 1.0457.11813.364
 Within 0.3589.11513.644
BRem3Total remuneration as a share of net incomeOverall0.0390.166−0.4940.840
 Between 0.122−0.4940.442
 Within 0.130−0.6060.841
BRem4Variable remuneration as a share of net incomeOverall0.0150.048−0.1260.205
 Between 0.037−0.1260.180
 Within 0.035−0.2130.227
Panel D: Measures of board and firm features
BOwnPercentage of equity capital owned by boardOverall0.2060.2340.0000.893
 Between 0.2260.0000.839
 Within 0.073−0.1800.675
BIndepPercentage of independent directorsOverall0.4130.1680.0001.000
 Between 0.1440.1250.759
 Within 0.083−0.0870.778
BSizeNumber of board membersOverall10.2623.2064.00019.000
 Between 3.1704.00017.500
 Within 0.8327.66214.262
BExecPercentage of executive directorsOverall0.16510.1100.0000.667
 Between 0.1010.0000.540
 Within 0.0460.0050.405
SizeLog transformation of company’s total assetsOverall20.9922.09015.79025.541
 Between 2.10916.42425.502
 Within 0.21019.83022.090
RiskAltman’s (1968) Z-score indexOverall2.4562.772−8.96616.554
 Between 2.760−6.17313.806
 Within 0.843−1.8917.360
ROANet income over total assetsOverall0.0320.068−0.1920.212
 Between 0.065−0.1920.212
 Within 0.037−0.1700.234
LevShort- and long-term debt over total assetsOverall0.2890.1810.0000.825
 Between 0.1850.0000.825
 Within 0.060−0.0540.654
GOGrowth opportunitiesOverall1.2101.0180.0597.730
  Between 1.0120.0946.357
  Within 0.347−1.3254.375

Notes:

This table shows the mean, the standard deviation and the minimum and maximum for the total sample variables, differentiating between overall, between and within measures of the statistics (e.g. standard deviation, minimum and maximum). EQ1 to EQ4 as well as EM are the alternative metrics of earnings quality, which are the dependent variables in the main study. These metrics correspond to the measures of earnings quality developed by StarMine, based on a percentile ranking from 0 to 1 of stocks based on sustainability of earnings, with 1 representing the highest rank. These metrics are classified as the overall measure of earnings quality (EQ1), earnings quality corresponding to an accruals measure (EQ2), a cash flow measure (EQ3) and an operating-efficiency measure (EQ4). EM is the measure of earnings quality based on discretionary accruals used in the robustness analyses. By construction, EM takes negative values, with higher values indicating better earnings quality. GD1 to GD3 are the board’s gender-diversity alternative metrics for our first independent variable. BRem1 to BRem4 are the measures of remuneration of the board of directors, related to the hypotheses regarding the directors’ compensation. BOwn is the percentage of the equity capital owned by the board of directors, BIndep is the percentage of independent board members, BSize is the number of directors on the board of directors and BExec is the percentage of executive directors. Size is firm size as the logarithm of total assets. Risk measures the default risk based on Altman’s (1968) Z-score. ROA measures the return on assets, computed as net income over total assets. Lev measures the leverage ratio, defined as the sum of short- and long-term debt over total assets. Finally, GO is a metric of growth opportunities, defined as total assets less total common equity plus the company’s market capitalization, all scaled by total assets.

***Significance of the t test at 1%

Source: Authors’ own creation

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