Table A3.

Correlation matrix

VariablesEQ1EQ2EQ3EQ4EMGD1GD2GD3BRem1BRem2BRem3BRem4BOwnBIndepBSizeBExecSizeRiskROALev
EQ20.524***1.000                  
EQ30.751***0.114*1.000                 
EQ40.752***0.006870.531***1.000                
EM0.0134−0.01920.07060.02581.000               
GD10.07410.08720.01860.06910.106*1.000              
GD20.09070.05220.05260.09630.126*0.958***1.000             
GD30.1020.04390.07460.106*0.140**0.922***0.991***1.000            
Brem10.120*−0.008950.142**0.152**0.04820.133*0.182***0.198***1.000           
Brem20.151**−0.001250.146**0.199***0.002930.104*0.139**0.150**0.917***1.000          
Brem30.07190.04380.114*0.0203−0.0316−0.009370.01420.0221−0.0909−0.167**1.000         
Brem40.04410.03250.113*−0.02910.01900.02190.04340.0500−0.0518−0.224***0.851***1.000        
BOwn−0.0428−0.03920.0238−0.03080.0146−0.109*−0.0828−0.0749−0.243***−0.215***0.104*0.08221.000       
BIndep0.0998−0.03870.04840.151**−0.01570.202***0.221***0.211***0.222***0.219***−0.0638−0.0557−0.298***1.000      
BSize0.04610.02010.08960.01190.137**0.05330.124*0.163**0.499***0.415***−0.107*−0.0814−0.188***−0.03611.000     
BExec0.0437−0.0791−0.01380.198***−0.0243−0.0948−0.120*−0.137**0.112*0.131*0.08460.07430.201***−0.0701−0.255***1.000    
Size0.02020.01840.05860.002290.162**0.202***0.235***0.249***0.773***0.706***−0.160**−0.166**−0.355***0.247***0.687***−0.173***1.000   
Risk0.424***−0.09530.478***0.529***0.0422−0.0517−0.009910.01610.06500.114*0.08940.03800.206***−0.0302−0.113*0.270***−0.211***1.000  
ROA0.421***−0.237***0.497***0.615***0.144**0.05470.09730.118*0.08040.07370.147**0.120*0.09950.0408−0.07880.187***−0.05390.607***1.000 
Lev−0.309***−0.0595−0.286***−0.304***−0.112*0.03740.00712−0.02410.00753−0.0256−0.110*−0.0929−0.203***−0.02220.147**−0.224***0.201***−0.569***−0.328***1.000
GO0.340***−0.155**0.416***0.444***−0.0575−0.0461−0.0155−0.005040.09170.120*−0.0143−0.03160.155**0.00540−0.122*0.149**−0.167**0.769***0.519***−0.200***

Notes:

This table provides a pairwise correlation matrix of the variables used in the empirical analyses. 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 consist of 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 alternative metrics of boards’ gender diversity 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 measure 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. ***, ** and * simply significance at 1, 5 and 10%, respectively

Source: Author’s own creation

or Create an Account

Close subscription notice
Close access options