Correlation table
| Discret bonus | Formula bonus | Big4 | Earning predict CF | Abnorm accrual | ROA volatility | Return volatility | CEO tenure | CEO duality | R&D to sales | B/M ratio | Loss | Size | Leverage | ROA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Discret Bonus | −0.350 | −0.060 | −0.011 | 0.042 | 0.048 | 0.098 | 0.088 | 0.007 | −0.021 | 0.022 | −0.008 | −0.055 | −0.051 | 0.040 | |
| Formula Bonus | −0.350 | 0.151 | 0.001 | −0.032 | −0.038 | −0.167 | −0.095 | 0.014 | −0.024 | −0.107 | −0.212 | 0.241 | 0.115 | 0.156 | |
| Big4 | −0.060 | 0.151 | −0.014 | −0.008 | −0.071 | −0.212 | −0.091 | 0.043 | −0.083 | −0.050 | −0.085 | 0.328 | 0.203 | 0.019 | |
| Earn Predict CF | −0.016 | 0.012 | −0.017 | 0.019 | 0.026 | 0.019 | 0.004 | −0.022 | −0.010 | 0.040 | 0.003 | −0.035 | −0.046 | 0.006 | |
| Abnorm Accrual | 0.046 | −0.019 | −0.014 | 0.017 | −0.008 | 0.011 | 0.001 | 0.002 | −0.057 | 0.043 | −0.019 | −0.031 | 0.026 | −0.003 | |
| ROA Volatility | 0.022 | −0.009 | −0.054 | 0.024 | −0.008 | 0.271 | 0.056 | −0.034 | 0.284 | −0.039 | 0.105 | −0.113 | −0.180 | 0.076 | |
| Return Volatility | 0.100 | −0.158 | −0.195 | 0.033 | 0.011 | 0.183 | 0.044 | −0.142 | 0.117 | 0.170 | 0.302 | −0.602 | −0.207 | −0.212 | |
| CEO Tenure | 0.115 | −0.136 | −0.117 | 0.024 | −0.001 | 0.033 | 0.031 | 0.318 | −0.003 | −0.024 | −0.063 | −0.068 | −0.061 | 0.064 | |
| CEO Duality | 0.007 | 0.014 | 0.043 | −0.016 | −0.015 | −0.020 | −0.109 | 0.290 | −0.073 | −0.022 | −0.090 | 0.148 | 0.044 | 0.059 | |
| R&D to Sales | 0.049 | −0.042 | −0.067 | 0.004 | 0.016 | 0.037 | 0.098 | 0.011 | 0.009 | −0.172 | 0.103 | −0.041 | −0.290 | 0.035 | |
| B/M Ratio | 0.024 | −0.041 | −0.037 | 0.007 | −0.012 | −0.014 | 0.013 | 0.008 | −0.013 | −0.005 | 0.192 | −0.371 | −0.099 | −0.448 | |
| Loss | −0.008 | −0.212 | −0.085 | 0.007 | −0.026 | 0.087 | 0.278 | −0.029 | −0.090 | 0.054 | 0.072 | −0.328 | 0.042 | −0.653 | |
| Size | −0.047 | 0.233 | 0.327 | −0.045 | −0.027 | −0.069 | −0.521 | −0.094 | 0.154 | −0.042 | −0.122 | −0.345 | 0.256 | 0.328 | |
| Leverage | −0.034 | 0.072 | 0.157 | −0.054 | 0.038 | −0.089 | −0.052 | −0.065 | 0.004 | −0.016 | −0.094 | 0.078 | 0.148 | −0.220 | |
| ROA | 0.027 | 0.171 | 0.058 | −0.010 | −0.004 | −0.014 | −0.213 | 0.029 | 0.053 | −0.143 | −0.059 | −0.644 | 0.340 | −0.135 |
| Discret bonus | Formula bonus | Big4 | Earning predict CF | Abnorm accrual | ROA volatility | Return volatility | CEO tenure | CEO duality | R&D to sales | B/M ratio | Loss | Size | Leverage | ROA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| −0.011 | 0.007 | −0.008 | |||||||||||||
| 0.001 | 0.014 | ||||||||||||||
| −0.014 | −0.008 | 0.019 | |||||||||||||
| −0.016 | 0.012 | −0.017 | 0.019 | 0.019 | 0.004 | −0.010 | 0.003 | 0.006 | |||||||
| −0.019 | −0.014 | 0.017 | −0.008 | 0.011 | 0.001 | 0.002 | −0.019 | −0.003 | |||||||
| −0.009 | −0.008 | ||||||||||||||
| 0.011 | |||||||||||||||
| −0.001 | −0.003 | ||||||||||||||
| 0.007 | 0.014 | −0.016 | −0.015 | ||||||||||||
| 0.004 | 0.016 | 0.011 | 0.009 | ||||||||||||
| 0.007 | −0.012 | −0.014 | 0.013 | 0.008 | −0.013 | −0.005 | |||||||||
| −0.008 | 0.007 | ||||||||||||||
| 0.004 | −0.016 | ||||||||||||||
| −0.010 | −0.004 | −0.014 |
Note(s): The numbers below (above) the diagonal are Pearson (Spearman) correlations. Italic figures are statistically significant at the 0.05 (two-tailed) level
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