Multilevel mixed-effects linear regression results for firms’ normalized and raw disclosure scores of debt covenant-related and efficiency-related APMs
| DISCLOSURE SCORES OF DEBT-COVENANT-RELATED APMsit | DISCLOSURE SCORES OF EFFICIENCY-RELATED APMsit | |||||
|---|---|---|---|---|---|---|
| Normalized | Raw | Normalized | Raw | |||
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 |
| H1/H2: LEVERAGEit-1 | 0.246*** (0.026) | 0.259*** (0.027) | 0.071*** (0.007) | −0.065*** (0.025) | −0.063** (0.025) | −0.021** (0.012) |
| LOSSit-1 | −0.000 (0.015) | 0.001 (0.015) | 0.001 (0.004) | −0.054*** (0.014) | −0.054*** (0.014) | −0.028*** (0.007) |
| H3: LEVERAGEit-1 x LOSSit-1 | −0.157** (0.086) | −0.034* (0.023) | −0.029 (0.080) | −0.010 (0.038) | ||
| SIZEit-1 | 0.039*** (0.005) | 0.040*** (0.005) | 0.011*** (0.001) | 0.067*** (0.005) | 0.067*** (0.005) | 0.029*** (0.002) |
| MARKET-TO-BOOKit-1 | 0.081*** (0.013) | 0.080*** (0.013) | 0.022*** (0.003) | 0.008 (0.012) | 0.008 (0.012) | −0.004 (0.006) |
| SALES GROWTHit-1 | 0.011* (0.006) | 0.011* (0.006) | 0.003* (0.002) | 0.010* (0.006) | 0.010* (0.006) | 0.002 (0.003) |
| BIG4it-1 | 0.051*** (0.014) | 0.050*** (0.014) | 0.012*** (0.004) | 0.058*** (0.013) | 0.058*** (0.013) | 0.031*** (0.006) |
| INSTITUTIONAL INVESTORSit-1 | −0.117 (0.575) | −0.116 (0.575) | −0.036 (0.154) | 0.432 (0.540) | 0.433 (0.540) | 0.222 (0.256) |
| FIRM AGEit-1 | 0.071*** (0.023) | 0.070*** (0.023) | 0.015** (0.006) | 0.033 (0.022) | 0.032 (0.022) | 0.025** (0.010) |
| LAW AND ENFORCEMENTit | 0.008 (0.030) | 0.009 (0.030) | 0.004 (0.009) | 0.027 (0.036) | 0.027 (0.036) | 0.013 (0.018) |
| INVESTOR PROTECTIONit | 0.011 (0.041) | 0.010 (0.041) | 0.001 (0.012) | −0.027 (0.050) | −0.027 (0.050) | −0.012 (0.025) |
| Industry fixed effectsa | Included | Included | Included | Included | Included | Included |
| Year fixed effectsa | Included | Included | (0.024) | Included | Included | Included |
| Random country effectsa | Included | Included | Included | Included | Included | Included |
| Random firm effectsa | Included | Included | Included | Included | Included | Included |
| Constant | −0.257*** (0.086) | −0.261*** (0.085) | −0.068*** (0.024) | −0.282*** (0.094) | −0.283*** (0.095) | −0.065 (0.047) |
| Number of observations | 3,683 | 3,683 | 3,683 | 3,683 | 3,683 | 3,683 |
| Wald–Chi2 | 362.81*** | 366.54*** | 288.20*** | 617.15*** | 617.31*** | 353.44*** |
| DISCLOSURE | DISCLOSURE | |||||
|---|---|---|---|---|---|---|
| Normalized | Raw | Normalized | Raw | |||
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 |
| 0.246 | 0.259 | 0.071 | −0.065 | −0.063 | −0.021 | |
| −0.000 (0.015) | 0.001 (0.015) | 0.001 (0.004) | −0.054 | −0.054 | −0.028 | |
| −0.157 | −0.034 | −0.029 (0.080) | −0.010 (0.038) | |||
| 0.039 | 0.040 | 0.011 | 0.067 | 0.067 | 0.029 | |
| MARKET-TO-BOOK | 0.081 | 0.080 | 0.022 | 0.008 (0.012) | 0.008 (0.012) | −0.004 (0.006) |
| 0.011 | 0.011 | 0.003 | 0.010 | 0.010 | 0.002 (0.003) | |
| BIG4 | 0.051 | 0.050 | 0.012 | 0.058 | 0.058 | 0.031 |
| INSTITUTIONAL INVESTORS | −0.117 (0.575) | −0.116 (0.575) | −0.036 (0.154) | 0.432 (0.540) | 0.433 (0.540) | 0.222 (0.256) |
| FIRM AGE | 0.071 | 0.070 | 0.015 | 0.033 (0.022) | 0.032 (0.022) | 0.025 |
| LAW AND ENFORCEMENT | 0.008 (0.030) | 0.009 (0.030) | 0.004 (0.009) | 0.027 (0.036) | 0.027 (0.036) | 0.013 (0.018) |
| INVESTOR PROTECTION | 0.011 (0.041) | 0.010 (0.041) | 0.001 (0.012) | −0.027 (0.050) | −0.027 (0.050) | −0.012 (0.025) |
| Industry fixed effectsa | Included | Included | Included | Included | Included | Included |
| Year fixed effectsa | Included | Included | (0.024) | Included | Included | Included |
| Random country effectsa | Included | Included | Included | Included | Included | Included |
| Random firm effectsa | Included | Included | Included | Included | Included | Included |
| Constant | −0.257 | −0.261 | −0.068 | −0.282 | −0.283 | −0.065 (0.047) |
| Number of observations | 3,683 | 3,683 | 3,683 | 3,683 | 3,683 | 3,683 |
| Wald–Chi2 | 362.81 | 366.54 | 288.20 | 617.15 | 617.31 | 353.44 |
Note(s):Table 2 provides the definitions of the variables. ***p < 0.01, **p < 0.05, *p < 0.1 (Standard errors in parentheses). aIndividual coefficients of the industry and year fixed effects and random country and firm effects are not reported for parsimony
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