Basu's expanded regression panel model (first hypothesis)
| The estimated regression coefficients | |||||
|---|---|---|---|---|---|
| Matched on | Unstandardized regression coefficients | Standardized coefficient | t-statistic | Sig | |
| B | Std. error | Beta | |||
| (Constant) | 0.059 | 9.480 | – | 0.006 | 0.995 |
| NEG_t_1 | 83.310 | 18.799 | 6.933 | 4.432 | 0.000 |
| RET_t_1 | 0.002 | 0.093 | 0.026 | 0.021 | 0.983 |
| RET_t_1 × NEG_t_1 | 2.500 | 0.596 | 6.264 | 4.197 | 0.000 |
| TESTFIRM_t_1 | 0.000 | 1.130 | 0.000 | 0.000 | 1.000 |
| TESTFIRM_t_1 × NEG_t_1 | 9.729 | 2.110 | 0.532 | 4.610 | 0.000 |
| TESTFIRM_t_1 × RET_t_1 | −0.001 | 0.013 | −0.005 | −0.045 | 0.964 |
| TESTFIRM_t_1 × RET_t_1 × NEG_t_1 | 0.252 | 0.067 | 0.369 | 3.731 | 0.000 |
| MTB_t_2 | 0.025 | 0.237 | 0.015 | 0.105 | 0.917 |
| MTB_t_2 × NEG_t_1 | 0.491 | 0.527 | 0.110 | 0.932 | 0.352 |
| MTB_t_2 × RET_t_1 | 0.000 | 0.001 | −0.014 | −0.096 | 0.924 |
| MTB_t_2 × RET_t_1 × NEG_t_1 | 0.017 | 0.015 | 0.114 | 1.114 | 0.266 |
| LEV_t_2 | −0.326 | 1.981 | −0.015 | −0.164 | 0.869 |
| LEV_t_2 × NEG_t_1 | −8.373 | 4.024 | −0.510 | −2.081 | 0.038 |
| LEV_ t_2 × RET_t_1 | 0.001 | 0.037 | 0.008 | 0.023 | 0.981 |
| LEV_ t_2 × NEG_ t_1 × RET_ t_1 | −0.244 | 0.163 | −0.463 | −1.496 | 0.136 |
| SIZE_ t_2 | 0.018 | 0.757 | 0.002 | 0.024 | 0.981 |
| SIZE_ t_2 × NEG_ t_1 | −6.685 | 1.603 | −6.645 | −4.171 | 0.000 |
| SIZE_ t−2 × RET_ t_1 | 0.000 | 0.007 | −0.025 | −0.023 | 0.982 |
| SIZE_ t_2 × NEG_ t_1 × RET_ t_1 | −0.201 | 0.052 | −5.992 | −3.853 | 0.000 |
| LIT_ t_2 | 0.171 | 18.455 | 0.011 | 0.009 | 0.993 |
| LIT_ t_2 × NEG_ t_1 | −27.39 | 52.031 | −0.097 | −0.526 | 0.599 |
| LIT_ t_2 × RET_ t_1 | −0.007 | 0.0702 | −0.012 | −0.010 | 0.992 |
| LIT_ t_2 × NEG_ t_1 × RET_ t_1 | −0.826 | 1.756 | −0.087 | −0.470 | 0.638 |
| Summary of regression model | |||||
| Correlation coefficient | 0.440 | F-statistic | 2.901 | ||
| R2 | 0.194 | p-value | 0.00 | ||
| Regression coefficient | 0.252 | t-statistic | 3.731 | ||
| Durbin–Watson statistic | 2.151 | p-value | 0.00 | ||
| The estimated regression coefficients | |||||
|---|---|---|---|---|---|
| Matched on | Unstandardized regression coefficients | Standardized coefficient | Sig | ||
| Std. error | Beta | ||||
| (Constant) | 0.059 | 9.480 | – | 0.006 | 0.995 |
| NEG_ | 83.310 | 18.799 | 6.933 | 4.432 | 0.000 |
| RET_ | 0.002 | 0.093 | 0.026 | 0.021 | 0.983 |
| RET_ | 2.500 | 0.596 | 6.264 | 4.197 | 0.000 |
| TESTFIRM_ | 0.000 | 1.130 | 0.000 | 0.000 | 1.000 |
| TESTFIRM_ | 9.729 | 2.110 | 0.532 | 4.610 | 0.000 |
| TESTFIRM_ | −0.001 | 0.013 | −0.005 | −0.045 | 0.964 |
| TESTFIRM_ | 0.252 | 0.067 | 0.369 | 3.731 | 0.000 |
| MTB_ | 0.025 | 0.237 | 0.015 | 0.105 | 0.917 |
| MTB_ | 0.491 | 0.527 | 0.110 | 0.932 | 0.352 |
| MTB_ | 0.000 | 0.001 | −0.014 | −0.096 | 0.924 |
| MTB_ | 0.017 | 0.015 | 0.114 | 1.114 | 0.266 |
| LEV_ | −0.326 | 1.981 | −0.015 | −0.164 | 0.869 |
| LEV_ | −8.373 | 4.024 | −0.510 | −2.081 | 0.038 |
| LEV_ | 0.001 | 0.037 | 0.008 | 0.023 | 0.981 |
| LEV_ | −0.244 | 0.163 | −0.463 | −1.496 | 0.136 |
| SIZE_ | 0.018 | 0.757 | 0.002 | 0.024 | 0.981 |
| SIZE_ | −6.685 | 1.603 | −6.645 | −4.171 | 0.000 |
| SIZE_ | 0.000 | 0.007 | −0.025 | −0.023 | 0.982 |
| SIZE_ | −0.201 | 0.052 | −5.992 | −3.853 | 0.000 |
| LIT_ | 0.171 | 18.455 | 0.011 | 0.009 | 0.993 |
| LIT_ | −27.39 | 52.031 | −0.097 | −0.526 | 0.599 |
| LIT_ | −0.007 | 0.0702 | −0.012 | −0.010 | 0.992 |
| LIT_ | −0.826 | 1.756 | −0.087 | −0.470 | 0.638 |
| Correlation coefficient | 0.440 | 2.901 | |||
| 0.194 | 0.00 | ||||
| Regression coefficient | 0.252 | 3.731 | |||
| Durbin–Watson statistic | 2.151 | 0.00 | |||
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