Basu's expanded regression panel model (second hypothesis)
| The estimated regression coefficients | |||||
|---|---|---|---|---|---|
| Matched on | Unstandardized regression coefficients | Standardized coefficient | t- Statistic | Sig | |
| B | Std. Error | Beta | |||
| (Constant) | 0.066 | 0.201 | – | 0.328 | 0.743 |
| NEG_t | −0.048 | 0.220 | −0.125 | −0.219 | 0.827 |
| RET_ t | 5–8.479 | 0.001 | −0.040 | −0.059 | 0.953 |
| RET_t.NEG_t | 0.006 | 0.009 | 0.404 | 0.745 | 0.456 |
| TESTFIRM_t | −0.030 | 0.024 | −0.075 | −1.235 | 0.217 |
| TESTFIRM_ t.NEG_ t | −0.013 | 0.035 | −0.027 | −0.375 | 0.708 |
| TESTFIRM_t.RETt | 52.935 | 0.000 | 0.008 | 0.143 | 0.886 |
| TESTFIRM_t.RET_t.NEG_t | 0.452 | 0.179 | 0.339 | 2.525 | 0.012 |
| MTB_t_1 | 0.006 | 0.003 | 0.162 | 2.143 | 0.033 |
| MTB_t_1.NEG_t | −0.007 | 0.003 | −0.142 | −2.099 | 0.036 |
| MTB_t_1.RET_t | 76.848 | 0.000 | 0.001 | 0.026 | 0.980 |
| MTB_t_1.RET_t.NEG_t | −0.001 | 0.000 | −0.132 | −2.449 | 0.015 |
| LEV_t_1 | −0.321 | 0.039- | −1.059 | −8.289 | 0.000 |
| LEV_t_1.NEG_t | 0.170 | 0.040 | 0.638 | 4.212 | 0.000 |
| LEV_t_1.RET_t | 59.621 | 0.000 | 0.032 | 0.235 | 0.814 |
| LEV_t_1.NEG_t.RETt_t | 0.006 | 0.003 | 0.309 | 2.350 | 0.019 |
| SIZE_t_1 | 0.023 | 0.016 | 0.123 | 1.380 | 0.168 |
| SIZE_t_1.NEG_t | −0.010 | 0.018 | −0.319 | −0.575 | 0.566 |
| SIZE_t_1.RET_t_1 | 6–8.424 | 0.000 | −0.048 | −0.072 | 0.943 |
| SIZE_t_1_NEG_t_RET_t | −0.001 | 0.001 | −0.484 | −0.900 | 0.369 |
| LIT_t_1 | −0.787 | 0.720 | −0.078 | −1.093 | 0.275 |
| LIT_t_1.NEG_t | 1.215 | 1.778 | 0.100 | 0.684 | 0.495 |
| LIT_t_1.RET_t | 0.007 | 0.013 | 0.030 | 0.546 | 0.586 |
| LIT_t_1.NEG_t.RET_t | 0.005 | 0.054 | 0.014 | 0.101 | 0.920 |
| Summary of regression models | |||||
| Correlation coefficient | 0.720 | F-statistic | 20.594 | ||
| R2 | 0.518 | p-value | 0.00 | ||
| Regression coefficient | 0.452 | t-statistic | 2.525 | ||
| Durbin–Watson statistic | 1.693 | p-value | 0.012 | ||
| The estimated regression coefficients | |||||
|---|---|---|---|---|---|
| Matched on | Unstandardized regression coefficients | Standardized coefficient | Sig | ||
| Std. Error | Beta | ||||
| (Constant) | 0.066 | 0.201 | – | 0.328 | 0.743 |
| NEG_ | −0.048 | 0.220 | −0.125 | −0.219 | 0.827 |
| RET_ | 5–8.479 | 0.001 | −0.040 | −0.059 | 0.953 |
| RET_ | 0.006 | 0.009 | 0.404 | 0.745 | 0.456 |
| TESTFIRM_ | −0.030 | 0.024 | −0.075 | −1.235 | 0.217 |
| TESTFIRM_ | −0.013 | 0.035 | −0.027 | −0.375 | 0.708 |
| TESTFIRM_ | 52.935 | 0.000 | 0.008 | 0.143 | 0.886 |
| TESTFIRM_ | 0.452 | 0.179 | 0.339 | 2.525 | 0.012 |
| MTB_ | 0.006 | 0.003 | 0.162 | 2.143 | 0.033 |
| MTB_ | −0.007 | 0.003 | −0.142 | −2.099 | 0.036 |
| MTB_ | 76.848 | 0.000 | 0.001 | 0.026 | 0.980 |
| MTB_ | −0.001 | 0.000 | −0.132 | −2.449 | 0.015 |
| LEV_ | −0.321 | 0.039- | −1.059 | −8.289 | 0.000 |
| LEV_ | 0.170 | 0.040 | 0.638 | 4.212 | 0.000 |
| LEV_ | 59.621 | 0.000 | 0.032 | 0.235 | 0.814 |
| LEV_ | 0.006 | 0.003 | 0.309 | 2.350 | 0.019 |
| SIZE_ | 0.023 | 0.016 | 0.123 | 1.380 | 0.168 |
| SIZE_ | −0.010 | 0.018 | −0.319 | −0.575 | 0.566 |
| SIZE_ | 6–8.424 | 0.000 | −0.048 | −0.072 | 0.943 |
| SIZE_ | −0.001 | 0.001 | −0.484 | −0.900 | 0.369 |
| LIT_ | −0.787 | 0.720 | −0.078 | −1.093 | 0.275 |
| LIT_ | 1.215 | 1.778 | 0.100 | 0.684 | 0.495 |
| LIT_ | 0.007 | 0.013 | 0.030 | 0.546 | 0.586 |
| LIT_ | 0.005 | 0.054 | 0.014 | 0.101 | 0.920 |
| Correlation coefficient | 0.720 | 20.594 | |||
| 0.518 | 0.00 | ||||
| Regression coefficient | 0.452 | 2.525 | |||
| Durbin–Watson statistic | 1.693 | 0.012 | |||
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