Khan–Watts' 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) | 0.038 | 0.154 | – | 0.248 | 0.804 |
| NEG_t | −0.163 | 0.185 | −0.424 | −0.881 | 0.379 |
| RET_t | 0.000 | 0.001 | −0.091 | −0.141 | 0.888 |
| SIZE_t × RET_t | 66.956 | 0.000 | 0.040 | 0.065 | 0.948 |
| MTB_t × RET_ t | 5–5.677 | 0.000 | −0.158 | −2.647 | 0.008 |
| LEV_ t × RET_t | 0.000 | 0.000 | 0.060 | 0.463 | 0.643 |
| LIT_t × RETt_t | 0.001 | 0.005 | 0.037 | 0.263 | 0.792 |
| NEG_t × RET_t | 0.002 | 0.008 | 0.110 | 0.223 | 0.824 |
| SIZE_t × NEG_t × RET_t | 0.000 | 0.001 | −0.239 | −0.490 | 0.625 |
| MTB_t × NEG_t × RET_t | 0.000 | 0.000 | −0.053 | −1.609 | 0.108 |
| LEV_t × NEG_t × RET_t | 0.005 | 0.002 | 0.272 | 2.828 | 0.005 |
| LIT_t × NEG_t × RET_t | 0.043 | 0.045 | 0.111 | 0.948 | 0.344 |
| SIZE_t | 0.023 | 0.012 | 0.111 | 1.828 | 0.068 |
| MTB_t | 0.021 | 0.005 | 0.594 | 4.398 | 0.000 |
| LEV_t | −0.336 | 0.032 | −1.230 | −10.653 | 0.000 |
| LIT_t | −0.014 | 0.085 | −0.023 | −0.168 | 0.867 |
| NEG_t × SIZE_t | 0.001 | 0.015 | 0.034 | 0.073 | 0.942 |
| NEG_t × MTB_t | −0.022 | 0.005 | −0.577 | −4.433 | 0.000 |
| NEG_t × LEV_t | 0.193 | 0.033 | 0.791 | 5.867 | 0.000 |
| NEG_t × LIT_t | 1.653 | 1.424 | 0.136 | 1.161 | 0.246 |
| TESTFIRM_t | −0.028 | 0.022 | −0.071 | −1.316 | 0.189 |
| TESTFIRM_t × NEG_t | −0.004 | 0.030 | −0.009 | −0.149 | 0.881 |
| TESTFIRM_t × RET_t | 51.416 | 0.000 | 0.004 | 0.084 | 0.933 |
| TESTFIRM_t × RET_t × NEG_t | 0.151 | 0.074 | 0.046 | 2.031 | 0.043 |
| Summary of regression models | |||||
| Correlation coefficient | 0.782 | F-statistic | 30.453 | ||
| R2 | 0.611 | p-value | 0.00 | ||
| Regression coefficient | 0.151 | t-statistic | 2.031 | ||
| Durbin–Watson statistic | 1.789 | p-value | 0.043 | ||
| The estimated regression coefficients | |||||
|---|---|---|---|---|---|
| Matched on | Unstandardized regression coefficients | Standardized coefficient | Sig | ||
| Std. Error | Beta | ||||
| (Constant) | 0.038 | 0.154 | – | 0.248 | 0.804 |
| NEG_ | −0.163 | 0.185 | −0.424 | −0.881 | 0.379 |
| RET_ | 0.000 | 0.001 | −0.091 | −0.141 | 0.888 |
| SIZE_ | 66.956 | 0.000 | 0.040 | 0.065 | 0.948 |
| MTB_ | 5–5.677 | 0.000 | −0.158 | −2.647 | 0.008 |
| LEV_ | 0.000 | 0.000 | 0.060 | 0.463 | 0.643 |
| LIT_ | 0.001 | 0.005 | 0.037 | 0.263 | 0.792 |
| NEG_ | 0.002 | 0.008 | 0.110 | 0.223 | 0.824 |
| SIZE_ | 0.000 | 0.001 | −0.239 | −0.490 | 0.625 |
| MTB_ | 0.000 | 0.000 | −0.053 | −1.609 | 0.108 |
| LEV_ | 0.005 | 0.002 | 0.272 | 2.828 | 0.005 |
| LIT_ | 0.043 | 0.045 | 0.111 | 0.948 | 0.344 |
| SIZE_ | 0.023 | 0.012 | 0.111 | 1.828 | 0.068 |
| MTB_ | 0.021 | 0.005 | 0.594 | 4.398 | 0.000 |
| LEV_ | −0.336 | 0.032 | −1.230 | −10.653 | 0.000 |
| LIT_ | −0.014 | 0.085 | −0.023 | −0.168 | 0.867 |
| NEG_ | 0.001 | 0.015 | 0.034 | 0.073 | 0.942 |
| NEG_ | −0.022 | 0.005 | −0.577 | −4.433 | 0.000 |
| NEG_ | 0.193 | 0.033 | 0.791 | 5.867 | 0.000 |
| NEG_ | 1.653 | 1.424 | 0.136 | 1.161 | 0.246 |
| TESTFIRM_ | −0.028 | 0.022 | −0.071 | −1.316 | 0.189 |
| TESTFIRM_ | −0.004 | 0.030 | −0.009 | −0.149 | 0.881 |
| TESTFIRM_ | 51.416 | 0.000 | 0.004 | 0.084 | 0.933 |
| TESTFIRM_ | 0.151 | 0.074 | 0.046 | 2.031 | 0.043 |
| Correlation coefficient | 0.782 | 30.453 | |||
| 0.611 | 0.00 | ||||
| Regression coefficient | 0.151 | 2.031 | |||
| Durbin–Watson statistic | 1.789 | 0.043 | |||
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