Khan–Watts' 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) | 0.003 | 11.026 | – | 0.000 | 1.000 |
| NEG_t_1 | 116.467 | 20.487 | 7.527 | 5.685 | 0.000 |
| RET_ t _1 | 0.000 | 0.106 | 0.003 | 0.003 | 0.998 |
| SIZE_ t _1 × RET_ t _1 | 5–4.160 | 0.008 | −0.005 | −0.005 | 0.996 |
| MTB_t_1 × RET_ t _1 | 5–5.502 | 0.002 | −0.003 | −0.023 | 0.982 |
| LEV_t_1 × RET_t_1 | 0.001 | 0.037 | 0.004 | 0.014 | 0.989 |
| LIT_t_1 × RET_t_1 | 0.001 | 0.466 | 0.000 | 0.002 | 0.998 |
| NEG_t_1 × RET_t_1 | 2.988 | 0.668 | 6.014 | 4.471 | 0.000 |
| SIZE_ t _1 × NEG_ t _1 × RET_ t _1 | −0.237 | 0.057 | −5.643 | −4.137 | 0.000 |
| MTB_ t _1 × NEG_t _1 × RET_t_1 | −0.007 | 0.014 | −0.059 | −0.516 | 0.606 |
| LEV_t_1 × NEG_t_1 × RET_t_1 | −0.300 | 0.150 | −0.501 | −1.998 | 0.047 |
| LIT_t_1 × NEG_t_1 × RET_t_1 | −2.427 | 2.398 | −0.189 | −1.012 | 0.312 |
| SIZE_t_1 | 0.024 | 0.883 | 0.002 | 0.028 | 0.978 |
| MTB_t_1 | 0.023 | 0.308 | 0.008 | 0.075 | 0.940 |
| LEV_t_1 | −0.329 | 2.118 | −0.014 | −0.156 | 0.876 |
| LIT_t_1 | −0.214 | 37.735 | −0.0001 | −0.006 | 0.995 |
| NEG_t_1 × SIZE_t_1 | −8.923 | 1.731 | −6.863 | −5.154 | 0.000 |
| NEG_t_1 × MTB_t_1 | −0.101 | 0.495 | −0.028 | −0.205 | 0.838 |
| NEG_t_1 × LEV_t_1 | −17.041 | 4.256 | −0.878 | −4.005 | 0.000 |
| NEG_t_1 × LIT_t_1 | −78.068 | 83.330 | −0.193 | −0.937 | 0.350 |
| TESTFIRM_t_1 | −0.021 | 1.339 | −0.001 | −0.016 | 0.987 |
| TESTFIRM_t_1 × NEG_t_1 | 12.881 | 2.448 | 0.589 | 5.262 | 0.000 |
| TESTFIRM_t_1 × RET_t_1 | 0.000 | 0.015 | −0.001 | −0.012 | 0.990 |
| TESTFIRM_t_1 × RET_t_1 × NEG_t_1 | 0.270 | 0.074 | 0.363 | 3.662 | 0.000 |
| Summary of regression models | |||||
| Correlation coefficient | 0.532 | F-statistic | 5.003 | ||
| R2 | 0.283 | p-value | 0.00 | ||
| Regression coefficient | 0.270 | t-statistic | 3.662 | ||
| Durbin–Watson statistic | 2.114 | p-value | 0.00 | ||
| The estimated regression coefficients | |||||
|---|---|---|---|---|---|
| Matched on | Unstandardized regression coefficients | Standardized coefficient | Sig | ||
| Std. Error | Beta | ||||
| (Constant) | 0.003 | 11.026 | – | 0.000 | 1.000 |
| NEG_ | 116.467 | 20.487 | 7.527 | 5.685 | 0.000 |
| RET_ | 0.000 | 0.106 | 0.003 | 0.003 | 0.998 |
| SIZE_ | 5–4.160 | 0.008 | −0.005 | −0.005 | 0.996 |
| MTB_ | 5–5.502 | 0.002 | −0.003 | −0.023 | 0.982 |
| LEV_ | 0.001 | 0.037 | 0.004 | 0.014 | 0.989 |
| LIT_ | 0.001 | 0.466 | 0.000 | 0.002 | 0.998 |
| NEG_ | 2.988 | 0.668 | 6.014 | 4.471 | 0.000 |
| SIZE_ | −0.237 | 0.057 | −5.643 | −4.137 | 0.000 |
| MTB_ | −0.007 | 0.014 | −0.059 | −0.516 | 0.606 |
| LEV_ | −0.300 | 0.150 | −0.501 | −1.998 | 0.047 |
| LIT_ | −2.427 | 2.398 | −0.189 | −1.012 | 0.312 |
| SIZE_ | 0.024 | 0.883 | 0.002 | 0.028 | 0.978 |
| MTB_ | 0.023 | 0.308 | 0.008 | 0.075 | 0.940 |
| LEV_ | −0.329 | 2.118 | −0.014 | −0.156 | 0.876 |
| LIT_ | −0.214 | 37.735 | −0.0001 | −0.006 | 0.995 |
| NEG_ | −8.923 | 1.731 | −6.863 | −5.154 | 0.000 |
| NEG_ | −0.101 | 0.495 | −0.028 | −0.205 | 0.838 |
| NEG_ | −17.041 | 4.256 | −0.878 | −4.005 | 0.000 |
| NEG_ | −78.068 | 83.330 | −0.193 | −0.937 | 0.350 |
| TESTFIRM_ | −0.021 | 1.339 | −0.001 | −0.016 | 0.987 |
| TESTFIRM_ | 12.881 | 2.448 | 0.589 | 5.262 | 0.000 |
| TESTFIRM_ | 0.000 | 0.015 | −0.001 | −0.012 | 0.990 |
| TESTFIRM_ | 0.270 | 0.074 | 0.363 | 3.662 | 0.000 |
| Correlation coefficient | 0.532 | 5.003 | |||
| 0.283 | 0.00 | ||||
| Regression coefficient | 0.270 | 3.662 | |||
| Durbin–Watson statistic | 2.114 | 0.00 | |||
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