ANOVA regression results on the effects of King IV on EDR-firm performance relationship
| Regression coefficients | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EDRS | EDRL | EDRI | ||||||||||
| (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) | (15) | |
| EPS | ROA | TSR | TQ | EPS | ROA | TSR | TQ | EPS | ROA | TSR | TQ | |
| EPS | 1.1881 | 1.3844 | 1.1972 | |||||||||
| ROA | 2.3748 | 4.1903 | 3.2782 | |||||||||
| TSR | 0.6407 | −1.4120** | −0.0858 | |||||||||
| TQ | 0.6629*** | 1.3799*** | 0.8730*** | |||||||||
| King IV | −41.8141 | −134.4832*** | −8.5573 | −1.7103** | 0.3809 | −51.1760 | −6.9361 | −0.4292 | −19.6713 | −67.1604 | −5.6674 | −0.6503 |
| Ln Size | 0.9358*** | 0.9353*** | 0.9664*** | 0.9502*** | 1.0010*** | 1.0119*** | 0.9919*** | 1.0635*** | 0.9920*** | 1.0011*** | 1.0110*** | 1.0288*** |
| Dir S Holding | −0.5008 | −0.2309 | −0.3903 | −0.5634 | −0.8737 | −0.7323 | −0.9025 | −0.8799 | 0.7568 | 0.9469 | 0.8381 | 0.7248 |
| Block | −1.0124 | −1.0829 | −1.0241 | −1.5439 | 1.2229 | 1.1301 | 1.1526 | 0.2923 | −0.1117 | −0.1934 | −0.1568 | −0.7479 |
| Ins S Holding | −0.0154 | −0.0137 | −0.0139 | −0.0169 | 0.0036 | 0.0082 | 0.0063 | 0.0058 | −0.0136 | −0.0113 | −0.0113 | −0.0143 |
| Leverage | −0.0867 | −0.0634 | −0.0736 | −0.0909 | −0.1374 | −0.1229 | −0.1415 | −0.1392 | −0.0522 | −0.0381 | −0.0478 | −0.0539 |
| Growth | 1.1747*** | 1.0452** | 1.0697*** | 1.0992*** | 0.0658 | −0.0089 | 0.1142 | −0.0123 | 0.9689*** | 0.8938*** | 0.9406*** | 0.9088*** |
| King IV: RERFORM | 5.4701 | 23.4671*** | 1.6597 | 1.3731*** | −0.0854 | 8.8980 | 1.3096 | 0.3622 | 2.5611 | 11.7013 | 1.0800 | 0.5180 |
| F-test for FE | 4.93*** | 5.06*** | 5.20*** | 4.96*** | 7.10*** | 6.57*** | 7.12*** | 6.51*** | 6.44*** | 6.36*** | 6.49*** | 6.04*** |
| Hausman test | 2.09** | 2.31*** | 2.24*** | 2.22*** | 1.23 | 0.95 | 1.89* | 1.28 | 1.46 | 1.43 | 1.47 | 1.28 |
| Best fit model | FE | FE | FE | FE | RE | RE | FE | RE | RE | RE | RE | RE |
| BPG | 508.1*** | 517.14*** | 511.82*** | 512.73*** | 411.5*** | 423.08*** | 412.95*** | 419.14*** | 962.3*** | 969.92*** | 967.17*** | 960.49*** |
| DW | 1.69 | 1.71 | 1.71 | 1.70 | 1.29 | 1.29 | 1.29 | 1.29 | 1.60 | 1.60 | 1.61 | 1.59 |
| Marginal R2 | 0.10 | 0.10 | 0.10 | 0.12 | 0.07 | 0.07 | 0.07 | 0.11 | 0.11 | 0.11 | 0.11 | 0.15 |
| Conditional R2 | 0.33 | 0.34 | 0.34 | 0.35 | 0.36 | 0.35 | 0.36 | 0.36 | 0.38 | 0.39 | 0.39 | 0.39 |
| Regression coefficients | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) | (15) | |
| EPS | ROA | TSR | TQ | EPS | ROA | TSR | TQ | EPS | ROA | TSR | TQ | |
| EPS | 1.1881 | 1.3844 | 1.1972 | |||||||||
| ROA | 2.3748 | 4.1903 | 3.2782 | |||||||||
| TSR | 0.6407 | −1.4120** | −0.0858 | |||||||||
| TQ | 0.6629*** | 1.3799*** | 0.8730*** | |||||||||
| King IV | −41.8141 | −134.4832*** | −8.5573 | −1.7103** | 0.3809 | −51.1760 | −6.9361 | −0.4292 | −19.6713 | −67.1604 | −5.6674 | −0.6503 |
| Ln Size | 0.9358*** | 0.9353*** | 0.9664*** | 0.9502*** | 1.0010*** | 1.0119*** | 0.9919*** | 1.0635*** | 0.9920*** | 1.0011*** | 1.0110*** | 1.0288*** |
| Dir S Holding | −0.5008 | −0.2309 | −0.3903 | −0.5634 | −0.8737 | −0.7323 | −0.9025 | −0.8799 | 0.7568 | 0.9469 | 0.8381 | 0.7248 |
| Block | −1.0124 | −1.0829 | −1.0241 | −1.5439 | 1.2229 | 1.1301 | 1.1526 | 0.2923 | −0.1117 | −0.1934 | −0.1568 | −0.7479 |
| Ins S Holding | −0.0154 | −0.0137 | −0.0139 | −0.0169 | 0.0036 | 0.0082 | 0.0063 | 0.0058 | −0.0136 | −0.0113 | −0.0113 | −0.0143 |
| Leverage | −0.0867 | −0.0634 | −0.0736 | −0.0909 | −0.1374 | −0.1229 | −0.1415 | −0.1392 | −0.0522 | −0.0381 | −0.0478 | −0.0539 |
| Growth | 1.1747*** | 1.0452** | 1.0697*** | 1.0992*** | 0.0658 | −0.0089 | 0.1142 | −0.0123 | 0.9689*** | 0.8938*** | 0.9406*** | 0.9088*** |
| King IV: RERFORM | 5.4701 | 23.4671*** | 1.6597 | 1.3731*** | −0.0854 | 8.8980 | 1.3096 | 0.3622 | 2.5611 | 11.7013 | 1.0800 | 0.5180 |
| F-test for FE | 4.93*** | 5.06*** | 5.20*** | 4.96*** | 7.10*** | 6.57*** | 7.12*** | 6.51*** | 6.44*** | 6.36*** | 6.49*** | 6.04*** |
| Hausman test | 2.09** | 2.31*** | 2.24*** | 2.22*** | 1.23 | 0.95 | 1.89* | 1.28 | 1.46 | 1.43 | 1.47 | 1.28 |
| Best fit model | FE | FE | FE | FE | RE | RE | FE | RE | RE | RE | RE | RE |
| BPG | 508.1*** | 517.14*** | 511.82*** | 512.73*** | 411.5*** | 423.08*** | 412.95*** | 419.14*** | 962.3*** | 969.92*** | 967.17*** | 960.49*** |
| DW | 1.69 | 1.71 | 1.71 | 1.70 | 1.29 | 1.29 | 1.29 | 1.29 | 1.60 | 1.60 | 1.61 | 1.59 |
| 0.10 | 0.10 | 0.10 | 0.12 | 0.07 | 0.07 | 0.07 | 0.11 | 0.11 | 0.11 | 0.11 | 0.15 | |
| 0.33 | 0.34 | 0.34 | 0.35 | 0.36 | 0.35 | 0.36 | 0.36 | 0.38 | 0.39 | 0.39 | 0.39 | |
Note(s): The Breusch-Pangan-Godfrey (BPG) test was used to assess heteroscedasticity, while the Durbin Watson (DW) test was used to test for autocorrelation. *, ** and *** denote levels of significance at the 10, 5% and 1% levels respectively
Source(s): Authors’ own creation