Mechanism test results
| Variable | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
|---|---|---|---|---|---|---|---|---|
| Full sample | Full sample | Full sample | Full sample | Full sample | Full sample | Full sample | Full sample | |
| ΔKZ | Δlnpatent | ΔCost | Δlnpatent | ΔTax | Δlnpatent | ΔGS | Δlnpatent | |
| Reform | −1.8227* | 0.5814*** | −0.0533* | 0.5672*** | −0.0646** | 0.5709*** | 0.0062*** | 0.5655*** |
| (1.74) | (7.74) | (−1.79) | (7.75) | (−2.01) | (7.78) | (3.28) | (7.80) | |
| ΔKZ | −0.1224** | |||||||
| (−2.17) | ||||||||
| ΔCost | −0.5153** | |||||||
| (−2.15) | ||||||||
| ΔTax | −0.1446* | |||||||
| (−1.78) | ||||||||
| ΔGS | 1.2057* | |||||||
| (1.76) | ||||||||
| Lnage | 7.7634** | −0.0927 | −0.0404 | −0.0803 | −0.0272 | −0.0809 | −0.0028 | −0.0830 |
| (2.41) | (−0.94) | (−0.65) | (−0.86) | (−0.66) | (−0.87) | (−1.16) | (−0.89) | |
| Lnsize | −3.1811** | −0.0465 | −0.0656** | −0.0453 | −0.0413** | −0.0462 | 0.0103*** | −0.0319 |
| (−2.06) | (−0.99) | (−2.13) | (−0.98) | (−2.03) | (−1.00) | (8.70) | (−0.65) | |
| Growth | −1.5844 | 0.0933* | 0.0432 | 0.1017** | −0.0055 | 0.1008** | −0.0017 | 0.0990** |
| (−0.97) | (1.88) | (1.32) | (2.07) | (−0.26) | (2.06) | (−1.34) | (2.02) | |
| Power | 1.9906 | −0.0384 | −0.0587** | −0.0443 | −0.0058 | −0.0436 | 0.0016 | −0.0414 |
| (1.53) | (−0.97) | (−2.25) | (−1.13) | (−0.34) | (−1.12) | (1.61) | (−1.06) | |
| RoA | −42.1112 | 1.8595** | 0.4432 | 2.0674** | 0.1908 | 2.0692** | 0.0394* | 2.1081** |
| (−1.36) | (1.98) | (0.72) | (2.24) | (0.47) | (2.24) | (1.66) | (2.28) | |
| Lev | 2.8950 | −0.1008 | 1.8780*** | 0.0020 | 0.2728** | −0.0145 | −0.0017 | −0.0287 |
| (0.33) | (−0.38) | (10.76) | (0.01) | (2.37) | (−0.06) | (−0.25) | (−0.11) | |
| Indro | −12.2824 | 1.5142** | −0.3482 | 1.4399** | −0.1265 | 1.4396** | −0.0200 | 1.4212** |
| (−0.52) | (2.11) | (−0.74) | (2.04) | (−0.41) | (2.04) | (−1.10) | (2.02) | |
| Lnboard | 2.1916 | 0.1848 | −0.1957 | 0.1897 | −0.0328 | 0.1912 | 0.0019 | 0.1949 |
| (0.30) | (0.82) | (−1.34) | (0.86) | (−0.34) | (0.87) | (0.33) | (0.89) | |
| Ratio | 0.1753 | 0.0127 | −0.0069 | 0.0113 | 0.0040 | 0.0116 | 0.0001 | 0.0115 |
| (0.50) | (1.19) | (−1.00) | (1.09) | (0.88) | (1.12) | (0.39) | (1.11) | |
| Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Ind. | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Constant | 54.2632 | 0.3513 | 1.3772* | 0.1869 | 0.8432* | 0.2036 | −0.2094*** | −0.0866 |
| (1.51) | (0.32) | (1.93) | (0.17) | (1.79) | (0.19) | (−7.60) | (−0.08) | |
| N | 654 | 654 | 654 | 654 | 654 | 654 | 654 | 654 |
| R2_Adj | 0.0310 | 0.152 | 0.310 | 0.146 | 0.0143 | 0.146 | 0.249 | 0.147 |
| F | 2.357 | 2.967 | 6.148 | 2.924 | 2.166 | 2.928 | 4.791 | 2.936 |
| Variable | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
|---|---|---|---|---|---|---|---|---|
| Full sample | Full sample | Full sample | Full sample | Full sample | Full sample | Full sample | Full sample | |
| −1.8227* | 0.5814*** | −0.0533* | 0.5672*** | −0.0646** | 0.5709*** | 0.0062*** | 0.5655*** | |
| (1.74) | (7.74) | (−1.79) | (7.75) | (−2.01) | (7.78) | (3.28) | (7.80) | |
| −0.1224** | ||||||||
| (−2.17) | ||||||||
| −0.5153** | ||||||||
| (−2.15) | ||||||||
| −0.1446* | ||||||||
| (−1.78) | ||||||||
| 1.2057* | ||||||||
| (1.76) | ||||||||
| 7.7634** | −0.0927 | −0.0404 | −0.0803 | −0.0272 | −0.0809 | −0.0028 | −0.0830 | |
| (2.41) | (−0.94) | (−0.65) | (−0.86) | (−0.66) | (−0.87) | (−1.16) | (−0.89) | |
| −3.1811** | −0.0465 | −0.0656** | −0.0453 | −0.0413** | −0.0462 | 0.0103*** | −0.0319 | |
| (−2.06) | (−0.99) | (−2.13) | (−0.98) | (−2.03) | (−1.00) | (8.70) | (−0.65) | |
| −1.5844 | 0.0933* | 0.0432 | 0.1017** | −0.0055 | 0.1008** | −0.0017 | 0.0990** | |
| (−0.97) | (1.88) | (1.32) | (2.07) | (−0.26) | (2.06) | (−1.34) | (2.02) | |
| 1.9906 | −0.0384 | −0.0587** | −0.0443 | −0.0058 | −0.0436 | 0.0016 | −0.0414 | |
| (1.53) | (−0.97) | (−2.25) | (−1.13) | (−0.34) | (−1.12) | (1.61) | (−1.06) | |
| −42.1112 | 1.8595** | 0.4432 | 2.0674** | 0.1908 | 2.0692** | 0.0394* | 2.1081** | |
| (−1.36) | (1.98) | (0.72) | (2.24) | (0.47) | (2.24) | (1.66) | (2.28) | |
| 2.8950 | −0.1008 | 1.8780*** | 0.0020 | 0.2728** | −0.0145 | −0.0017 | −0.0287 | |
| (0.33) | (−0.38) | (10.76) | (0.01) | (2.37) | (−0.06) | (−0.25) | (−0.11) | |
| −12.2824 | 1.5142** | −0.3482 | 1.4399** | −0.1265 | 1.4396** | −0.0200 | 1.4212** | |
| (−0.52) | (2.11) | (−0.74) | (2.04) | (−0.41) | (2.04) | (−1.10) | (2.02) | |
| 2.1916 | 0.1848 | −0.1957 | 0.1897 | −0.0328 | 0.1912 | 0.0019 | 0.1949 | |
| (0.30) | (0.82) | (−1.34) | (0.86) | (−0.34) | (0.87) | (0.33) | (0.89) | |
| 0.1753 | 0.0127 | −0.0069 | 0.0113 | 0.0040 | 0.0116 | 0.0001 | 0.0115 | |
| (0.50) | (1.19) | (−1.00) | (1.09) | (0.88) | (1.12) | (0.39) | (1.11) | |
| Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
| Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
| Constant | 54.2632 | 0.3513 | 1.3772* | 0.1869 | 0.8432* | 0.2036 | −0.2094*** | −0.0866 |
| (1.51) | (0.32) | (1.93) | (0.17) | (1.79) | (0.19) | (−7.60) | (−0.08) | |
| 654 | 654 | 654 | 654 | 654 | 654 | 654 | 654 | |
| 0.0310 | 0.152 | 0.310 | 0.146 | 0.0143 | 0.146 | 0.249 | 0.147 | |
| 2.357 | 2.967 | 6.148 | 2.924 | 2.166 | 2.928 | 4.791 | 2.936 |
Note(s): Column (1) reports measurement results through . ΔKZ is measured as (the KZ in the year following the acquisition of state ownership – KZ in the year prior to the acquisition of state ownership). Column (2) reports measurement results through . Column (3) reports measurement results through . ΔCost is measured as (the debt financing costs in the year following the acquisition of state ownership – debt financing costs in the year prior to the acquisition of state ownership. Column (4) reports measurement results through . Column (5) reports measurement results through . ΔTax is measured as (tax burden in the year following the acquisition of state ownership – tax burden in the year prior to the acquisition of state ownership), where tax burden = (income tax – deferred income tax)/[(pretax profit – deferred tax)/tax rate] (Shevlin, 1987). Column (6) reports measurement results through ΔLnpatent = α0 + α1Reform +α2ΔTax + ΣControls + ΣYear + ΣInd + ε. Column (7) reports our measurement results through . Variables except ΔGS are as defined in Table 2. ΔGS is measured as (government subsidies in the year after the acquisition of state ownership – government subsidies in the year prior to the acquisition of state ownership). Column (8) reports measurement results through . Variables except ΔGS are as defined in Table 2. ***, **, and *respectively indicate significance level at 1, 5, and 10%
Source(s): Table by authors
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