First-stage ID-TPA choice estimates
| Dependent variable: IDTPA | |||||
|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | |
| SOE | 0.5046*** | 0.4937*** | |||
| (10.91) | (10.35) | ||||
| PC | 0.2264*** | 0.2289*** | |||
| (3.41) | (3.43) | ||||
| POVERTY | 0.4132*** | 0.4341*** | |||
| (8.54) | (8.90) | ||||
| DECENTRAL | −0.1246*** | −0.1254*** | |||
| (−5.88) | (−5.85) | ||||
| ADV | 0.4046 | 0.4215 | |||
| (1.51) | (1.46) | ||||
| COVER | −0.0144 | 0.0092 | |||
| (−0.66) | (0.37) | ||||
| MAND_CSR | 0.3928*** | 0.3534*** | |||
| (6.82) | (5.94) | ||||
| ADJ_ROA | 0.4796 | 1.1068** | |||
| (1.03) | (2.09) | ||||
| SIZE | 0.3478*** | 0.3689*** | 0.2945*** | 0.3575*** | 0.2748*** |
| (17.34) | (17.35) | (13.84) | (18.38) | (11.34) | |
| LEV | 0.0043 | 0.3411*** | 0.4201*** | 0.3906*** | 0.2753* |
| (0.03) | (2.71) | (3.43) | (2.88) | (1.91) | |
| SLACK | 0.0842 | −0.0322 | −0.0250 | −0.0833 | 0.0267 |
| (0.31) | (−0.12) | (−0.10) | (−0.32) | (0.10) | |
| IDratio | 4.9605*** | 5.5145*** | 5.4889*** | 5.4717*** | 5.0531*** |
| (5.67) | (6.57) | (6.54) | (6.52) | (5.76) | |
| Constant | −5.3275*** | −5.2143*** | −4.6956*** | −5.1286*** | −4.9520*** |
| (−24.94) | (−25.29) | (−22.48) | (−25.60) | (−21.69) | |
| Industry dummies | Yes | Yes | Yes | Yes | Yes |
| Year dummies | Yes | Yes | Yes | Yes | Yes |
| Pseudo R2 | 0.2215 | 0.1609 | 0.1687 | 0.1606 | 0.2298 |
| N | 8,035 | 8,035 | 8,035 | 8,035 | 8,035 |
| Dependent variable: | |||||
|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | |
| 0.5046*** | 0.4937*** | ||||
| (10.91) | (10.35) | ||||
| 0.2264*** | 0.2289*** | ||||
| (3.41) | (3.43) | ||||
| 0.4132*** | 0.4341*** | ||||
| (8.54) | (8.90) | ||||
| −0.1246*** | −0.1254*** | ||||
| (−5.88) | (−5.85) | ||||
| 0.4046 | 0.4215 | ||||
| (1.51) | (1.46) | ||||
| −0.0144 | 0.0092 | ||||
| (−0.66) | (0.37) | ||||
| 0.3928*** | 0.3534*** | ||||
| (6.82) | (5.94) | ||||
| 0.4796 | 1.1068** | ||||
| (1.03) | (2.09) | ||||
| 0.3478*** | 0.3689*** | 0.2945*** | 0.3575*** | 0.2748*** | |
| (17.34) | (17.35) | (13.84) | (18.38) | (11.34) | |
| 0.0043 | 0.3411*** | 0.4201*** | 0.3906*** | 0.2753* | |
| (0.03) | (2.71) | (3.43) | (2.88) | (1.91) | |
| 0.0842 | −0.0322 | −0.0250 | −0.0833 | 0.0267 | |
| (0.31) | (−0.12) | (−0.10) | (−0.32) | (0.10) | |
| 4.9605*** | 5.5145*** | 5.4889*** | 5.4717*** | 5.0531*** | |
| (5.67) | (6.57) | (6.54) | (6.52) | (5.76) | |
| −5.3275*** | −5.2143*** | −4.6956*** | −5.1286*** | −4.9520*** | |
| (−24.94) | (−25.29) | (−22.48) | (−25.60) | (−21.69) | |
| Industry dummies | Yes | Yes | Yes | Yes | Yes |
| Year dummies | Yes | Yes | Yes | Yes | Yes |
| Pseudo | 0.2215 | 0.1609 | 0.1687 | 0.1606 | 0.2298 |
| 8,035 | 8,035 | 8,035 | 8,035 | 8,035 | |
Note(s): This table presents the first-stage estimation results of the two-stage Heckman selection model (Eq. (1)). The dependent variable is IDTPA, an indicator variable equal to one if a company engages in ID-TPA projects in the current year. Columns (1)–(4) report the results when the test variables for hypotheses H1–H4 are individually added, respectively; while column (5) reports the results when all test variables are added simultaneously. Numbers in parentheses are z-statistics. ***/**/*: significant at the 1%/5%/10% level (two-tailed), respectively. Please refer to Appendix 2 for variable definitions
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