Heterogeneity test
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| SOE = 1 | SOE = 0 | HTT = 1 | HTT = 0 | Industry = 1 | Industry = 0 | |
| AI | 0.133*** | 0.042*** | 0.052*** | 0.051*** | 0.109*** | 0.001 |
| (9.39) | (2.87) | (2.58) | (3.90) | (10.74) | (0.05) | |
| Compete | 0.021 | 0.054*** | 0.142*** | 0.007 | 0.031*** | 0.068** |
| (1.29) | (3.62) | (4.25) | (0.68) | (2.96) | (2.38) | |
| Create | 0.045 | 0.082** | 0.224*** | −0.019 | 0.042* | 0.114* |
| (1.32) | (2.49) | (2.92) | (−0.87) | (1.79) | (1.94) | |
| HHI | −0.066*** | −0.050*** | −0.209*** | 0.011 | −0.009 | −0.073*** |
| (−6.15) | (−4.11) | (−8.80) | (1.50) | (−0.81) | (−4.94) | |
| Subsidy | 0.000 | 0.001*** | 0.003*** | 0.000* | 0.001** | 0.002** |
| (1.13) | (3.13) | (3.39) | (1.78) | (2.45) | (2.24) | |
| DFI | 0.044** | 0.040 | 0.090 | 0.001 | 0.007 | 0.121*** |
| (2.12) | (1.47) | (1.54) | (0.07) | (0.41) | (2.72) | |
| Size | 0.002 | 0.015*** | 0.021*** | 0.008*** | 0.006*** | 0.020*** |
| (1.47) | (9.43) | (5.95) | (7.87) | (5.74) | (6.92) | |
| ROA | 0.003 | −0.068*** | 0.031 | −0.083*** | −0.067*** | −0.021 |
| (0.09) | (−2.66) | (0.56) | (−4.49) | (−3.48) | (−0.44) | |
| Cash | −0.007 | −0.053** | −0.123** | −0.006 | −0.019 | −0.067* |
| (−0.31) | (−2.57) | (−2.55) | (−0.40) | (−1.30) | (−1.67) | |
| Growth | −0.004 | −0.009*** | −0.024*** | −0.002 | −0.003 | −0.014*** |
| (−1.17) | (−3.00) | (−3.49) | (−0.86) | (−1.38) | (−2.62) | |
| Lev | 0.021** | −0.030*** | 0.003 | −0.017*** | −0.010 | −0.015 |
| (2.20) | (−3.51) | (0.16) | (−2.97) | (−1.64) | (−0.96) | |
| MTB | 0.001 | 0.000 | −0.000 | 0.002* | 0.000 | 0.004* |
| (0.70) | (0.30) | (−0.07) | (1.96) | (0.37) | (1.78) | |
| Netloss | −0.004 | 0.012** | 0.024* | 0.002 | 0.009** | 0.002 |
| (−0.73) | (2.01) | (1.79) | (0.51) | (2.31) | (0.19) | |
| Top1 | −0.042*** | −0.079*** | −0.117*** | −0.050*** | −0.036*** | −0.148*** |
| (−4.16) | (−8.15) | (−5.41) | (−8.08) | (−5.49) | (−7.98) | |
| Agescale | −0.005*** | 0.003*** | 0.006*** | −0.002** | 0.000 | 0.001 |
| (−4.27) | (2.63) | (2.84) | (−2.09) | (0.24) | (0.25) | |
| SOE | −0.006 | −0.011*** | −0.007*** | −0.015** | ||
| (−0.74) | (−5.14) | (−3.23) | (−2.29) | |||
| HTT | 0.004 | 0.002 | 0.006*** | 0.142*** | ||
| (0.93) | (0.45) | (2.75) | (9.88) | |||
| Big4 | 0.001 | 0.018** | 0.042*** | −0.004 | −0.009** | 0.025** |
| (0.10) | (2.41) | (2.70) | (−1.10) | (−2.00) | (2.28) | |
| Constant | −0.015 | −0.399*** | −0.509*** | −0.141*** | −0.167*** | −0.515*** |
| (−0.38) | (−9.66) | (−5.97) | (−5.46) | (−6.03) | (−7.08) | |
| Year fixed effect | YES | YES | YES | YES | YES | YES |
| Industry fixed effect | YES | YES | YES | YES | YES | YES |
| N | 8,774 | 18,626 | 7,105 | 20,295 | 19,195 | 8,205 |
| Adj_R2 | 0.098 | 0.126 | 0.174 | 0.033 | 0.023 | 0.169 |
| Chow test | 6.07 (0.000) | 15.65 (0.000) | 5.55 (0.000) | |||
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| Industry = 1 | Industry = 0 | |||||
| 0.133*** | 0.042*** | 0.052*** | 0.051*** | 0.109*** | 0.001 | |
| (9.39) | (2.87) | (2.58) | (3.90) | (10.74) | (0.05) | |
| 0.021 | 0.054*** | 0.142*** | 0.007 | 0.031*** | 0.068** | |
| (1.29) | (3.62) | (4.25) | (0.68) | (2.96) | (2.38) | |
| 0.045 | 0.082** | 0.224*** | −0.019 | 0.042* | 0.114* | |
| (1.32) | (2.49) | (2.92) | (−0.87) | (1.79) | (1.94) | |
| −0.066*** | −0.050*** | −0.209*** | 0.011 | −0.009 | −0.073*** | |
| (−6.15) | (−4.11) | (−8.80) | (1.50) | (−0.81) | (−4.94) | |
| 0.000 | 0.001*** | 0.003*** | 0.000* | 0.001** | 0.002** | |
| (1.13) | (3.13) | (3.39) | (1.78) | (2.45) | (2.24) | |
| 0.044** | 0.040 | 0.090 | 0.001 | 0.007 | 0.121*** | |
| (2.12) | (1.47) | (1.54) | (0.07) | (0.41) | (2.72) | |
| 0.002 | 0.015*** | 0.021*** | 0.008*** | 0.006*** | 0.020*** | |
| (1.47) | (9.43) | (5.95) | (7.87) | (5.74) | (6.92) | |
| 0.003 | −0.068*** | 0.031 | −0.083*** | −0.067*** | −0.021 | |
| (0.09) | (−2.66) | (0.56) | (−4.49) | (−3.48) | (−0.44) | |
| −0.007 | −0.053** | −0.123** | −0.006 | −0.019 | −0.067* | |
| (−0.31) | (−2.57) | (−2.55) | (−0.40) | (−1.30) | (−1.67) | |
| −0.004 | −0.009*** | −0.024*** | −0.002 | −0.003 | −0.014*** | |
| (−1.17) | (−3.00) | (−3.49) | (−0.86) | (−1.38) | (−2.62) | |
| 0.021** | −0.030*** | 0.003 | −0.017*** | −0.010 | −0.015 | |
| (2.20) | (−3.51) | (0.16) | (−2.97) | (−1.64) | (−0.96) | |
| 0.001 | 0.000 | −0.000 | 0.002* | 0.000 | 0.004* | |
| (0.70) | (0.30) | (−0.07) | (1.96) | (0.37) | (1.78) | |
| −0.004 | 0.012** | 0.024* | 0.002 | 0.009** | 0.002 | |
| (−0.73) | (2.01) | (1.79) | (0.51) | (2.31) | (0.19) | |
| −0.042*** | −0.079*** | −0.117*** | −0.050*** | −0.036*** | −0.148*** | |
| (−4.16) | (−8.15) | (−5.41) | (−8.08) | (−5.49) | (−7.98) | |
| −0.005*** | 0.003*** | 0.006*** | −0.002** | 0.000 | 0.001 | |
| (−4.27) | (2.63) | (2.84) | (−2.09) | (0.24) | (0.25) | |
| −0.006 | −0.011*** | −0.007*** | −0.015** | |||
| (−0.74) | (−5.14) | (−3.23) | (−2.29) | |||
| 0.004 | 0.002 | 0.006*** | 0.142*** | |||
| (0.93) | (0.45) | (2.75) | (9.88) | |||
| 0.001 | 0.018** | 0.042*** | −0.004 | −0.009** | 0.025** | |
| (0.10) | (2.41) | (2.70) | (−1.10) | (−2.00) | (2.28) | |
| −0.015 | −0.399*** | −0.509*** | −0.141*** | −0.167*** | −0.515*** | |
| (−0.38) | (−9.66) | (−5.97) | (−5.46) | (−6.03) | (−7.08) | |
| YES | YES | YES | YES | YES | YES | |
| YES | YES | YES | YES | YES | YES | |
| 8,774 | 18,626 | 7,105 | 20,295 | 19,195 | 8,205 | |
| 0.098 | 0.126 | 0.174 | 0.033 | 0.023 | 0.169 | |
| 6.07 (0.000) | 15.65 (0.000) | 5.55 (0.000) | ||||
Note(s): *** indicates significance at the 1% level (p < 0.01); ** indicates significance at the 5% level (p < 0.05); * indicates significance at the 10% level (p < 0.1). Standard errors are adjusted for firm-level clustering. Variable definitions are presented in Appendix III
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