Table 7.
Robustness test on alternative variables of financing constraints.
| (1) | (2) | (3) | (4) | (5) | (6) | |
|---|---|---|---|---|---|---|
| BIG4 = = 0 | BIG4 = = 1 | |||||
| AUDITOR | −0.107∗ | −0.116∗ | 0.208 | −0.178∗ | −0.069∗ | −0.019∗∗ |
| (0.099) | (0.076) | (0.528) | (0.050) | (0.099) | (0.045) | |
|
| ||||||
| Auditor × Soe(SIZE) | 0.277∗∗ | 0.0001∗∗∗ | ||||
| (0.038) | (0.000) | |||||
|
| ||||||
| SIZE | −0.047∗∗∗ | |||||
| (0.000) | ||||||
|
| ||||||
| SOE | −0.011∗∗∗ | 0.010∗∗∗ | 0.021∗∗∗ | −0.015∗∗∗ | 0.190∗∗∗ | |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | ||
|
| ||||||
| LEV | −0.110∗∗∗ | 0.105∗∗∗ | 0.169∗∗∗ | −0.117∗∗∗ | 0.0139∗∗∗ | 3.989∗∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
|
| ||||||
| ROA | −0.266∗∗∗ | 0.269∗∗∗ | 0.368∗∗∗ | −0.274∗∗∗ | −0.165∗∗∗ | −3.765∗∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
|
| ||||||
| AGE | 0.008∗∗∗ | 0.005∗∗∗ | 0.035∗∗∗ | 0.008∗∗∗ | 0.005∗∗∗ | 0.050∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.031) | |
|
| ||||||
| CFO | −0.081∗∗∗ | 0.076∗∗∗ | 0.147∗∗∗ | −0.094∗∗∗ | −0.069∗∗∗ | −3.650∗∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
|
| ||||||
| Tobin's Q | 0.008∗∗∗ | 0.007∗∗∗ | 0.033∗∗∗ | 0.008∗∗∗ | 0.001∗∗∗ | 0.099∗∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
|
| ||||||
| TOP1 | −0.032∗∗∗ | 0.031∗∗∗ | 0.033∗∗∗ | −0.041∗∗∗ | −0.009∗∗∗ | −0.731∗∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
|
| ||||||
| BSIZE | −0.058∗∗∗ | 0.057∗∗∗ | 0.054∗∗∗ | −0.064∗∗∗ | 0.0005 | −0.110∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.810) | (0.014) | |
|
| ||||||
| OUTDIR | −0.121∗∗∗ | 0.107∗∗∗ | 0.140∗∗∗ | −0.146∗∗∗ | 0.020∗∗∗ | 0.238 |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.114) | |
|
| ||||||
| DUAL | 0.004∗∗∗ | 0.004∗∗∗ | 0.006 | 0.004∗∗∗ | −0.001 | −0.071∗∗∗ |
| (0.000) | (0.000) | (0.268) | (0.000) | (0.121) | (0.000) | |
|
| ||||||
| Market | −0.002∗∗∗ | 0.001∗∗∗ | 0.005∗∗∗ | −0.003∗∗∗ | −0.001∗∗∗ | −0.005 |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.157) | |
|
| ||||||
| BIG4 | −0.056∗∗∗ | −0.081∗∗∗ | ||||
| (0.000) | (0.000) | |||||
|
| ||||||
| Year | Control | Control | Control | Control | Control | Control |
| Industry | Control | Control | Control | Control | Control | Control |
| Constant | −0.782∗∗∗ | 0.787∗∗∗ | 0.815∗∗∗ | −0.747∗∗∗ | 0.0171∗ | 1.737∗∗∗ |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.093) | (0.000) | |
|
| ||||||
| N | 10933 | 10192 | 741 | 10933 | 10933 | 15145 |
| R 2 | 0.458 | 0.389 | 0.542 | 0.419 | 0.455 | 0.611 |
Note. P values are in parentheses, and ∗, ∗∗, and ∗∗∗ indicate significance at the 10%, 5%, and 1% levels, respectively. Data source: collected and sorted by the authors.