Robustness checks
| Variables | M1 | M2 | M3 | M4 | M5 | M6 |
|---|---|---|---|---|---|---|
| Short | −0.4718*** (0.0000) | −0.4718*** (0.0000) | −0.3327*** (0.0113) | −0.3302*** (0.0090) | −0.3083*** (0.0030) | −0.3014*** (0.0074) |
| digital | 0.0627*** (0.0169) | 0.0627*** (0.0169) | 0.0294*** (0.0022) | 0.0822*** (0.0151) | 0.0471*** (0.0032) | 0.0158*** (0.0012) |
| 0.0792*** (0.0070) | 0.0792*** (0.0070) | 0.0952*** (0.0243) | 0.0758*** (0.0063) | 0.0674*** (0.0047) | 0.0501*** (0.0055) | |
| Cons | 0.3876*** (0.0169) | 0.3876*** (0.0169) | 0.0244*** (0.1700) | 0.4849 *** (0.0192) | 0.3628 *** (0.0059) | 0.4178*** (0.0783) |
| Control variables | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | No | Yes |
| Company | Yes | Yes | Yes | Yes | No | Yes |
| Industry-year | No | No | No | No | Yes | No |
| Observations | 35,635 | 35,635 | 26,367 | 8,777 | 35,635 | 35,635 |
| Within | 0.0029 | 0.0029 | 0.0033 | 0.0043 | 0.0051 | |
| Pseudo R2 | 0.0640 |
| Variables | M1 | M2 | M3 | M4 | M5 | M6 |
|---|---|---|---|---|---|---|
| −0.4718 | −0.4718 | −0.3327 | −0.3302 | −0.3083 | −0.3014 | |
| 0.0627 | 0.0627 | 0.0294 | 0.0822 | 0.0471 | 0.0158 | |
| 0.0792 | 0.0792 | 0.0952 | 0.0758 | 0.0674 | 0.0501 | |
| 0.3876 | 0.3876 | 0.0244 | 0.4849 | 0.3628 | 0.4178 | |
| Yes | Yes | Yes | Yes | Yes | Yes | |
| Yes | Yes | Yes | Yes | No | Yes | |
| Yes | Yes | Yes | Yes | No | Yes | |
| No | No | No | No | Yes | No | |
| 35,635 | 35,635 | 26,367 | 8,777 | 35,635 | 35,635 | |
| 0.0029 | 0.0029 | 0.0033 | 0.0043 | 0.0051 | ||
| 0.0640 |
Notes:
Control variables are in Table 1. *, ** and ***indicate statistical significance at the 10, 5 and 1% levels, respectively. The standard errors are corrected for clustering at the firm level
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