Robustness check: causal impact of sustainability performance on sustainability ranking
| Variables | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| Ranking | Ranking | Ranking | Ranking | Ranking | |
| Rankingt-1 | 0.160*** (0.0372) | 0.180*** (0.0364) | 0.152*** (0.0367) | 0.345*** (0.0572) | 0.118*** (0.0366) |
| Rankingt-2 | 0.290*** (0.0379) | 0.270*** (0.0365) | 0.295*** (0.0370) | 0.240*** (0.0518) | 0.313*** (0.0365) |
| Rankingt-3 | 0.0162 (0.0386) | 0.0224 (0.0382) | 0.0207 (0.0382) | 0.0570 (0.0380) | |
| Sustainability performance | Sustainability courses | Sustainability publications | Citations | Sustainability spinoffs | GreenPatents |
| Sustainability performancet-1 | 0.0270** (0.0109) | 0.258 (0.976) | 0.0130 (0.0144) | −0.0295 (0.0184) | 0.0563*** (0.0126) |
| Sustainability performancet-2 | 0.0124 (0.0129) | −4.353*** (0.993) | 0.0380** (0.0169) | −0.0240 (0.0183) | 0.0809*** (0.0144) |
| Sustainability performancet-3 | −0.00823 0.0151 | 4.610*** 0.0137 | −0.00973 0.0165 | 0.0212 0.0222 | 0.0341** 0.0136 |
| Sizet-1 | (0.0136) 0.0547 | (0.0128) 0.0378 | (0.0136) 0.0519 | (0.0139) 0.0152 | (0.0134) 0.0559 |
| THE-dummyt-1 | (0.0434) 0.415 | (0.0417) 0.348 | (0.0433) 0.220 | (0.0485) 0.595 | (0.0426) 0.256 |
| STEM-faculty ratiot-1 | (0.936) 0.0406 | (0.908) 0.0192 | (0.934) 0.0253 | (1.393) 0.0138 | (0.916) 0.0297 |
| Tuitiont-1 | (0.0441) 0.0151 | (0.0429) 0.0137 | (0.0439) 0.0165 | (0.0803) 0.0222 | (0.0430) 0.0136 |
| Constant | 0.0407 (0.0339) | 0.0221 (0.0137) | 0.0380 (0.0336) | 0.0244 (0.0343) | 0.0399 (0.0330) |
| Year dummy | Yes | Yes | Yes | Yes | Yes |
| Pseudo R2 | 0.158 | 0.169 | 0.161 | 0.159 | 0.190 |
| Variables | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| Ranking | Ranking | Ranking | Ranking | Ranking | |
| Rankingt-1 | 0.160 | 0.180 | 0.152 | 0.345 | 0.118 |
| Rankingt-2 | 0.290 | 0.270 | 0.295 | 0.240 | 0.313 |
| Rankingt-3 | 0.0162 (0.0386) | 0.0224 (0.0382) | 0.0207 (0.0382) | 0.0570 (0.0380) | |
| Sustainability performance | Sustainability courses | Sustainability publications | Citations | Sustainability spinoffs | GreenPatents |
| Sustainability performancet-1 | 0.0270 | 0.258 (0.976) | 0.0130 (0.0144) | −0.0295 (0.0184) | 0.0563 |
| Sustainability performancet-2 | 0.0124 (0.0129) | −4.353 | 0.0380 | −0.0240 (0.0183) | 0.0809 |
| Sustainability performancet-3 | −0.00823 0.0151 | 4.610 | −0.00973 0.0165 | 0.0212 0.0222 | 0.0341 |
| Sizet-1 | (0.0136) 0.0547 | (0.0128) 0.0378 | (0.0136) 0.0519 | (0.0139) 0.0152 | (0.0134) 0.0559 |
| THE-dummyt-1 | (0.0434) 0.415 | (0.0417) 0.348 | (0.0433) 0.220 | (0.0485) 0.595 | (0.0426) 0.256 |
| STEM-faculty ratiot-1 | (0.936) 0.0406 | (0.908) 0.0192 | (0.934) 0.0253 | (1.393) 0.0138 | (0.916) 0.0297 |
| Tuitiont-1 | (0.0441) 0.0151 | (0.0429) 0.0137 | (0.0439) 0.0165 | (0.0803) 0.0222 | (0.0430) 0.0136 |
| Constant | 0.0407 (0.0339) | 0.0221 (0.0137) | 0.0380 (0.0336) | 0.0244 (0.0343) | 0.0399 (0.0330) |
| Year dummy | Yes | Yes | Yes | Yes | Yes |
| Pseudo | 0.158 | 0.169 | 0.161 | 0.159 | 0.190 |
This table reports the first robustness check of the causal impact of sustainability performance on sustainability ranking using an OLS model in first differences, which also accounts for fixed effects, instead of a Tobit model. Variables are lagged by three periods, except in Model 4, which uses only Two lags due to the shorter period (2010–2019). Standard errors are in parentheses. ***p < 0.01, **p < 0.05, *p < 0.1
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.