Return predictability of the SESTM controlling for other sentiment scores
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | |
|---|---|---|---|---|---|---|---|
| SESTM | 0.089*** | 0.087*** | 0.083*** | 0.087*** | 0.082*** | 0.085*** | 0.082*** |
| (3.957) | (3.802) | (3.589) | (3.802) | (3.663) | (3.681) | (3.594) | |
| VADER | −0.008 | −0.012 | −0.020** | −0.021** | |||
| (−1.415) | (−1.362) | (−2.340) | (−2.054) | ||||
| HIV | −0.016 | 0.020 | −0.033 | 0.005 | |||
| (−0.674) | (0.572) | (−1.080) | (0.154) | ||||
| LM | 0.003 | 0.036* | 0.016 | 0.035* | |||
| (0.225) | (1.861) | (0.874) | (1.763) | ||||
| US10 return | −0.076 | −0.069 | −0.044 | −0.061 | −0.078 | −0.078 | −0.074 |
| (−0.398) | (−0.357) | (−0.229) | (−0.315) | (−0.420) | (−0.401) | (−0.391) | |
| US30 return | 0.249 | 0.241 | 0.223 | 0.241 | 0.239 | 0.239 | 0.237 |
| (1.150) | (1.100) | (1.018) | (1.105) | (1.123) | (1.091) | (1.105) | |
| VIX return | −0.010 | −0.011 | −0.021 | −0.017 | −0.028 | −0.015 | −0.030 |
| (−0.193) | (−0.197) | (−0.392) | (−0.305) | (−0.532) | (−0.269) | (−0.547) | |
| Gold return | −0.004* | −0.004 | −0.004 | 0.003 | −0.002 | −0.004 | 0.003 |
| (−1.764) | (−0.780) | (−0.893) | (0.645) | (−0.463) | (−0.593) | (0.343) | |
| S&P500 return | 0.007 | −0.128 | −0.154 | 0.069 | −0.091 | −0.252 | −0.073 |
| (0.012) | (−0.208) | (−0.245) | (0.109) | (−0.149) | (−0.397) | (−0.115) | |
| NASDAQ return | −0.275 | −0.156 | −0.136 | −0.327 | −0.245 | −0.073 | −0.260 |
| (−0.582) | (−0.333) | (−0.286) | (−0.677) | (−0.525) | (−0.153) | (−0.542) | |
| Dollar return | −0.597 | −0.541 | −0.484 | −0.591 | −0.522 | −0.494 | −0.522 |
| (−1.537) | (−1.385) | (−1.227) | (−1.515) | (−1.357) | (−1.253) | (−1.348) | |
| Gas return | −0.010 | −0.013 | −0.016 | −0.010 | −0.013 | −0.015 | −0.013 |
| (−0.250) | (−0.331) | (−0.405) | (−0.255) | (−0.332) | (−0.384) | (−0.330) | |
| EPU return | 0.783 | 0.699 | 0.616 | 0.774 | 0.686 | 0.636 | 0.685 |
| (1.212) | (1.075) | (0.940) | (1.193) | (1.075) | (0.972) | (1.068) | |
| PXE return | −0.177 | −0.079 | 0.008 | −0.174 | −0.069 | −0.003 | −0.071 |
| (−0.273) | (−0.121) | (0.012) | (−0.267) | (−0.108) | (−0.005) | (−0.109) | |
| PXE volume | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (1.286) | (1.081) | (0.794) | (1.153) | (1.035) | (0.977) | (0.992) | |
| Constant | −0.161* | −0.145 | −0.115 | −0.150 | −0.118 | −0.128 | −0.116 |
| (−1.792) | (−1.571) | (−1.230) | (−1.635) | (−1.297) | (−1.358) | (−1.254) | |
| Observations | 192 | 192 | 192 | 192 | 192 | 192 | 192 |
| Adjusted R2 | 0.563 | 0.555 | 0.552 | 0.559 | 0.576 | 0.553 | 0.571 |
| Year-month FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | |
|---|---|---|---|---|---|---|---|
| SESTM | 0.089*** | 0.087*** | 0.083*** | 0.087*** | 0.082*** | 0.085*** | 0.082*** |
| (3.957) | (3.802) | (3.589) | (3.802) | (3.663) | (3.681) | (3.594) | |
| VADER | −0.008 | −0.012 | −0.020** | −0.021** | |||
| (−1.415) | (−1.362) | (−2.340) | (−2.054) | ||||
| HIV | −0.016 | 0.020 | −0.033 | 0.005 | |||
| (−0.674) | (0.572) | (−1.080) | (0.154) | ||||
| LM | 0.003 | 0.036* | 0.016 | 0.035* | |||
| (0.225) | (1.861) | (0.874) | (1.763) | ||||
| US10 return | −0.076 | −0.069 | −0.044 | −0.061 | −0.078 | −0.078 | −0.074 |
| (−0.398) | (−0.357) | (−0.229) | (−0.315) | (−0.420) | (−0.401) | (−0.391) | |
| US30 return | 0.249 | 0.241 | 0.223 | 0.241 | 0.239 | 0.239 | 0.237 |
| (1.150) | (1.100) | (1.018) | (1.105) | (1.123) | (1.091) | (1.105) | |
| VIX return | −0.010 | −0.011 | −0.021 | −0.017 | −0.028 | −0.015 | −0.030 |
| (−0.193) | (−0.197) | (−0.392) | (−0.305) | (−0.532) | (−0.269) | (−0.547) | |
| Gold return | −0.004* | −0.004 | −0.004 | 0.003 | −0.002 | −0.004 | 0.003 |
| (−1.764) | (−0.780) | (−0.893) | (0.645) | (−0.463) | (−0.593) | (0.343) | |
| S&P500 return | 0.007 | −0.128 | −0.154 | 0.069 | −0.091 | −0.252 | −0.073 |
| (0.012) | (−0.208) | (−0.245) | (0.109) | (−0.149) | (−0.397) | (−0.115) | |
| NASDAQ return | −0.275 | −0.156 | −0.136 | −0.327 | −0.245 | −0.073 | −0.260 |
| (−0.582) | (−0.333) | (−0.286) | (−0.677) | (−0.525) | (−0.153) | (−0.542) | |
| Dollar return | −0.597 | −0.541 | −0.484 | −0.591 | −0.522 | −0.494 | −0.522 |
| (−1.537) | (−1.385) | (−1.227) | (−1.515) | (−1.357) | (−1.253) | (−1.348) | |
| Gas return | −0.010 | −0.013 | −0.016 | −0.010 | −0.013 | −0.015 | −0.013 |
| (−0.250) | (−0.331) | (−0.405) | (−0.255) | (−0.332) | (−0.384) | (−0.330) | |
| EPU return | 0.783 | 0.699 | 0.616 | 0.774 | 0.686 | 0.636 | 0.685 |
| (1.212) | (1.075) | (0.940) | (1.193) | (1.075) | (0.972) | (1.068) | |
| PXE return | −0.177 | −0.079 | 0.008 | −0.174 | −0.069 | −0.003 | −0.071 |
| (−0.273) | (−0.121) | (0.012) | (−0.267) | (−0.108) | (−0.005) | (−0.109) | |
| PXE volume | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (1.286) | (1.081) | (0.794) | (1.153) | (1.035) | (0.977) | (0.992) | |
| Constant | −0.161* | −0.145 | −0.115 | −0.150 | −0.118 | −0.128 | −0.116 |
| (−1.792) | (−1.571) | (−1.230) | (−1.635) | (−1.297) | (−1.358) | (−1.254) | |
| Observations | 192 | 192 | 192 | 192 | 192 | 192 | 192 |
| Adjusted | 0.563 | 0.555 | 0.552 | 0.559 | 0.576 | 0.553 | 0.571 |
| Year-month FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Note(s): This table presents the OLS regression results of crude oil returns on the SESTM by combining other sentiment scores. Variables are defined in Appendix. All regressions include year-month fixed effects. t-statistics are in parentheses. *, **, and *** denote significance at the 10, 5, and 1% level, respectively
Source(s): Authors’ own work
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