Position change and the SESTM
| Commercials | Non-commercials | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| SESTM | −0.003* | 0.002* | ||||||
| (−1.667) | (1.746) | |||||||
| HIV | 0.030** | −0.006 | ||||||
| (2.399) | (−0.750) | |||||||
| LM | 0.017 | −0.009 | ||||||
| (−1.632) | (−1.272) | |||||||
| VADER | 0.001 | −0.000 | ||||||
| (1.522) | (−0.927) | |||||||
| VIX return | 0.010 | 0.006 | 0.004 | 0.008 | 0.004 | 0.007 | 0.008 | 0.006 |
| (0.921) | (0.535) | (0.384) | (0.717) | (0.570) | (0.880) | (1.037) | (0.810) | |
| Gold return | −0.013 | −0.011 | −0.016 | −0.020 | −0.011 | −0.011 | −0.010 | −0.009 |
| (−0.373) | (−0.319) | (−0.450) | (−0.549) | (−0.450) | (−0.469) | (−0.400) | (−0.357) | |
| SP&500 return | 0.256 | 0.204 | 0.186 | 0.212 | 0.011 | 0.052 | 0.067 | 0.056 |
| (1.459) | (1.176) | (1.054) | (1.213) | (0.105) | (0.490) | (0.631) | (0.524) | |
| NASDAQ return | −0.119 | −0.119 | −0.095 | −0.111 | 0.034 | 0.022 | 0.014 | 0.021 |
| (−1.118) | (−1.125) | (−0.894) | (−1.044) | (0.486) | (0.319) | (0.205) | (0.299) | |
| Dollar return | 0.111 | 0.111 | 0.095 | 0.112 | −0.103 | −0.101 | −0.095 | −0.103 |
| (0.935) | (0.939) | (0.800) | (0.939) | (−1.292) | (−1.258) | (−1.183) | (−1.275) | |
| Gas return | 0.017 | 0.010 | 0.012 | 0.012 | −0.016 | −0.013 | −0.013 | −0.013 |
| (0.942) | (0.558) | (0.680) | (0.646) | (−1.355) | (−1.068) | (−1.075) | (−1.045) | |
| EPU return | 0.002* | 0.002* | 0.002* | 0.002* | 0.000 | 0.001 | 0.000 | 0.001 |
| (1.960) | (1.789) | (1.882) | (1.815) | (0.416) | (0.652) | (0.570) | (0.634) | |
| FSI | 0.012*** | 0.011*** | 0.012*** | 0.012*** | −0.003 | −0.003 | −0.003 | −0.003 |
| (3.043) | (2.694) | (2.931) | (3.023) | (−1.271) | (−1.064) | (−1.158) | (−1.206) | |
| OVX return | 0.044*** | 0.042*** | 0.043*** | 0.046*** | 0.009 | 0.009 | 0.009 | 0.008 |
| (3.976) | (3.769) | (3.845) | (4.089) | (1.210) | (1.154) | (1.221) | (1.050) | |
| Constant | 0.012*** | −0.011 | −0.001 | 0.006*** | −0.005* | 0.003 | 0.003 | −0.001 |
| (2.706) | (−1.553) | (−0.256) | (3.238) | (−1.802) | (0.597) | (0.954) | (−0.663) | |
| Observations | 192 | 192 | 192 | 192 | 192 | 192 | 192 | 192 |
| Adjusted R2 | 0.083 | 0.098 | 0.083 | 0.081 | 0.017 | 0.003 | 0.009 | 0.005 |
| Year-month FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Commercials | Non-commercials | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| SESTM | −0.003* | 0.002* | ||||||
| (−1.667) | (1.746) | |||||||
| HIV | 0.030** | −0.006 | ||||||
| (2.399) | (−0.750) | |||||||
| LM | 0.017 | −0.009 | ||||||
| (−1.632) | (−1.272) | |||||||
| VADER | 0.001 | −0.000 | ||||||
| (1.522) | (−0.927) | |||||||
| VIX return | 0.010 | 0.006 | 0.004 | 0.008 | 0.004 | 0.007 | 0.008 | 0.006 |
| (0.921) | (0.535) | (0.384) | (0.717) | (0.570) | (0.880) | (1.037) | (0.810) | |
| Gold return | −0.013 | −0.011 | −0.016 | −0.020 | −0.011 | −0.011 | −0.010 | −0.009 |
| (−0.373) | (−0.319) | (−0.450) | (−0.549) | (−0.450) | (−0.469) | (−0.400) | (−0.357) | |
| SP&500 return | 0.256 | 0.204 | 0.186 | 0.212 | 0.011 | 0.052 | 0.067 | 0.056 |
| (1.459) | (1.176) | (1.054) | (1.213) | (0.105) | (0.490) | (0.631) | (0.524) | |
| NASDAQ return | −0.119 | −0.119 | −0.095 | −0.111 | 0.034 | 0.022 | 0.014 | 0.021 |
| (−1.118) | (−1.125) | (−0.894) | (−1.044) | (0.486) | (0.319) | (0.205) | (0.299) | |
| Dollar return | 0.111 | 0.111 | 0.095 | 0.112 | −0.103 | −0.101 | −0.095 | −0.103 |
| (0.935) | (0.939) | (0.800) | (0.939) | (−1.292) | (−1.258) | (−1.183) | (−1.275) | |
| Gas return | 0.017 | 0.010 | 0.012 | 0.012 | −0.016 | −0.013 | −0.013 | −0.013 |
| (0.942) | (0.558) | (0.680) | (0.646) | (−1.355) | (−1.068) | (−1.075) | (−1.045) | |
| EPU return | 0.002* | 0.002* | 0.002* | 0.002* | 0.000 | 0.001 | 0.000 | 0.001 |
| (1.960) | (1.789) | (1.882) | (1.815) | (0.416) | (0.652) | (0.570) | (0.634) | |
| FSI | 0.012*** | 0.011*** | 0.012*** | 0.012*** | −0.003 | −0.003 | −0.003 | −0.003 |
| (3.043) | (2.694) | (2.931) | (3.023) | (−1.271) | (−1.064) | (−1.158) | (−1.206) | |
| OVX return | 0.044*** | 0.042*** | 0.043*** | 0.046*** | 0.009 | 0.009 | 0.009 | 0.008 |
| (3.976) | (3.769) | (3.845) | (4.089) | (1.210) | (1.154) | (1.221) | (1.050) | |
| Constant | 0.012*** | −0.011 | −0.001 | 0.006*** | −0.005* | 0.003 | 0.003 | −0.001 |
| (2.706) | (−1.553) | (−0.256) | (3.238) | (−1.802) | (0.597) | (0.954) | (−0.663) | |
| Observations | 192 | 192 | 192 | 192 | 192 | 192 | 192 | 192 |
| Adjusted | 0.083 | 0.098 | 0.083 | 0.081 | 0.017 | 0.003 | 0.009 | 0.005 |
| Year-month FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Note(s): This table presents the OLS regression results examining the impact of various sentiment measures on crude oil returns by different types of investors. Columns from (1) to (4) provide the regression results for the sentiment scores calculated by the SESTM method, HIV dictionary, LM dictionary, and VADER algorithm, respectively, on the position changes of commercial traders. Columns from (5) to (8) present the results for the position changes of non-commercial traders. 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
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.