Estimation analysis (with arithmetic return)
| Variable | return_no_logVNIndex | digitalGSVI | digitalGSVI |
|---|---|---|---|
| Panel 4–1. VAR-Granger estimation | |||
| return_no_logVNIndex | – | 9.901*** | 9.901*** |
| digitalGSVI | 1.8498 | – | 1.8498 |
| Variable | return_no_logVN30 | digitalGSVI | digitalGSVI |
| return_no_logVN30 | – | 8.9725** | 8.9725** |
| digitalGSVI | 1.4135 | – | 1.4135 |
| Variable | return_no_logVN100 | digitalGSVI | All |
| return_no_logVN100 | – | 10.704*** | 10.704*** |
| digitalGSVI | 1.7764 | – | 1.7764 |
| Variable | |||
|---|---|---|---|
| – | 9.901*** | 9.901*** | |
| 1.8498 | – | 1.8498 | |
| Variable | |||
| – | 8.9725** | 8.9725** | |
| 1.4135 | – | 1.4135 | |
| Variable | All | ||
| – | 10.704*** | 10.704*** | |
| 1.7764 | – | 1.7764 | |
| Variable | Return_no_logVNIndex | Return_no_logVN30 | Return_no_logVN100 | |||
|---|---|---|---|---|---|---|
| Coeficient | t-statistic | Coeficient | t-statistic | Coeficient | t-statistic | |
| Panel 4–2. OLS estimation | ||||||
| return_no_logt-1 | 0.3453624*** | 4.92 | 0.3243869*** | 4.62 | 0.3449814*** | 4.92 |
| return_no_logt-2 | −0.0808398 | −1.18 | −0.0680587 | −0.99 | −0.0815003 | −1.19 |
| digitalGSVI | −0.0017943 | −0.93 | −0.0014848 | −0.73 | −0.0014667 | −0.72 |
| −0.0051437** | −2.50 | −0.0051968** | −2.41 | −0.0057832*** | −2.68 | |
| 0.0027792 | 1.41 | 0.0022742 | 1.10 | 0.0027932 | 1.35 | |
| Cons. | 0.0047502* | 1.86 | 0.0053509* | 2.00 | 0.0053957* | 2.01 |
| N | 207 | 207 | 207 | |||
| F-value | 7.44*** | 6.63*** | 7.55*** | |||
| R-Square | 0.1562 | 0.1416 | 0.1580 | |||
| Variable | ||||||
|---|---|---|---|---|---|---|
| Coeficient | t-statistic | Coeficient | t-statistic | Coeficient | t-statistic | |
| 0.3453624*** | 4.92 | 0.3243869*** | 4.62 | 0.3449814*** | 4.92 | |
| −0.0808398 | −1.18 | −0.0680587 | −0.99 | −0.0815003 | −1.19 | |
| −0.0017943 | −0.93 | −0.0014848 | −0.73 | −0.0014667 | −0.72 | |
| −0.0051437** | −2.50 | −0.0051968** | −2.41 | −0.0057832*** | −2.68 | |
| 0.0027792 | 1.41 | 0.0022742 | 1.10 | 0.0027932 | 1.35 | |
| Cons. | 0.0047502* | 1.86 | 0.0053509* | 2.00 | 0.0053957* | 2.01 |
| N | 207 | 207 | 207 | |||
| F-value | 7.44*** | 6.63*** | 7.55*** | |||
| R-Square | 0.1562 | 0.1416 | 0.1580 | |||
| Variable | Clayton | Gumbel | Gaussian |
|---|---|---|---|
| Panel 4–3. Estimated parameters of the pair variables of digitalGSVI and return_no_logVNIndex | |||
| Parameter | −0.06499 | 1 | −0.086* |
| Loglikeihood | 0.4553 | −2.277e-07 | 0.7092 |
| Variable | Clayton | Gumbel | Gaussian |
|---|---|---|---|
| Parameter | −0.06499 | 1 | −0.086* |
| Loglikeihood | 0.4553 | −2.277e-07 | 0.7092 |
*, **, and *** are significant at the 10, 5, and 1% levels, respectively; The null hypothesis is that the variable in the row is not a Granger cause variable in the column *, **, and *** are significant at the 10, 5, and 1% levels, respectively *is the fittest estimation
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