Entropy balancing
| Panel A: Summary statistics | ||||||
|---|---|---|---|---|---|---|
| Original sample (mean) | Re-weighted sample (mean) | |||||
| Variables | Treatment (N = 13,750) | Control (40,279) | Standardized difference (%) (t-stat) | Treatment (N = 13,750) | Control (N = 40,279) | Standardized difference (%) (t-stat) |
| TP∆/P | 0.013 | −0.008 | 0.081 (7.68) | 0.013 | 0.013 | −0.000 (−0.06) |
| Size | 8.587 | 8.488 | 0.058 (5.89) | 8.587 | 8.587 | −0.000 (−0.002) |
| Broker Size | 3.798 | 3.848 | −0.047 (−4.75) | 3.798 | 3.798 | −0.000 (−0.004) |
| B/M | −1.094 | −1.109 | 0.019 (1.92) | −1.094 | −1.094 | −0.000 (−0.001) |
| Experience | 55.068 | 55.381 | −0.009 (−0.99) | 55.067 | 55.068 | 0.000 (0.002) |
| IO | 0.775 | 0.771 | 0.027 (2.43) | 0.775 | 0.775 | −0.000 (−0.39) |
| Ext Fin | 0.001 | 0.006 | −0.033 (−3.23) | 0.001 | 0.001 | −0.000 (−0.02) |
| Coverage | 2.114 | 2.136 | −0.034 (−3.48) | 2.114 | 2.114 | −0.000 (−0.003) |
| Dispersion | 0.133 | 0.132 | 0.010 (1.15) | 0.133 | 0.133 | −0.000 (−0.29) |
| Leverage | 0.201 | 0.203 | 0.041 (4.22) | 0.201 | 0.201 | 0.000 (0.01) |
| ∆VIX | −0.018 | −0.001 | −0.126 (−12.91) | −0.018 | −0.018 | −0.000 (−0.40) |
| EPS Frsct | 0.562 | 0.480 | 0.165 (16.70) | 0.562 | 0.562 | 0.000 (0.05) |
| Recession | 0.107 | 0.109 | −0.005 (−0.65) | 0.107 | 0.107 | −0.000 (−0.04) |
| SIR | 0.045 | 0.049 | −0.085 (−8.45) | 0.045 | 0.046 | 0.000 (−2.16) |
| Momentum | 0.132 | 0.135 | −0.008 (−0.78) | 0.132 | 0.132 | 0.000 (0.00) |
| Panel A: Summary statistics | ||||||
|---|---|---|---|---|---|---|
| Original sample (mean) | Re-weighted sample (mean) | |||||
| Variables | Treatment ( | Control (40,279) | Standardized difference (%) (t-stat) | Treatment ( | Control ( | Standardized difference (%) (t-stat) |
| 0.013 | −0.008 | 0.081 (7.68) | 0.013 | 0.013 | −0.000 (−0.06) | |
| 8.587 | 8.488 | 0.058 (5.89) | 8.587 | 8.587 | −0.000 (−0.002) | |
| 3.798 | 3.848 | −0.047 (−4.75) | 3.798 | 3.798 | −0.000 (−0.004) | |
| −1.094 | −1.109 | 0.019 (1.92) | −1.094 | −1.094 | −0.000 (−0.001) | |
| 55.068 | 55.381 | −0.009 (−0.99) | 55.067 | 55.068 | 0.000 (0.002) | |
| 0.775 | 0.771 | 0.027 (2.43) | 0.775 | 0.775 | −0.000 (−0.39) | |
| 0.001 | 0.006 | −0.033 (−3.23) | 0.001 | 0.001 | −0.000 (−0.02) | |
| 2.114 | 2.136 | −0.034 (−3.48) | 2.114 | 2.114 | −0.000 (−0.003) | |
| 0.133 | 0.132 | 0.010 (1.15) | 0.133 | 0.133 | −0.000 (−0.29) | |
| 0.201 | 0.203 | 0.041 (4.22) | 0.201 | 0.201 | 0.000 (0.01) | |
| −0.018 | −0.001 | −0.126 (−12.91) | −0.018 | −0.018 | −0.000 (−0.40) | |
| 0.562 | 0.480 | 0.165 (16.70) | 0.562 | 0.562 | 0.000 (0.05) | |
| 0.107 | 0.109 | −0.005 (−0.65) | 0.107 | 0.107 | −0.000 (−0.04) | |
| 0.045 | 0.049 | −0.085 (−8.45) | 0.045 | 0.046 | 0.000 (−2.16) | |
| 0.132 | 0.135 | −0.008 (−0.78) | 0.132 | 0.132 | 0.000 (0.00) | |
| Panel B: Weighted regression results | |
|---|---|
| (1) | |
| Variables | CAR(−1,+1) |
| LT (%) | −0.00347 |
| (−0.73) | |
| TP∆/P | 0.0205*** |
| (4.14) | |
| LT (%) × TP∆/P | 0.0424** |
| (2.20) | |
| N | 53,988 |
| Adj. R2 | 0.150 |
| Firm & Year FEs | Yes |
| Controls | Yes |
| Panel B: Weighted regression results | |
|---|---|
| (1) | |
| Variables | CAR(−1,+1) |
| −0.00347 | |
| (−0.73) | |
| 0.0205*** | |
| (4.14) | |
| 0.0424** | |
| (2.20) | |
| 53,988 | |
| Adj. | 0.150 |
| Firm & Year FEs | Yes |
| Controls | Yes |
Note(s): This table estimates the effect of long-term institutional shareholdings (LT (%)) on the stock market response (CARs) to target price revisions (TP∆/P), using the entropy balancing approach. Panel A provides the summary statistics for the original and the reweighted samples. Panel B presents the regression results for the reweighted sample. All the variables are defined in table A1 in Appendix. The t-statistics are reported in parentheses. Standard errors are clustered at the firm level. *, ** and *** denote statistical significance for the coefficients at 10%, 5% and 1% respectively
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