The effects of stock market liquidity on returns – alternative liquidity measures
| Model | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
|---|---|---|---|---|---|---|---|---|
| const | 0.018*** | 0.030*** | 0.065*** | 0.062*** | 0.030*** | 0.028*** | 0.054*** | 0.050*** |
| (4.742) | (9.686) | (14.51) | (14.11) | (8.719) | (9.047) | (14.76) | (13.69) | |
| Size | −0.012*** | −0.012*** | −0.010*** | −0.011*** | −0.011*** | −0.011*** | −0.008*** | −0.009*** |
| (21.66) | (21.12) | (17.07) | (17.74) | (21.02) | (19.95) | (13.77) | (15.09) | |
| B-MV | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (0.361) | (0.355) | (0.251) | (0.208) | (0.870) | (1.072) | (0.775) | (0.588) | |
| Risk | −0.001 | −0.002* | −0.005*** | −0.005*** | −0.002** | −0.002*** | −0.004*** | −0.005*** |
| (1.142) | (1.755) | (3.861) | (4.229) | (2.192) | (2.604) | (4.378) | (4.173) | |
| Momentum | 0.008*** | 0.009*** | 0.008*** | 0.009*** | 0.009*** | 0.009*** | 0.009*** | 0.010*** |
| (6.427) | (7.160) | (6.172) | (6.648) | (7.047) | (7.316) | (6.844) | (7.078) | |
| Reversal | −0.004 | −0.007 | −0.009* | −0.010** | −0.006 | −0.010** | −0.007*** | −0.011** |
| (0.648) | (1.515) | (1.919) | (2.052) | (1.096) | (2.071) | (2.161) | (2.214) | |
| log(PECS) | −0.003*** | 0.001** | 0.001** | |||||
| (6.253) | (2.155) | (2.006) | ||||||
| log(Amih) | −0.0003* | 0.002*** | 0.002*** | |||||
| (1.866) | (11.25) | (9.263) | ||||||
| amPECS | 0.026 | |||||||
| (1.093) | ||||||||
| amAmih | 0.0001 | |||||||
| (1.427) | ||||||||
| log(HP) | −0.006*** | −0.007*** | ||||||
| (18.83) | (21.61) | |||||||
| log(HPFF) | −0.007*** | −0.007*** | ||||||
| (20.20) | (21.83) | |||||||
| Stock Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Time Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Number of observations | 142,895 | 137,193 | 137,193 | 129,363 | 149,640 | 143,657 | 143,657 | 133,210 |
| LSDV R-squared | 0.084 | 0.085 | 0.093 | 0.095 | 0.087 | 0.090 | 0.098 | 0.097 |
| Within R-squared | 0.073 | 0.074 | 0.083 | 0.085 | 0.077 | 0.080 | 0.089 | 0.087 |
| Model | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
|---|---|---|---|---|---|---|---|---|
| 0.018*** | 0.030*** | 0.065*** | 0.062*** | 0.030*** | 0.028*** | 0.054*** | 0.050*** | |
| (4.742) | (9.686) | (14.51) | (14.11) | (8.719) | (9.047) | (14.76) | (13.69) | |
| −0.012*** | −0.012*** | −0.010*** | −0.011*** | −0.011*** | −0.011*** | −0.008*** | −0.009*** | |
| (21.66) | (21.12) | (17.07) | (17.74) | (21.02) | (19.95) | (13.77) | (15.09) | |
| 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | |
| (0.361) | (0.355) | (0.251) | (0.208) | (0.870) | (1.072) | (0.775) | (0.588) | |
| −0.001 | −0.002* | −0.005*** | −0.005*** | −0.002** | −0.002*** | −0.004*** | −0.005*** | |
| (1.142) | (1.755) | (3.861) | (4.229) | (2.192) | (2.604) | (4.378) | (4.173) | |
| 0.008*** | 0.009*** | 0.008*** | 0.009*** | 0.009*** | 0.009*** | 0.009*** | 0.010*** | |
| (6.427) | (7.160) | (6.172) | (6.648) | (7.047) | (7.316) | (6.844) | (7.078) | |
| −0.004 | −0.007 | −0.009* | −0.010** | −0.006 | −0.010** | −0.007*** | −0.011** | |
| (0.648) | (1.515) | (1.919) | (2.052) | (1.096) | (2.071) | (2.161) | (2.214) | |
| −0.003*** | 0.001** | 0.001** | ||||||
| (6.253) | (2.155) | (2.006) | ||||||
| −0.0003* | 0.002*** | 0.002*** | ||||||
| (1.866) | (11.25) | (9.263) | ||||||
| 0.026 | ||||||||
| (1.093) | ||||||||
| 0.0001 | ||||||||
| (1.427) | ||||||||
| −0.006*** | −0.007*** | |||||||
| (18.83) | (21.61) | |||||||
| −0.007*** | −0.007*** | |||||||
| (20.20) | (21.83) | |||||||
| Stock Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Time Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Number of observations | 142,895 | 137,193 | 137,193 | 129,363 | 149,640 | 143,657 | 143,657 | 133,210 |
| LSDV | 0.084 | 0.085 | 0.093 | 0.095 | 0.087 | 0.090 | 0.098 | 0.097 |
| Within | 0.073 | 0.074 | 0.083 | 0.085 | 0.077 | 0.080 | 0.089 | 0.087 |
Note(s): The table presents the estimated effect of market liquidity and holding period on stock returns using alternative measures of liquidity. The dependent variable is the monthly excess (over risk-free return) return on the stock. t-statistics are given in the parentheses and asterisks denote the statistical significance at the 0.1 (*), 0.05 (**) and 0.01 (***) levels
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.