Effects of liquidity on the speed of leverage adjustment – conditional on leverage deviation and target instability
| Hypothesis 3 | Hypothesis 4 | Both hypotheses | ||||
|---|---|---|---|---|---|---|
| Variables | BLEV t+1 (1) | MLEV t+1 (2) | BLEV t+1 (3) | MLEV t+1 (4) | BLEV t+1 (5) | MLEV t+1 (6) |
| LEV | 0.7380*** | 0.8020*** | 0.6920*** | 0.6560*** | 0.8000*** | 0.6210*** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| LIQ | −0.0005*** | −0.0002*** | −0.0001 | −0.0004*** | −0.0002*** | −0.0024*** |
| (0.000) | (0.000) | (0.122) | (0.000) | (0.000) | (0.000) | |
| LIQ × LEV | 0.0024*** | 0.0005*** | 0.0007*** | 0.0004*** | 0.0012*** | 0.0063*** |
| (0.000) | (0.000) | (0.000) | (0.006) | (0.000) | (0.000) | |
| LevDev | −0.0260*** | 0.0176*** | −0.0056*** | 0.0303*** | ||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| LEV × LevDev | 0.0806*** | −0.111*** | 0.0133*** | −0.102*** | ||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| LIQ × LevDev | 0.0003*** | 0.0001*** | 0.0002*** | 0.0019*** | ||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| LIQ × LEV × LevDev | −0.0018*** | −0.0004*** | −0.0008*** | −0.0048*** | ||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| ΔTarget | −0.0040*** | −0.0007 | 0.0135*** | −0.0085** | ||
| (0.000) | (0.818) | (0.000) | (0.016) | |||
| LEV × ΔTarget | −0.0149*** | 0.0642*** | −0.0638*** | 0.0765*** | ||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| LIQ × ΔTarget | −0.0000 | 0.0005*** | 0.0000*** | 0.0005*** | ||
| (0.789) | (0.000) | (0.000) | (0.000) | |||
| LIQ × LEV × ΔTarget | −0.0002*** | −0.0008*** | −0.0004*** | −0.0016*** | ||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| Control | Yes | Yes | Yes | Yes | Yes | Yes |
| Year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 10,938 | 10,938 | 4,645 | 4,037 | 6,293 | 6,901 |
| Number of id | 1,609 | 1,609 | 1,088 | 1,081 | 1,206 | 1,257 |
| AR(2) | 0.0894 | 0.0137 | 0.4931 | 0.9131 | 0.2339 | 0.3835 |
| p-value Hansen test | 0.7275 | 0.5068 | 0.3835 | 0.2722 | 0.1699 | 0.2211 |
| Hypothesis 3 | Hypothesis 4 | Both hypotheses | ||||
|---|---|---|---|---|---|---|
| Variables | BLEV t+1 (1) | MLEV t+1 (2) | BLEV t+1 (3) | MLEV t+1 (4) | BLEV t+1 (5) | MLEV t+1 (6) |
| 0.7380*** | 0.8020*** | 0.6920*** | 0.6560*** | 0.8000*** | 0.6210*** | |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
| −0.0005*** | −0.0002*** | −0.0001 | −0.0004*** | −0.0002*** | −0.0024*** | |
| (0.000) | (0.000) | (0.122) | (0.000) | (0.000) | (0.000) | |
| −0.0260*** | 0.0176*** | −0.0056*** | 0.0303*** | |||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| 0.0806*** | −0.111*** | 0.0133*** | −0.102*** | |||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| 0.0003*** | 0.0001*** | 0.0002*** | 0.0019*** | |||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| −0.0040*** | −0.0007 | 0.0135*** | −0.0085** | |||
| (0.000) | (0.818) | (0.000) | (0.016) | |||
| −0.0149*** | 0.0642*** | −0.0638*** | 0.0765*** | |||
| (0.000) | (0.000) | (0.000) | (0.000) | |||
| −0.0000 | 0.0005*** | 0.0000*** | 0.0005*** | |||
| (0.789) | (0.000) | (0.000) | (0.000) | |||
| Yes | Yes | Yes | Yes | Yes | Yes | |
| Year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 10,938 | 10,938 | 4,645 | 4,037 | 6,293 | 6,901 |
| Number of id | 1,609 | 1,609 | 1,088 | 1,081 | 1,206 | 1,257 |
| AR(2) | 0.0894 | 0.0137 | 0.4931 | 0.9131 | 0.2339 | 0.3835 |
| 0.7275 | 0.5068 | 0.3835 | 0.2722 | 0.1699 | 0.2211 | |
Note(s): This tables reports the regression results for the effects of liquidity measures on the leverage SOA in high and low leverage deviation firms, and high and low instability in target, based on whether the firm’s leverage deviation position/instability in target is above or below the median for full sample using two-step system GMM. The variable definition are in Appendix. ***, ** and * indicate significance at the 1, 5 and 10% levels, respectively. The p-values are in parenthesis
Source(s): The table is created by authors
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