Levered versus unlevered firms and speed of adjustment
| PreCOVID | COVID | PreCOVID | COVID | |||||
|---|---|---|---|---|---|---|---|---|
| Over levered | Under levered | Over levered | Under levered | Over levered | Under levered | Over levered | Under levered | |
| Variable | ΔBook lev | ΔMarket lev | ||||||
| Book Dev | 0.014** | 0.082*** | 0.095*** | 0.052*** | ||||
| (0.007) | (0.006) | (0.006) | (0.006) | |||||
| Market Dev | 0.339*** | 0.054*** | 0.310*** | 0.048*** | ||||
| (0.013) | (0.007) | (0.012) | (0.005) | |||||
| Constant | 0.016*** | −0.017*** | −0.025*** | −0.020*** | −0.061*** | −0.014*** | −0.110*** | −0.027*** |
| (0.002) | (0.002) | (0.002) | (0.001) | (0.004) | (0.002) | (0.004) | (0.002) | |
| Observations | 7,371 | 5,226 | 6,722 | 4,537 | 7,371 | 5,226 | 6,722 | 4,537 |
| R-squared | 0.268 | 0.314 | 0.284 | 0.294 | 0.411 | 0.289 | 0.383 | 0.366 |
| Firm FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| PreCOVID | COVID | PreCOVID | COVID | |||||
|---|---|---|---|---|---|---|---|---|
| Over levered | Under levered | Over levered | Under levered | Over levered | Under levered | Over levered | Under levered | |
| Variable | ΔBook lev | ΔMarket lev | ||||||
| Book Dev | 0.014** | 0.082*** | 0.095*** | 0.052*** | ||||
| (0.007) | (0.006) | (0.006) | (0.006) | |||||
| Market Dev | 0.339*** | 0.054*** | 0.310*** | 0.048*** | ||||
| (0.013) | (0.007) | (0.012) | (0.005) | |||||
| Constant | 0.016*** | −0.017*** | −0.025*** | −0.020*** | −0.061*** | −0.014*** | −0.110*** | −0.027*** |
| (0.002) | (0.002) | (0.002) | (0.001) | (0.004) | (0.002) | (0.004) | (0.002) | |
| Observations | 7,371 | 5,226 | 6,722 | 4,537 | 7,371 | 5,226 | 6,722 | 4,537 |
| R-squared | 0.268 | 0.314 | 0.284 | 0.294 | 0.411 | 0.289 | 0.383 | 0.366 |
| Firm FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Note(s): This table refines the estimation from the baseline model specified in Eq. (1) to adjust for the asymmetry in the SOA between over-levered and under-levered firms. The over-levered firms are defined as the leverage higher than the target leverage, and under-levered firms are defined as the leverage lower than the target leverage. PreCOVID and COVID samples range between 2018Q3-2020Q1 and 2020Q2-2021Q4 respectively
Robust standard errors are presented in parentheses. ***p < 0.01, **p < 0.05, *p < 0.1 signifies significance at 1%, 5%, and 10% respectively
Source(s): Table by authors
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