Growth in the market value of firms and the speed of adjustment
| PreCOVID | COVID | PreCOVID | COVID | |
|---|---|---|---|---|
| Variable | ΔBook lev | ΔBook lev | ΔMarket lev | ΔMarket lev |
| Panel A Low 20 (Rank 1). This group represent the least 20% valued firms | ||||
| Book Dev | 0.036*** | 0.042*** | ||
| (0.011) | (0.011) | |||
| Market Dev | 0.241*** | 0.299*** | ||
| (0.018) | (0.018) | |||
| Constant | 0.024*** | 0.003 | −0.017*** | 0.035*** |
| (0.003) | (0.003) | (0.001) | (0.002) | |
| Observations | 2,994 | 2,291 | 2,994 | 2,291 |
| R-squared | 0.216 | 0.244 | 0.352 | 0.359 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Panel B (Rank 2). This group represent the next 20% most valued firms after bottom 20% least valued firms | ||||
| Book Dev | 0.050*** | 0.121*** | ||
| (0.012) | (0.012) | |||
| Market Dev | 0.272*** | 0.278*** | ||
| (0.020) | (0.018) | |||
| Constant | 0.012*** | −0.007*** | −0.036*** | −0.074*** |
| (0.001) | (0.001) | (0.004) | (0.003) | |
| Observations | 2,548 | 2,027 | 2,548 | 2,027 |
| R-squared | 0.328 | 0.361 | 0.385 | 0.497 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Panel C (Rank 3). This represents the third group of most valued firms based on their market values | ||||
| Book Dev | 0.055*** | 0.068*** | ||
| (0.012) | (0.014) | |||
| Market Dev | 0.151*** | 0.188*** | ||
| (0.017) | (0.018) | |||
| Constant | 0.002 | −0.010*** | −0.029*** | −0.070*** |
| (0.002) | (0.002) | (0.005) | (0.005) | |
| Observations | 2,365 | 1,974 | 2,365 | 1,974 |
| R-squared | 0.304 | 0.318 | 0.376 | 0.414 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Panel D (Rank 4). This group represents second group most valued firms next to the top-most valued firms | ||||
| Book Dev | 0.050*** | 0.142*** | ||
| (0.014) | (0.013) | |||
| Market Dev | 0.100*** | 0.068*** | ||
| (0.016) | (0.012) | |||
| Constant | −0.007 | −0.050*** | −0.029*** | −0.042*** |
| (0.004) | (0.004) | (0.007) | (0.005) | |
| Observations | 2,319 | 2,369 | 2,319 | 2,369 |
| R-squared | 0.274 | 0.305 | 0.343 | 0.395 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Panel E top 20 (Rank 5). This group represents the top 20% most valued firms | ||||
| Book Dev | 0.011 | 0.082*** | ||
| (0.010) | (0.010) | |||
| Market Dev | 0.019 | 0.030*** | ||
| (0.014) | (0.009) | |||
| Constant | −0.002 | −0.071*** | −0.005 | −0.028*** |
| (0.009) | (0.008) | (0.008) | (0.005) | |
| Observations | 2,371 | 2,598 | 2,371 | 2,598 |
| R-squared | 0.271 | 0.223 | 0.301 | 0.288 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| PreCOVID | COVID | PreCOVID | COVID | |
|---|---|---|---|---|
| Variable | ΔBook lev | ΔBook lev | ΔMarket lev | ΔMarket lev |
| Book Dev | 0.036*** | 0.042*** | ||
| (0.011) | (0.011) | |||
| Market Dev | 0.241*** | 0.299*** | ||
| (0.018) | (0.018) | |||
| Constant | 0.024*** | 0.003 | −0.017*** | 0.035*** |
| (0.003) | (0.003) | (0.001) | (0.002) | |
| Observations | 2,994 | 2,291 | 2,994 | 2,291 |
| R-squared | 0.216 | 0.244 | 0.352 | 0.359 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Book Dev | 0.050*** | 0.121*** | ||
| (0.012) | (0.012) | |||
| Market Dev | 0.272*** | 0.278*** | ||
| (0.020) | (0.018) | |||
| Constant | 0.012*** | −0.007*** | −0.036*** | −0.074*** |
| (0.001) | (0.001) | (0.004) | (0.003) | |
| Observations | 2,548 | 2,027 | 2,548 | 2,027 |
| R-squared | 0.328 | 0.361 | 0.385 | 0.497 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Book Dev | 0.055*** | 0.068*** | ||
| (0.012) | (0.014) | |||
| Market Dev | 0.151*** | 0.188*** | ||
| (0.017) | (0.018) | |||
| Constant | 0.002 | −0.010*** | −0.029*** | −0.070*** |
| (0.002) | (0.002) | (0.005) | (0.005) | |
| Observations | 2,365 | 1,974 | 2,365 | 1,974 |
| R-squared | 0.304 | 0.318 | 0.376 | 0.414 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Book Dev | 0.050*** | 0.142*** | ||
| (0.014) | (0.013) | |||
| Market Dev | 0.100*** | 0.068*** | ||
| (0.016) | (0.012) | |||
| Constant | −0.007 | −0.050*** | −0.029*** | −0.042*** |
| (0.004) | (0.004) | (0.007) | (0.005) | |
| Observations | 2,319 | 2,369 | 2,319 | 2,369 |
| R-squared | 0.274 | 0.305 | 0.343 | 0.395 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
| Book Dev | 0.011 | 0.082*** | ||
| (0.010) | (0.010) | |||
| Market Dev | 0.019 | 0.030*** | ||
| (0.014) | (0.009) | |||
| Constant | −0.002 | −0.071*** | −0.005 | −0.028*** |
| (0.009) | (0.008) | (0.008) | (0.005) | |
| Observations | 2,371 | 2,598 | 2,371 | 2,598 |
| R-squared | 0.271 | 0.223 | 0.301 | 0.288 |
| Firm FE | Yes | Yes | Yes | Yes |
| Qtr FE | Yes | Yes | Yes | Yes |
Note(s): Table 4 displays how sensitive the SOA is to firm’s market value. Each panel presents the results from the baseline model for each group in examining the variation in the SOA. 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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