Sample selection, summary statistics and correlation matrix
| Panel A: Sample selection | |
|---|---|
| Observation | |
| Initial observations from NIKKEI CGES database | 54,106 |
| Less: Financial companies | 11,539 |
| Remaining observations | 42,567 |
| Less: Merging data for distance-to-default from CRI database | 1,912 |
| Remaining observation | 40,655 |
| Less: Missing data from control variables | 4,539 |
| Remaining observation | 36,116 |
| Panel A: Sample selection | |
|---|---|
| Observation | |
| Initial observations from NIKKEI CGES database | 54,106 |
| Less: Financial companies | 11,539 |
| Remaining observations | 42,567 |
| Less: Merging data for distance-to-default from CRI database | 1,912 |
| Remaining observation | 40,655 |
| Less: Missing data from control variables | 4,539 |
| Remaining observation | 36,116 |
| Panel B: Summary statistics | ||||||
|---|---|---|---|---|---|---|
| N | Mean | Std. Dev | Median | Min | Max | |
| DD | 36116 | 4.464 | 2.429 | 3.986 | 0.185 | 12.690 |
| DIR | 36116 | 7.535 | 12.079 | 1.653 | 0.000 | 99.400 |
| CEOIR | 31618 | 5.637 | 10.529 | 0.574 | 0.000 | 88.520 |
| EMPIR | 36116 | 2.893 | 3.454 | 1.800 | 0.000 | 39.900 |
| LNS | 36116 | 10.674 | 1.652 | 10.538 | 2.079 | 16.955 |
| K/S | 36116 | 0.328 | 0.338 | 0.256 | 0.004 | 2.290 |
| Y/S | 36116 | 0.084 | 0.078 | 0.075 | −0.251 | 0.354 |
| R&D/K | 36116 | 0.182 | 2.438 | 0.018 | −0.091 | 216.857 |
| RDUM | 36116 | 1.000 | 0.017 | 1.000 | 0.000 | 1.000 |
| I/K | 36116 | 0.156 | 0.361 | 0.108 | 0.000 | 39.957 |
| ROA | 36116 | 5.561 | 6.666 | 4.672 | −20.459 | 35.202 |
| LEVERAGE | 36116 | 0.190 | 0.174 | 0.152 | 0.000 | 2.309 |
| Age | 36116 | 2.991 | 0.945 | 3.045 | 0.000 | 4.234 |
| Note(s): Panel A of Table 1 presents the sample election process and Panel B of Table 1 presents summary statistics of DD, insider ownership proxies and other control variables used in this study. All variables are defined in Appendix and winsorized at the 1–99% levels | ||||||
| Panel B: Summary statistics | ||||||
|---|---|---|---|---|---|---|
| N | Mean | Std. Dev | Median | Min | Max | |
| DD | 36116 | 4.464 | 2.429 | 3.986 | 0.185 | 12.690 |
| DIR | 36116 | 7.535 | 12.079 | 1.653 | 0.000 | 99.400 |
| CEOIR | 31618 | 5.637 | 10.529 | 0.574 | 0.000 | 88.520 |
| EMPIR | 36116 | 2.893 | 3.454 | 1.800 | 0.000 | 39.900 |
| LNS | 36116 | 10.674 | 1.652 | 10.538 | 2.079 | 16.955 |
| K/S | 36116 | 0.328 | 0.338 | 0.256 | 0.004 | 2.290 |
| Y/S | 36116 | 0.084 | 0.078 | 0.075 | −0.251 | 0.354 |
| R&D/K | 36116 | 0.182 | 2.438 | 0.018 | −0.091 | 216.857 |
| RDUM | 36116 | 1.000 | 0.017 | 1.000 | 0.000 | 1.000 |
| I/K | 36116 | 0.156 | 0.361 | 0.108 | 0.000 | 39.957 |
| ROA | 36116 | 5.561 | 6.666 | 4.672 | −20.459 | 35.202 |
| LEVERAGE | 36116 | 0.190 | 0.174 | 0.152 | 0.000 | 2.309 |
| Age | 36116 | 2.991 | 0.945 | 3.045 | 0.000 | 4.234 |
| Note(s): Panel A of | ||||||
| Panel C: Pairwise correlations | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | |
| (1) DD | 1.00 | |||||||||||||
| (2) DIR | −0.06* | 1.00 | ||||||||||||
| (3) CEOIR | −0.07* | 0.95* | 1.00 | |||||||||||
| (4) EMPIR | −0.06* | −0.01 | −0.04* | 1.00 | ||||||||||
| (5) LNS | 0.13* | −0.36* | −0.33* | −0.10* | 1.00 | |||||||||
| (6) K/S | 0.05* | −0.11* | −0.11* | −0.10* | −0.05* | 1.00 | ||||||||
| (7) Y/S | 0.35* | 0.00 | 0.00 | −0.15* | 0.14* | 0.28* | 1.00 | |||||||
| (8) R&D/K | 0.01 | 0.02* | 0.02* | −0.04* | −0.09* | −0.04* | −0.10* | 1.00 | ||||||
| (9) RDUM | 0.01 | 0.01* | 0.01 | 0.01 | −0.04* | 0.00 | 0.00 | 0.00 | 1.00 | |||||
| (10) I/K | −0.01 | 0.08* | 0.09* | −0.10* | −0.07* | −0.11* | 0.00 | 0.14* | 0.00 | 1.00 | ||||
| (11) ROA | 0.33* | 0.15* | 0.13* | −0.08* | 0.11* | −0.14* | 0.56* | −0.07* | 0.01 | 0.06* | 1.00 | |||
| (12) LEVERAGE | −0.43* | 0.04* | 0.06* | −0.04* | 0.04* | 0.28* | −0.13* | −0.04* | −0.01 | −0.03* | −0.29* | −0.33* | 1.00 | |
| (13) Age | 0.03* | −0.54* | −0.49* | −0.03* | 0.41* | 0.20* | 0.02* | −0.06* | −0.02* | −0.12* | −0.19* | −0.35* | 0.05* | 1.00 |
| VIF | 1.38 | 1.44 | 1.84 | 1.04 | 1.00 | 1.04 | 1.84 | 1.22 | 1.63 | |||||
| Panel C: Pairwise correlations | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | |
| (1) DD | 1.00 | |||||||||||||
| (2) DIR | −0.06* | 1.00 | ||||||||||||
| (3) CEOIR | −0.07* | 0.95* | 1.00 | |||||||||||
| (4) EMPIR | −0.06* | −0.01 | −0.04* | 1.00 | ||||||||||
| (5) LNS | 0.13* | −0.36* | −0.33* | −0.10* | 1.00 | |||||||||
| (6) K/S | 0.05* | −0.11* | −0.11* | −0.10* | −0.05* | 1.00 | ||||||||
| (7) Y/S | 0.35* | 0.00 | 0.00 | −0.15* | 0.14* | 0.28* | 1.00 | |||||||
| (8) R&D/K | 0.01 | 0.02* | 0.02* | −0.04* | −0.09* | −0.04* | −0.10* | 1.00 | ||||||
| (9) RDUM | 0.01 | 0.01* | 0.01 | 0.01 | −0.04* | 0.00 | 0.00 | 0.00 | 1.00 | |||||
| (10) I/K | −0.01 | 0.08* | 0.09* | −0.10* | −0.07* | −0.11* | 0.00 | 0.14* | 0.00 | 1.00 | ||||
| (11) ROA | 0.33* | 0.15* | 0.13* | −0.08* | 0.11* | −0.14* | 0.56* | −0.07* | 0.01 | 0.06* | 1.00 | |||
| (12) LEVERAGE | −0.43* | 0.04* | 0.06* | −0.04* | 0.04* | 0.28* | −0.13* | −0.04* | −0.01 | −0.03* | −0.29* | −0.33* | 1.00 | |
| (13) Age | 0.03* | −0.54* | −0.49* | −0.03* | 0.41* | 0.20* | 0.02* | −0.06* | −0.02* | −0.12* | −0.19* | −0.35* | 0.05* | 1.00 |
| VIF | 1.38 | 1.44 | 1.84 | 1.04 | 1.00 | 1.04 | 1.84 | 1.22 | 1.63 | |||||
Note(s): Panel C of Table 1 presents the pairwise correlations matrix for all variables used in this study. * denotes statistical significance of coefficient estimates at the 5% level. All variables are defined in Appendix
Source(s): Table created by the authors