Summary statistics
| Variables | Obs | Mean | SD | Min | P1 | P99 | Max |
|---|---|---|---|---|---|---|---|
| Panel A descriptive statistics | |||||||
| ARL (DAYS) | 12,523 | 56.548 | 11.459 | 18 | 27 | 86 | 179 |
| ARL_Q4 | 12,523 | 0.240 | 0.424 | 0 | 0 | 1 | 1 |
| LNARL | 12,523 | 4.032 | 0.209 | 2.944 | 3.332 | 4.466 | 5.193 |
| PEG | 12,523 | 0.104 | 0.05 | 0.005 | 0.027 | 0.326 | 0.613 |
| MPEG | 12,523 | 0.111 | 0.047 | 0.001 | 0.036 | 0.277 | 0.876 |
| OJN | 12,523 | 0.109 | 0.035 | 0.007 | 0.05 | 0.229 | 0.6 |
| BODSIZE | 12,523 | 2.303 | 0.335 | 1.099 | 1.609 | 2.944 | 2.944 |
| INDDIR | 12,523 | 0.736 | 0.157 | 0 | 0.273 | 1 | 1 |
| CEODUAL | 12,523 | 0.237 | 0.425 | 0 | 0 | 1 | 1 |
| BODMEET | 12,523 | 2.09 | 0.432 | 0 | 0 | 3.045 | 3.219 |
| BIGN | 12,523 | 0.916 | 0.277 | 0 | 0 | 1 | 1 |
| GCOPIN | 12,523 | 0.091 | 0.032 | 0 | 0 | 0 | 1 |
| OWNCON | 12,523 | 0.269 | 0.265 | 0 | 0 | 0.977 | 0.999 |
| ICWEAK | 12,523 | 0.185 | 0.388 | 0 | 0 | 1 | 1 |
| SALEGR | 12,523 | 0.081 | 0.12 | −0.199 | −0.166 | 0.461 | 0.549 |
| LNSIZE | 12,523 | 8.063 | 1.626 | 2.706 | 4.962 | 12.293 | 14.745 |
| LEV | 12,523 | 0.249 | 0.171 | 0 | 0 | 0.748 | 1 |
| BTM | 12,523 | 0.65 | 0.248 | 0.1 | 0.172 | 1.209 | 2.204 |
| ROA | 12,523 | 0.055 | 0.053 | −0.1 | −0.075 | 0.218 | 0.267 |
| LOSS | 12,523 | 0.038 | 0.192 | 0 | 0 | 1 | 1 |
| BETA | 12,523 | 1.071 | 0.83 | −9.124 | −0.11 | 3.27 | 12.58 |
| Variables | Obs | Mean | SD | Min | P1 | P99 | Max |
|---|---|---|---|---|---|---|---|
| ARL (DAYS) | 12,523 | 56.548 | 11.459 | 18 | 27 | 86 | 179 |
| ARL_Q4 | 12,523 | 0.240 | 0.424 | 0 | 0 | 1 | 1 |
| LNARL | 12,523 | 4.032 | 0.209 | 2.944 | 3.332 | 4.466 | 5.193 |
| PEG | 12,523 | 0.104 | 0.05 | 0.005 | 0.027 | 0.326 | 0.613 |
| MPEG | 12,523 | 0.111 | 0.047 | 0.001 | 0.036 | 0.277 | 0.876 |
| OJN | 12,523 | 0.109 | 0.035 | 0.007 | 0.05 | 0.229 | 0.6 |
| BODSIZE | 12,523 | 2.303 | 0.335 | 1.099 | 1.609 | 2.944 | 2.944 |
| INDDIR | 12,523 | 0.736 | 0.157 | 0 | 0.273 | 1 | 1 |
| CEODUAL | 12,523 | 0.237 | 0.425 | 0 | 0 | 1 | 1 |
| BODMEET | 12,523 | 2.09 | 0.432 | 0 | 0 | 3.045 | 3.219 |
| BIGN | 12,523 | 0.916 | 0.277 | 0 | 0 | 1 | 1 |
| GCOPIN | 12,523 | 0.091 | 0.032 | 0 | 0 | 0 | 1 |
| OWNCON | 12,523 | 0.269 | 0.265 | 0 | 0 | 0.977 | 0.999 |
| ICWEAK | 12,523 | 0.185 | 0.388 | 0 | 0 | 1 | 1 |
| SALEGR | 12,523 | 0.081 | 0.12 | −0.199 | −0.166 | 0.461 | 0.549 |
| LNSIZE | 12,523 | 8.063 | 1.626 | 2.706 | 4.962 | 12.293 | 14.745 |
| LEV | 12,523 | 0.249 | 0.171 | 0 | 0 | 0.748 | 1 |
| BTM | 12,523 | 0.65 | 0.248 | 0.1 | 0.172 | 1.209 | 2.204 |
| ROA | 12,523 | 0.055 | 0.053 | −0.1 | −0.075 | 0.218 | 0.267 |
| LOSS | 12,523 | 0.038 | 0.192 | 0 | 0 | 1 | 1 |
| BETA | 12,523 | 1.071 | 0.83 | −9.124 | −0.11 | 3.27 | 12.58 |
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) | (19) | (20) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Panel B pairwise correlations | ||||||||||||||||||||
| (1) ARL_Q4 | 1.00 | |||||||||||||||||||
| (2) LNARL | 0.62 | 1.00 | ||||||||||||||||||
| (3) PEG | 0.07 | 0.05 | 1.00 | |||||||||||||||||
| (4) MPEG | 0.16 | 0.12 | 0.42 | 1.00 | ||||||||||||||||
| (5) OJN | 0.15 | 0.12 | 0.50 | 0.90 | 1.00 | |||||||||||||||
| (6) BODSIZE | −0.25 | −0.23 | −0.08 | −0.16 | −0.19 | 1.00 | ||||||||||||||
| (7) INDDIR | −0.13 | −0.11 | −0.03 | −0.07 | −0.08 | 0.22 | 1.00 | |||||||||||||
| (8) CEODUAL | −0.04 | −0.04 | 0.01 | 0.01 | 0.02 | 0.05 | 0.06 | 1.00 | ||||||||||||
| (9) BODMEET | 0.07 | 0.09 | 0.02 | 0.02 | 0.01 | 0.08 | 0.11 | 0.07 | 1.00 | |||||||||||
| (10) BIGN | −0.19 | −0.17 | −0.03 | −0.06 | −0.06 | 0.15 | 0.09 | 0.04 | −0.03 | 1.00 | ||||||||||
| (11) GCOPIN | 0.03 | 0.03 | 0.02 | 0.01 | 0.01 | −0.01 | −0.01 | 0.01 | 0.01 | 0.00 | 1.00 | |||||||||
| (12) OWNCON | −0.01 | 0.01 | −0.08 | −0.07 | −0.10 | 0.12 | 0.10 | 0.05 | 0.04 | 0.01 | 0.00 | 1.00 | ||||||||
| (13) ICWEAK | 0.01 | 0.02 | −0.01 | −0.01 | −0.02 | 0.04 | 0.05 | 0.02 | 0.04 | 0.04 | −0.01 | 0.04 | 1.00 | |||||||
| (14) SALEGR | 0.04 | 0.03 | −0.07 | 0.01 | 0.02 | −0.13 | −0.07 | −0.02 | −0.04 | −0.03 | −0.04 | 0.00 | −0.02 | 1.00 | ||||||
| (15) LNSIZE | −0.35 | −0.33 | 0.02 | −0.11 | −0.11 | 0.52 | 0.21 | 0.08 | 0.14 | 0.24 | 0.00 | −0.09 | 0.04 | −0.12 | 1.00 | |||||
| (16) LEV | −0.06 | −0.04 | 0.01 | 0.02 | 0.00 | 0.13 | 0.05 | 0.07 | 0.05 | 0.10 | 0.03 | 0.09 | 0.02 | −0.05 | 0.20 | 1.00 | ||||
| (17) BTM | 0.15 | 0.15 | 0.28 | 0.25 | 0.26 | 0.01 | −0.01 | 0.00 | 0.12 | −0.09 | 0.03 | −0.11 | −0.01 | −0.23 | 0.14 | 0.07 | 1.00 | |||
| (18) ROA | −0.15 | −0.14 | −0.13 | −0.17 | −0.10 | −0.01 | 0.01 | −0.03 | −0.11 | 0.08 | −0.03 | 0.02 | 0.02 | 0.16 | −0.05 | −0.13 | −0.58 | 1.00 | ||
| (19) LOSS | 0.10 | 0.09 | 0.02 | 0.10 | 0.04 | −0.07 | −0.02 | 0.00 | 0.02 | −0.06 | 0.07 | 0.01 | 0.00 | −0.04 | −0.14 | −0.07 | 0.07 | −0.33 | 1.00 | |
| (20) BETA | 0.04 | 0.04 | 0.10 | 0.18 | 0.18 | −0.09 | −0.01 | 0.02 | 0.03 | −0.03 | −0.01 | 0.04 | 0.01 | 0.02 | −0.10 | −0.03 | 0.05 | −0.08 | 0.10 | 1.00 |
| Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) | (19) | (20) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| (1) ARL_Q4 | 1.00 | |||||||||||||||||||
| (2) LNARL | 1.00 | |||||||||||||||||||
| (3) PEG | 1.00 | |||||||||||||||||||
| (4) MPEG | 1.00 | |||||||||||||||||||
| (5) OJN | 1.00 | |||||||||||||||||||
| (6) BODSIZE | 1.00 | |||||||||||||||||||
| (7) INDDIR | 1.00 | |||||||||||||||||||
| (8) CEODUAL | 0.01 | 0.01 | 0.02 | 1.00 | ||||||||||||||||
| (9) BODMEET | 0.02 | 0.02 | 0.01 | 1.00 | ||||||||||||||||
| (10) BIGN | 1.00 | |||||||||||||||||||
| (11) GCOPIN | 0.03 | 0.02 | 0.01 | 0.01 | −0.01 | −0.01 | 0.01 | 0.01 | 0.00 | 1.00 | ||||||||||
| (12) OWNCON | −0.01 | 0.01 | 0.01 | 0.00 | 1.00 | |||||||||||||||
| (13) ICWEAK | 0.01 | 0.02 | −0.01 | −0.01 | −0.02 | 0.02 | −0.01 | 0.04 | 1.00 | |||||||||||
| (14) SALEGR | 0.01 | 0.02 | −0.02 | 0.00 | −0.02 | 1.00 | ||||||||||||||
| (15) LNSIZE | 0.02 | 0.00 | 1.00 | |||||||||||||||||
| (16) LEV | 0.01 | 0.02 | 0.00 | 0.02 | 1.00 | |||||||||||||||
| (17) BTM | 0.01 | −0.01 | 0.00 | −0.01 | 1.00 | |||||||||||||||
| (18) ROA | −0.01 | 0.01 | 0.02 | 0.02 | 1.00 | |||||||||||||||
| (19) LOSS | −0.02 | 0.00 | 0.02 | 0.01 | 0.00 | 1.00 | ||||||||||||||
| (20) BETA | −0.01 | 0.02 | −0.01 | 0.01 | 0.02 | 1.00 | ||||||||||||||
Note(s): Italic (underline) values are statistically significant at a 0.01 (0.05) level
Source(s): Created by authors