Multivariate DID regression: high- and low-CEO-incentive-pay firms
| Ln_(1 + Count) | Ln_(1 + Count) | Ln_(1 + Count) | ||||
|---|---|---|---|---|---|---|
| High | Low | High | Low | High | Low | |
| (1) | (2) | (3) | (4) | (5) | (6) | |
| Panel A: Multivariate DID regression: High- and low-CEO-incentive-pay firms | ||||||
| Intercept | −0.141* (−1.69) | −0.217*** (−3.08) | −1.067*** (−3.91) | −0.348 (−1.59) | −1.074*** (−3.90) | −0.347 (−1.58) |
| Pilot × During | 0.101** (−2.24) | 0.019 (0.45) | −0.089* (−1.84) | 0.018 (0.43) | −0.089* (−1.83) | 0.018 (0.43) |
| Pilot × After | −0.079 (−1.65) | 0.028 (0.68) | −0.071 (−1.33) | 0.043 (1.01) | −0.071 (−1.32) | 0.043 (1.01) |
| Pilot | 0.065* (1.81) | −0.060* (−1.92) | ||||
| During | −0.002 (−0.09) | −0.044* (−1.67) | −0.023 (−0.78) | −0.062** (−2.18) | −0.023 (−0.78) | −0.062** (−2.17) |
| After | −0.030 (−1.00) | −0.100*** (−4.09) | −0.068* (−1.90) | −0.086*** (−2.95) | −0.068* (−1.89) | −0.086*** (−2.93) |
| Control variable | Yes | Yes | Yes | Yes | Yes | Yes |
| Fixed effect | No | No | Firm | Firm | Firm & Industry | Firm & Industry |
| Cluster standard error | Yes | Yes | Yes | Yes | Yes | Yes |
| R2 | 0.076 | 0.096 | 0.440 | 0.437 | 0.440 | 0.437 |
| Obs | 3,794 | 3,796 | 3,794 | 3,796 | 3,794 | 3,796 |
| Pilot (control) firms | 157 (333) | 186 (304) | 157 (333) | 186 (304) | 157 (333) | 186 (304) |
| χ2 | 3.85** | 2.81* | 2.81* | |||
| High | Low | High | Low | High | Low | |
|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | |
| −0.141* (−1.69) | −0.217*** (−3.08) | −1.067*** (−3.91) | −0.348 (−1.59) | −1.074*** (−3.90) | −0.347 (−1.58) | |
| −0.079 (−1.65) | 0.028 (0.68) | −0.071 (−1.33) | 0.043 (1.01) | −0.071 (−1.32) | 0.043 (1.01) | |
| 0.065* (1.81) | −0.060* (−1.92) | |||||
| −0.002 (−0.09) | −0.044* (−1.67) | −0.023 (−0.78) | −0.062** (−2.18) | −0.023 (−0.78) | −0.062** (−2.17) | |
| −0.030 (−1.00) | −0.100*** | −0.068* | −0.086*** (−2.95) | −0.068* (−1.89) | −0.086*** | |
| Control variable | Yes | Yes | Yes | Yes | Yes | Yes |
| Fixed effect | No | No | Firm | Firm | Firm & Industry | Firm & Industry |
| Cluster standard error | Yes | Yes | Yes | Yes | Yes | Yes |
| 0.076 | 0.096 | 0.440 | 0.437 | 0.440 | 0.437 | |
| 3,794 | 3,796 | 3,794 | 3,796 | 3,794 | 3,796 | |
| Pilot (control) firms | 157 (333) | 186 (304) | 157 (333) | 186 (304) | 157 (333) | 186 (304) |
| 3.85** | 2.81* | 2.81* | ||||
| Proportion | Chi-square statistics | |
|---|---|---|
| Panel B: The proportion of firms by age (mature vs. young) or AgencyFCF (high vs. low) in the high-CEO-incentive-pay group | ||
| Mature firms | 46.53% | |
| Young firms | 53.47% | |
| Difference from 50% | 0.401 | |
| High-AgencyFCF firms | 45.84% | |
| Low-AgencyFCF firms | 54.16% | |
| Difference from 50% | 0.561 | |
| Proportion | Chi-square statistics | |
|---|---|---|
| Mature firms | 46.53% | |
| Young firms | 53.47% | |
| Difference from 50% | 0.401 | |
| High- | 45.84% | |
| Low- | 54.16% | |
| Difference from 50% | 0.561 | |
Note(s): This table reports the results of multivariate DID regressions on the number of M&As for the pilot and the control firms over the periods before, during and after Regulation SHO's pilot program. Panel A reports the multivariate DID regression for high- and low-CEO-incentive-pay firms. The CEO incentive pay is calculated by
where Total_CEO_compensation is item TDC1 in the ExecuComp database, which equals the sum of salary, bonus, other annual, the total value of restricted stock granted, the total value of stock options granted calculated using the Black-Scholes option-pricing formula, long-term incentive payouts, and all other totals. We use the CEO_incentive_pay measures in 2003 to group all firms into two subsamples. Firms with CEO_incentive_pay above and below the median are classified as high- and low-CEO-incentive-pay firms, respectively
We estimate the multivariate DID panel regression as follows
Ln_(1 + Counti,t) = α0 + β1Piloti×Duringt + β2Piloti×Aftert + β3Piloti + β4Duringt + β5Aftert + β6Xi,t + ɛi,t
In this model, Ln_(1 + Counti,t) is the natural logarithm of (1 + Counti,t), while Counti,t is the total number of value-destroying M&As, including either cross-industry M&As or those with a negative CAR, announced by firm i in a given year t. Piloti equals one if firm i belongs to the pilot group and zero otherwise. Aftert is a dummy variable that equals one if the year is during the Post period (2007 to 2010). Xi,t is the set of controlling variables including return on assets (ROA), market-to-book ratio (MB_Ratio), leverage (Leverage), size (Ln_MV), sales (Ln_Sales), capital expenditures (CAPEX), R&D expenditures (RDX), and cash and short-term investment (Cash). If we add a firm fixed effect in the panel regression, we omit Piloti in that column to avoid multicollinearity. We cluster the standard errors at the firm level. The Chi-square test statistic (χ2) indicates whether the coefficient of Pilot × During differs significantly between the two subsamples. For simplicity, we do not report the coefficients of the control variables. In Panel B, we report the proportion of firms by age (mature vs. young) or AgencyFCF (high vs. low) in the high-CEO-incentive-pay group. We also report the Chi-square statistics to test whether the two groups have proportions different from 50% jointly. ***, **, and * denote significance at the 1%, 5%, and 10% level, respectively
As a benefit of your subscription, you can share temporary access to restricted articles.
Each link will stop working after 30 days or 10 uses. You may create up to 10 links in a 30 day period.
Please sign in to your personal account to gift article access.
As a benefit of your subscription, you can share temporary access to restricted articles.
Each link will stop working after 30 days or 10 uses. You may create up to 10 links in a 30 day period.
Gift articles remaining: --
Each link will stop working after 30 days or 10 uses. You may create up to 10 links in a 30 day period.
Gift articles remaining: --
As a benefit of your subscription, you can share temporary access to restricted articles.
Each link will stop working after 30 days or 10 uses.
You have reached the limit of 10 links within a 30 day period.
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.