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How general is managerial human capital?: Evidence from the Retention of Managers after M&As Cover

How general is managerial human capital?: Evidence from the Retention of Managers after M&As

Open Access
|Dec 2023

Figures & Tables

Figure 1

Number of M&As each year during the period 1990–2006.

Table 1

Numbers of mergers and acquisitions by industry

IndustryNo. of target firmsNo. of new firmsBoth
Food151614
Textile785
Pulp131310
Chemical192114
Pharmaceutical632
Petroleum363
Rubber211
Ceramic141310
Iron ore7137
Nonferrous metal and metal151810
Machinery242416
Electronics274624
Shipbuilding010
Automobile994
Transport machinery600
Precision instruments221
Other manufacturers1096
Marine products101
Mining422
Construction262616
Trade433222
Retail273121
Other financial businesses242
Real estate1111
Rail and bus2122
Land transportation242
Marine transportation766
Air transportation131
Telecommunications422
Electricity020
Service351513
Total344344218
Table 2

Characteristics of target directors

VariableNo. of observationsMeanS.D.Min.Max.
Retained15200.3870.48701
Years of survival if retained5884.1172.190116
Table 3

Summary statistics

VariableNo.MeanS.D.Min.Max.
Tenure as a board member at t^j (years)15202.702.910.0020.92
Tenure as a board member at t^fm (years)15208.507.410.2556.42
Tenure as an employee (years)152011.8213.590.0043.17
Outside experience (years)152040.3515.6215.1771.17
Age (years)152060.675.5435.0890.92
Variables in Nhf,t^ , for t^=t^j,t^fm
  Negative operating income at t^j 15200.150.360.001.00
  Negative operating income at t^fm 15200.210.410.001.00
  Direct15200.200.400.001.00
  No. of employees at t^j (1000) 15201.702.650.00623.87
  No. of employees at t^fm (1000) 15201.532.240.00616.35
  Wage at t^j (million yen)15204.253.370.0828.39
  Wage at t^fm (million yen)15195.033.890.2125.57
  Median tenure as a titled director at t^j (years)15204.894.00033.17
  Median tenure as a titled director at t^fm (years)15204.613.190.5024.67
  Median age of titled directors at t^fm (years old)152055.354.3427.5869.17
Variables in Nχf,t^fm
  Sales (1000 million yen)1520146.78256.950.682877.40
τft^fm , τft^j (instrumental variables)
  Median value of tenure as a board member at t^fm (years)15207.484.170.2532.42
  Median value of tenure as an employee (years)152010.8412.170.0035.83
  Median value of outside experience (years)152040.2013.6620.4268.42
Manager characteristics
  No. of firms as a board member15201.140.511.0010.00
  Board member in the acquirer before the M&A15200.150.350.001.00
  Upper15200.310.460.001.00
  Target ROA15200.000.06−0.430.52
Firm characteristics
  Log target assets152011.071.356.9214.61
  Board size15205.772.731.0015.00
  Log stock share of top 101520−6.891.35−8.39−0.14
  Target firm's relative size in assets15200.270.230.000.99
  Related15200.480.500.001.00
  Acquisition15200.610.490.001.00
  Acquirer or others ROA15200.000.06−0.680.60
  Log top 10 share of acquirer or others1520−7.091.56−8.890.00
Table 4

GMM estimation

VariableCoef.Std. Err.
Negative operating income−0.6360.404
Direct−1.9641.030 *
No. of employees0.0000.000
Wage0.2420.049 ***
Median tenure as a titled director0.0250.028
Median age0.8010.253 ***
Constant ϕ˜0 73.18313.474 ***
Tenure as an employee (ϕe) 0.4000.230 *
Outside experience ϕ˜o 0.3820.224 *
1/(ζ + 1)0.6630.051 ***
Sales0.0000.000 *
Industry code dummyYes
Decade dummyYes
Number of observations1519

[i] 1. Instruments for the equation: negative operating income, direct no. of employees, wage, median tenure as a titled director, median age as a titled director, median tenure as a board member, median tenure as an employee, median outside experience, sales, and decade and industry dummy for both t^j and t^fm

[ii] 2. ***, ** and * denote statistical significance at the 1%, 5%, and 10% significance levels. Standard errors are calculated using bootstrap methods.

Table 5

Estimated unobserved skill

Obs.MeanStd. Dev.Min.Max.
χ˜fj 1520−6.6065.104−44.1915.654
Figure 2

Kernel density of estimated unobserved skill.

Table 6

Stratified Cox proportional hazards model estimation

Variable(1)(2)
Coef.Std. Err.Coef.Std. Err.
1: Tenure as a board member0.0060.024−0.0100.009
2: Tenure as an employee0.0110.007 *0.0110.005 **
3: Tenure as a board member × initial dummy−0.0120.0240.0020.010
4: Tenure as an employee × initial dummy−0.0140.007 **−0.0140.005 ***
Age0.1120.031 ***0.1000.016 ***
Board size0.0970.0810.1050.049 **
No. of firms as a board member−0.1660.215−0.1790.137
Board member in the acquirer before the M&A−0.1060.479−0.1080.308
Acquisition−0.0250.7970.0030.495
Target ROA−11.9137.626−11.3353.860 ***
Related0.1170.5620.0340.374
Target firm's relative size in assets−0.9900.530*−0.9420.433 **
Log target assets−0.0260.216−0.0660.133
Upper−0.2770.198−0.2640.132 **
Log stock share of top 10−0.4600.355−0.4550.194 **
Acquirer or others ROA−3.1646.143−2.2143.368
Log top 10 share of acquirer or others0.1340.2650.0920.162
χ˜fj 0.0440.039
Age × I(t = 0)−0.0720.031 ***−0.0610.017 ***
Board size × I(t = 0)−0.0730.082−0.0800.051
No. of firms as a board member × I(t = 0)−0.2930.248−0.2810.184
Board member in the acquirer before the M&A × I(t = 0)−0.1140.482−0.1160.312
Acquisition × I(t = 0)0.7290.8190.7020.525
Target ROA × I(t = 0)11.8137.69111.1983.910 ***
Related × I(t = 0)−0.3830.577−0.3000.388
Target firm's relative size in assets × I(t = 0)−0.2100.567−0.2570.464
Log target assets × I(t = 0)0.0120.2200.0540.138
Upper × I(t = 0)−0.0070.207−0.0170.143
Log stock share of top 10 × I(t = 0)0.5040.3570.5030.200 **
Acquirer or others ROA × I(t = 0)5.5336.2414.6363.577
Log top 10 share of acquirer or others × I(t = 0)−0.1610.269−0.1200.165
χ˜fj×It=0 −0.0370.039
Wald TestCoef.Chi2(1)Coef.Chi2(1)
1 + 3−0.0061.28−0.0085.31 **
2 + 4−0.0032.71 *−0.0033.74 *
Number of observations21082108

[i] Stratified by year, acquirer industry code, and target industry code.

[ii] ***, **, * denote statistical significance at the 1%,5%, and 10% significance levels.

[iii] Standard errors are calculated by bootstrap methods.

Table 7

Stratified Cox proportional hazards model estimation

Variable(1)(1)
Coef.Std. Err.Coef.Err.ef.
1: Tenure as a board member−0.0020.022−0.0160.009
2: Tenure as an employee0.0100.006 *0.0100.005 *
3: Tenure as a board member × initial dummy−0.0050.0220.0070.010
4: Tenure as an employee × initial dummy−0.0130.006 **−0.0120.005 ***
Age0.1160.026 ***0.1070.016 ***
Board size0.0360.020 *0.0390.046 **
No. of firms as a board member−0.3580.094 ***−0.3610.082 ***
Board member in the acquirer before the M&A−0.2290.074 ***−0.2320.064 ***
Acquisition0.5790.156 ***0.5780.139 ***
Target ROA−0.4661.000−0.4634.068
Related−0.2440.106 **−0.2520.097 ***
Target firm's relative size in assets−1.0160.437 **−1.0060.374 ***
Log target assets−0.0360.053−0.0400.049
Upper−0.2790.059 ***−0.2750.133 ***
Log stock share of top 10−0.0090.057−0.0080.195
Acquirer or others ROA1.2231.4391.3701.219
Log top 10 share of acquirer or others−0.0280.047−0.0350.043
χ˜fj 0.0360.033
Age × I(t = 0)−0.0760.026 ***−0.0690.017 ***
Board size × I(t = 0)
No. of firms as a board member × I(t = 0)
Board member in the acquirer before the M&A
Acquisition × I(t = 0)
Target ROA × I(t = 0)
Related × I(t = 0)
Target firm's relative size in assets × I(t = 0)−0.2940.484−0.2890.414
Log target assets × I(t = 0)
Upper × I(t = 0)
Log stock share of top 10 × I(t = 0)
Acquirer or others ROA × I(t = 0)
Log top 10 share of acquirer or others × I(t = 0)
χ˜fj×It=0 −0.0270.034
Wald TestCoef.Chi2(1)Coef.Chi2(1)
1 + 3−0.0061.18−0.0095.58 **
2 + 4−0.0032.95 *−0.0034.08 **
Number of observations21082108

[i] Stratified by year, acquirer industry code, and target industry code.

[ii] ***, **, * denote statistical significance at the 1%,5%, and 10% significance levels.

[iii] Standard errors are calculated using bootstrap methods.

Language: English
Accepted on: Apr 11, 2023
Published on: Dec 31, 2023
Published by: Sciendo
In partnership with: Paradigm Publishing Services
JEL:

© 2023 Kenjiro Hirata, Ayako Suzuki, Katsuya Takii, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 License.