APPENDICES
Appendix A: Theoretical model
Appendix B: Result of business consulting literature on mergers
Appendix C: Independent variables
Appendix D:
Regression results after excluding outliers
Appendix E:
Regression results after excluding influential data
APPENDIX B: Results of business consulting literature on mergers
Selected Results from the Business Consulting Literature on Mergers
and Post-Merger Integration
Sponsor
Selected Results
Sample, Methods,
Comparison Group
KPMG 2001
82% considered successful in executive survey. 30%added value, 39% no change, 31% lowered value. A focus on synergy attainment increased chances of success by 28% relative to the average deal.
Survey of executives for 118 companies doing 700 cross border deals from 1997-1999. Compares equity price trends relative to industry trend just before and one year after the deal.
KPMG 1999
75% considered successful in executive survey. 17% add value, 30% no change, 53% reduce value. Firms that focused on choosing a strong deal management team and performed in-depth integration planning did 66% better than average. Pursuing synergies vigorously and communicating well improved performance by 45%. A focus on cultural issues improved the chances of success by 26%. Early action was a key for the successful firms.107 companies surveyed for 1996-1997 cross border deals. Same comparison as above. Basis of certain percentage comparisons are not always fully explained.
Booz-Allen &
Hamilton 2001
53% of deals do not meet expectations; 47% of deals fail to attain the objectives stated in the merger announcement; 55% of same-industry deals met expectations, only 32% of cross industry deals met expectations. 42% of CEOs of disappointing mergers are gone within 2 years vs 16% for successful CEOs.
Methods not fully described.
Business Week/
Mercer 1995,
Sirower BCG
2002
Mercer Mgt 1995 results: 27% increase value, 33% no change, 50% reduce value. Nonacquirers outperformed acquirers, and experienced acquirers outperformed tyros.
Sirower/BCG 2002 results: 61% reduce shareholder value one year later, on average buyers do 4% worse that industry peers and 9% worse than S&P500. The study examined 302 large 1995 to 2001 deals.
Reviews 150 large, 1990-1995 deals. Share value 3 months before versus three months after compared to S&P500. Results regarding types of deals that work best are inconsistently reported. Some comparisons to non-acquiring firms.
Mercer
Consulting
2001
Over half of trans-Atlantic mergers work. Managers of the successful deals credit acquirer and target complementarities, especially careful planning, and speedy, well-directed implementation.
152 trans-Atlantic deals from 1994 to 1999 using 2-year postdeal comparison to industry specific S&P stock price index.
McKinsey 2000,
2001
65%-70% of deals fail to enhance shareholder value; 36% of target firms maintained revenue growth in 1st
post-merger quarter, only 11% by 3rd quarter; revenue
growth 12% below industry peers, 40% of mergers fail to capture cost synergies. In a related study, 42% of acquiring firms had lower growth than industry rivals for 3 years following the merger.
Selected Results from the Business Consulting Literature on Mergers
and Post-Merger Integration
Sponsor
Selected Results
Sample, Methods,
Comparison Group
PriceWaterhouse
Coopers 2000
Acquirer’s stock 3.7% lower a year after a deal relative to peer group stock changes. 39% of firms reached their cost-cutting goals, while 60-70% achieved their market penetration goals. Success rates were uniformly higher if the firm moved early and quickly with transition teams, communications, and integration. Vast majority (79%) of executives regretted not moving faster in integration.
Survey of executives in 125 companies across a broad range of industries in 1999; 72% of firms were U.S.-based.
Accenture 2000,
2001
39% fully achieved their anticipated gains from alliances in the oil industry. In the finance industry, the best deals improved revenues 14%- 19% and shareholder value 65% above industry share values.
Oil industry and financial industry focus. Financial study reviews 72 deals from the 1990s.
A.T. Kearney
1999
58% of deals reduced shareholder value. Top performing deals were done in closely related businesses & had a higher percentage of assets in the firm’s core areas. 74% of successful deals were run by managers with deep merger experience.
115 large 1993-1996 deals; total
shareholder returns 3 months before versus two years after the deal. No explicit non-merger comparison group - comparisons made to average or quartiles in the sample.
CSC Index
Genesis
1997
Slightly more than 50% beat the benchmark, with
a wide variance in post-deal performance 71 large deals from 1989 to 1993 compared to peer group market value change from one year before to two years after the deals.
MAPI 1999
54% successful, 24% little change, 11% failures Survey of 80 senior executives;Boston
Consulting
Group 2000,
2001
Doubling of asset size for financial firms leads to 20% reduction in unit cost of servicing accounts. For industrial firms, savings of 10-15% in materials and components are common as a result of scale gains.
Based on B CG internal research.
APPENDIX C: Independent variables
Gender:
Gen 0 Male 1 FemaleForeigner:
For 0 No 1 YesLevel of education:
Loe 0 Max Bachelor
APPENDIX D: Regression results after excluding outliers
Excluded Case(s) Standardize
d Residual N R2 Significance ANOVA
1 day after
completion 12. Libby Inc. -6,78 165 0,18 0,00*
12. Libbey Inc. -5,24
1 m after
completion 101. Kennametal Inc. -3,53 164 0,25 0,00*
23. Technitrol Inc. 3,35
3 m after
completion 101. Kennametal Inc 3,45 164 0,18 0,00*
6 m after
completion 70. OM Group Inc. 3,86 165 0,09 0,03*
70. OM Group Inc. 3,20 9 m after completion 77. American Oriental Bioengeneering Inc. 5,22 163 0,11 0,01* 12 m after
completion 77. American Oriental Bioengeneering Inc. 3,385 128 0,11 0,06
APPENDIX E: Regression results after excluding influential data
Excluded Case(s) Cook’s D N R2 Sig ANOVA
7. Newmont Mining Corp. 0,10
9. Huntsman Corperation 0,03
18.The Boeing Comp. 0,06
19.AO Smith Corp. 0,06
38. Imation Corp. 0,05 71. UPS Inc. 0,32 73. Brady Corp. 0,05 97. Citigroup Inc. 0,03 1 day after completion
101.Georgia Gulf Corp. 0,20
156 0,36 0,00*
5.Computer Associated International Inc. 0,05
7. Newmont Mining Corp. 0,07
19. AO Smith Corp. 0,05
51. Champion Enterprise 0,06
70. OM Group Inc. 0,13
71. AO Smith Corp. 0,11
77. American Oriental Bioengeneering Inc. 0,06
91. AES Corporation 0,03
117.Tennant Company 0,07
120. Greif Inc. 0,03
126. FTI Consulting Inc 0,03 1 M after
completion
156. Premiere Global Service Inc. 0,03
152 0,30 0,00*
12. Libbey Inc. 0,08
30. CB Richard Ellis Group Inc. 0,04
51. Champion Enterprise 0,26
70. OM Group Inc. 0,23
71. AO Smith Corp 0,03
98. EnPro Industries Inc. 0,04 3 M after
completion
136. Advanced Micro Devices 0,04
157 0,29 0,00*
12. Libbey Inc. 0,04
13. First Data Corp. 0,07
23 Technitrol Inc. 0,04
30 CB Richard Ellis Group Inc. 0,07
32. HNI Corp. 0,04
51. Champion Enterprise 0,24
77 American Oriental Bioengeneering Inc. 0,14
101 Georgia Gulf Corp. 0,16
136 Advanced Micro Devices 0,04
141. CB Ellis Richard Group Inc. 0,03 6 M after
completion
165. Grant Prideco Inc. 0,03
154 0,19 0,00*
12. Libbey Inc. 0,03
13. First Data Corp. 0,04
23 Technitrol Inc 0,18
30. CB Richard Ellis Group Inc. 0,05
51. Champion Enterprise 0,19
101. Georgia Gulf Corperation 0,14
117. Tennant Company 0,04
131. Total System Service Inc 0,05
156. Premiere Global Service Inc. 0,03
163. Office Depot Inc. 0,04
9 M after completion
165. Grant Prideco Inc. 0,03
152 0,16 0,00*
7. Newmont Mining Corp. 0,07
13. First Data Corp. 0,04
30. CB Richard Ellis Group Inc. 0,04
APPENDIX F: P-P plot of standardized residual and residual versus predicted values
Figure F1 + F2
P-P plot of standardized residual and residual versus predicted Values for 1 day
after completion regression
0,0 0,2 0,4 0,6 0,8 1,0
Observed Cum Prob
0,0 0,2 0,4 0,6 0,8 1,0 E xp ec te d C um P ro b
Dependent Variable: ST1DAY Normal P-P Plot of Regression Standardized Residual
-3 -2 -1 0 1 2 3 4
Regression Standardized Predicted Value
-4 -3 -2 -1 0 1 2 3 R eg re ss io n S ta nd ar di ze d R es id ua l
Dependent Variable: ST1DAY Scatterplot
Figure F3 + F4
P-P plot of standardized residual and residual versus predicted Values for 1 month
after completion regression
0,0 0,2 0,4 0,6 0,8 1,0
Observed Cum Prob
0,0 0,2 0,4 0,6 0,8 1,0 E xp ec te d C um P ro b Dependent Variable: ST1M Normal P-P Plot of Regression Standardized Residual
-4 -2 0 2 4
Regression Standardized Predicted Value
-4 -3 -2 -1 0 1 2 3 R eg re ss io n S ta nd ar di ze d R es id u al Dependent Variable: ST1M Scatterplot
Figure F5 + F6
P-P plot of standardized residual and residual versus predicted Values for 3 months
after completion regression
0,0 0,2 0,4 0,6 0,8 1,0
Observed Cum Prob
0,0 0,2 0,4 0,6 0,8 1,0 E xp ec te d C um P ro b Dependent Variable: ST3M Normal P-P Plot of Regression Standardized Residual
-3 -2 -1 0 1 2 3 4
Regression Standardized Predicted Value
Figure F7 + F8
P-P plot of standardized residual and residual versus predicted Values for 6 months
after completion regression
0,0 0,2 0,4 0,6 0,8 1,0
Observed Cum Prob
0,0 0,2 0,4 0,6 0,8 1,0 E xp ec te d C um P ro b Dependent Variable: ST6M Normal P-P Plot of Regression Standardized Residual
-3 -2 -1 0 1 2 3 4
Regression Standardized Predicted Value
-3 -2 -1 0 1 2 3 4 R eg re ss io n S ta nd ar di ze d R es id ua l Dependent Variable: ST6M Scatterplot
Figure F9 + F10
P-P plot of standardized residual and residual versus predicted Values for 9 months
after completion regression
0,0 0,2 0,4 0,6 0,8 1,0
Observed Cum Prob
0,0 0,2 0,4 0,6 0,8 1,0 E xp ec te d C um P ro b Dependent Variable: ST9M Normal P-P Plot of Regression Standardized Residual
-4 -2 0 2 4
Regression Standardized Predicted Value
-4 -2 0 2 4 R eg re ss io n S ta nd ar di ze d R es id u al Dependent Variable: ST9M Scatterplot
Figure F11 + F12
P-P plot of Standardized Residual and Residual versus Predicted Values for 12
months after completion regression
0,0 0,2 0,4 0,6 0,8 1,0
Observed Cum Prob
0,0 0,2 0,4 0,6 0,8 1,0 E xp ec te d C um P ro b Dependent Variable: ST12M Normal P-P Plot of Regression Standardized Residual
-3 -2 -1 0 1 2 3 4
Regression Standardized Predicted Value
APPENDIX G: Regession results after robustness analysis
Table G1
Model Summary 1 day after completion
Model R R Square Adjusted R Square Std. Error of the Estimate Durbin-Watson
1 ,596(a) ,355 ,325 ,0431468371 1,985
a Predictors: (Constant), SM1DAY, NATDIV, AGEDIV, GENDIV, TENDIV, LOEDIV, IEDIV b Dependent Variable: ST1DAY
Table G2
ANOVA(b) 1 day after completion
Model Sum of Squares df Mean Square F Sig.
Regressio n ,152 7 ,022 11,638 ,000(a) Residual ,276 148 ,002 1 Total ,427 155
a Predictors: (Constant), SM1DAY, NATDIV, AGEDIV, GENDIV, TENDIV, LOEDIV, IEDIV b Dependent Variable: ST1DAY
Table G3
Coefficients(a) 1 day after completion
Unstandardized
Coefficients Standardized Coefficients
Model B Std. Error Beta t Sig. (Constant ) ,004 ,019 ,204 ,839 GENDIV -,015 ,022 -,046 -,683 ,496 NATDIV -,012 ,022 -,044 -,557 ,578 LOEDIV ,028 ,024 ,085 1,163 ,247 TENDIV -,009 ,021 -,030 -,427 ,670 IEDIV ,002 ,024 ,006 ,084 ,934 AGEDIV ,002 ,022 ,007 ,097 ,923 1 SM1DA Y 1,137 ,128 ,601 8,886 ,000
Table G4
Model Summary 1 month after completion
Model R R Square Adjusted R Square Std. Error of the Estimate
1 ,549(a) ,301 ,267 ,0720732585
a Predictors: (Constant), SM1M, IEDIV, TENDIV, AGEDIV, LOEDIV, GENDIV, NATDIV
Table G5
ANOVA(b) 1 month after completion
Model Sum of Squares df Mean Square F Sig.
Regressio n ,322 7 ,046 8,863 ,000(a) Residual ,748 144 ,005 1 Total 1,070 151
a Predictors: (Constant), SM1M, IEDIV, TENDIV, AGEDIV, LOEDIV, GENDIV, NATDIV b Dependent Variable: ST1M
Table G6
Coefficients(a) 1 month after completion
Unstandardized
Coefficients Standardized Coefficients
Table G7
Model Summary 3 months after completion
Model R R Square Adjusted R Square Std. Error of the Estimate
1 ,536(a) ,288 ,254 ,1042714104
a Predictors: (Constant), SM3M, TENDIV, GENDIV, NATDIV, AGEDIV, LOEDIV, IEDIV
Table G8
ANOVA(b) 3 months after completion
Model Sum of Squares df Mean Square F Sig.
Regressio n ,654 7 ,093 8,593 ,000(a) Residual 1,620 149 ,011 1 Total 2,274 156
a Predictors: (Constant), SM3M, TENDIV, GENDIV, NATDIV, AGEDIV, LOEDIV, IEDIV b Dependent Variable: ST3M
Table G9
Coefficients(a) 3 months after completion
Unstandardized
Coefficients Standardized Coefficients
Model
B Std. Error Beta t Sig.
Table G10
Model Summary 6 months after completion
Model R R Square Adjusted R Square Std. Error of the Estimate
1 ,433(a) ,188 ,149 ,1653718227
a Predictors: (Constant), SM6M, NATDIV, TENDIV, AGEDIV, GENDIV, LOEDIV, IEDIV
Table G11
ANOVA(b) 6 months after completion
Model Sum of Squares df Mean Square F Sig.
Regressio n ,922 7 ,132 4,819 ,000(a) Residual 3,993 146 ,027 1 Total 4,915 153
a Predictors: (Constant), SM6M, NATDIV, TENDIV, AGEDIV, GENDIV, LOEDIV, IEDIV b Dependent Variable: ST6M
Table G12
Coefficients(a) 6 months after completion
Unstandardized
Coefficients Standardized Coefficients
Model
B Std. Error Beta t Sig.
Table G13
Model Summary 9 months after completion
Model R R Square Adjusted R Square Std. Error of the Estimate
1 ,403(a) ,163 ,122 ,1838297444
a Predictors: (Constant), SM9M, IEDIV, LOEDIV, AGEDIV, TENDIV, GENDIV, NATDIV
Table G14
ANOVA(b) 9 months after completion
Model Sum of Squares df Mean Square F Sig.
Regressio n ,946 7 ,135 4,000 ,000(a) Residual 4,866 144 ,034 1 Total 5,812 151
a Predictors: (Constant), SM9M, IEDIV, LOEDIV, AGEDIV, TENDIV, GENDIV, NATDIV b Dependent Variable: ST9M
Table G15
Coefficients(a) 9 months after completion
Unstandardized
Coefficients Standardized Coefficients
Model
B Std. Error Beta t Sig.
Table G16
Model Summary 12 months after completion
Model R R Square Adjusted R Square Std. Error of the Estimate
1 ,375(a) ,141 ,089 ,2435935506
a Predictors: (Constant), SM12M, LOEDIV, GENDIV, IEDIV, TENDIV, AGEDIV, NATDIV
Table G17
ANOVA(b) 12 months after completion
Model Sum of Squares df Mean Square F Sig.
Regressio n 1,119 7 ,160 2,695 ,013(a) Residual 6,824 115 ,059 1 Total 7,943 122
a Predictors: (Constant), SM12M, LOEDIV, GENDIV, IEDIV, TENDIV, AGEDIV, NATDIV b Dependent Variable: ST12M
Table G18
Coefficients(a) 12 months after completion
Unstandardized
Coefficients Standardized Coefficients
FIGURE 2
TMT strategic capacity: diversity and collective action
Source: Krishnan H.A.; Miller, A.; Judge W.Q. (1997), Diversification and top management
TABLE 1
Regression results
Regression 1 day after completion Regression 1 month after completion Regression 3 months after completion Regression 6 months after completion Regression 9 months after completion Regression 12 months after completionVariable B Sig B Sig B Sig B Sig B Sig B Sig
(Constant) -0,00 ,90 0,05 0,24 -0,00 0,18 0,06 0,50 0,17 0,18 0,20 0,20 GENDIV 0,00 1,00 0,08 0,17 0,01 0,98 0,02 0,86 0,00 0,98 -0,08 0,64 NATDIV 0,06 0,08 0,08 0,16 -0,06 0,65 -0,00 0,98 -0,06 0,65 0,11 0,53 LOEDIV 0,03 0,41 -0,03 0,60 -0,13 0,43 -0,15 0,21 -0,12 0,43 -0,24 0,16 TENDIV -0,01 0,70 -0,09 0,08 0,29 0,07 -0,02 0,87 -0,23 0,07 -0,14 0,33 IEDIV -0,06 0,13 -0,13 0,03* -,012 0,43 -0,08 0,51 -0,12 0,43 -0,14 0,43 AGEDIV 0,02 0,47 0,07 0,19 0,10 0,44 0,04 0,72 0,10 0,44 0,02 0,93 TOTDIV - - - - SM 0,70 0,00* 0,94 ,00* 1,17 0,00* 0,99 0,00 1,17 0,00* 1,14 0,02* Dependent Variable ST1DAY ST1M ST3M ST6M ST9M ST12M N 166 166 166 166 165 129 R2 0,12 0,17 0,16 0,08 0,09 0,08 Sig ANOVA 0,01* 0,00* 0,00* 0,08 0,04* 0,17
TABLE 2
Regression results after robustness analysis
Regression 1 day after completion Regression 1 month after completion Regression 3 months after completion Regression 6 months after completion Regression 9 months after completion Regression 12 months after completion
Variable B Sig B Sig B Sig B Sig B Sig B Sig
(Constant) 0,00 0,84 0,08 0,04* 0,02 0,66 -0,01 0,88 -0,14 0,19 -0,04 0,80 GENDIV -0,02 0,50 0,05 0,17 0,05 0,32 0,08 0,40 0,06 0,58 -0,01 0,93 NATDIV -0,01 0,58 0,04 0,27 0,07 0,18 0,01 0,92 -0,04 0,69 0,17 0,24 LOEDIV 0,03 0,25 -0,07 0,10 -0,13 0,04* -0,11 0,27 -0,09 0,39 -0,33 0,03* TENDIV -0,01 0,67 -0,03 0,56 0,03 0,64 0,13 0,16 0,18 0,10 0,11 0,47 IEDIV 0,00 0,93 -0,09 0,03* -0,09 0,12 -0,01 0,96 0,14 0,19 0,03 0,84 AGEDIV 0,00 0,92 -0,03 0,44 0,03 0,58 -0,11 0,19 -0,04 0,65 -0,05 0,71 SM 1,14 0,00* 1,14 0,00* 1,24 0,00* 1,33 0,00* 1,27 0,00* 1,54 0,00* Dependent Variable ST1DAY ST1M ST3M ST6M ST9M ST12M N 156 152 157 154 152 123 R2 0,36 0,30 0,29 0,19 0,16 0,14 Sig ANOVA 0,00* 0,00* 0,00* 0,00* 0,00* 0,01*