From ESG Alignment to Value: Post-Merger ESG Dynamics and Market Valuation in Global M&As
Abstract
1. Introduction
2. Literature Review and Hypothesis Development
3. Research Design
- Let k ∈ {0,1,2} denote the merger year and the first two post-merger years.
- Define
- Let denote cross-border anddenote cross-industry transactions.The merger-type indicators are defined as:
Cross-border and cross-industry Domestic and cross-industry Cross-border and within-industry Domestic and within-industry; reference category
3.1. Data Sources and Sampling Procedure
3.2. ESG Performance
3.3. Market Value
3.4. Control Variables
4. Results and Discussion
4.1. Descriptive Statistics
4.2. Regression Analysis and Discussion
5. Conclusions
6. Limitations and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Variable | Definition |
|---|---|
| ESG | ESG performance of the acquirer companies. |
| E | Environmental score of the acquirer companies. |
| S | Social score of the acquirer companies. |
| G | Governance score of the acquirer companies. |
| TESG | ESG performance of the target companies. |
| TE | Environmental score of the target companies. |
| TS | Social score of the target companies. |
| TG | Governance score of the target companies. |
| SIZE | Natural logarithm of the book value of the acquiring company’s total assets reported by Worldscope. |
| LEVERAGE | The ratio of total liabilities to total assets. The data are from Worldscope. |
| ROA | Return on assets ratio reported by Worldscope. |
| MV | Market value is measured using Tobin’s Q, calculated as the market value of equity (common shares outstanding multiplied by stock price) plus the book value of preferred stock and debt, divided by the book value of total assets. All data are obtained from Worldscope. |
| D_COUNTRY | A binary variable denoting whether the acquirer and target companies are headquartered in different countries (1), otherwise (0). |
| D_INDUSTRY | A binary variable denoting whether the acquirer and target companies’ Standard Industrial Classification (SIC) codes are different (1), otherwise (0). |
| Markets | ESGC | Environmental Score | Social Score | Governance Score | N |
|---|---|---|---|---|---|
| Developed Markets | |||||
| Australia | 81.11 | 79.82 | 83.74 | 79.09 | 222 |
| Austria | 86.25 | 85.98 | 84.90 | 87.21 | 9 |
| Belgium | 84.67 | 83.62 | 83.89 | 85.82 | 19 |
| Canada | 81.29 | 79.08 | 83.13 | 81.07 | 217 |
| Denmark | 88.30 | 87.41 | 87.09 | 89.64 | 29 |
| Finland | 84.72 | 83.05 | 83.47 | 86.85 | 13 |
| France | 83.23 | 82.48 | 83.18 | 83.54 | 139 |
| Germany | 85.01 | 84.27 | 85.18 | 85.08 | 110 |
| Hong Kong | 80.71 | 82.71 | 81.33 | 77.53 | 39 |
| Ireland | 90.26 | 89.05 | NA | NA | 24 |
| Israel | 75.30 | 74.04 | 77.13 | 74.33 | 9 |
| Italy | 80.24 | 80.96 | 81.10 | 78.28 | 39 |
| Japan | 79.24 | 76.75 | 78.78 | 81.50 | 884 |
| Netherlands | 86.31 | 84.98 | 87.51 | 85.85 | 50 |
| New Zealand | 80.66 | 77.96 | 80.03 | 83.18 | 7 |
| Norway | 91.62 | 90.28 | 93.53 | 90.21 | 36 |
| Portugal | 76.10 | 75.64 | 74.27 | 77.95 | 8 |
| Singapore | 90.25 | 90.16 | 93.65 | 85.62 | 13 |
| Spain | 78.64 | 78.42 | 77.77 | 79.38 | 78 |
| Sweden | 85.53 | 84.99 | 85.49 | 85.58 | 41 |
| Switzerland | 90.64 | 90.86 | 90.02 | 90.41 | 82 |
| United Kingdom | 82.65 | 83.05 | 81.90 | 82.58 | 206 |
| United States | 84.65 | 81.79 | 85.60 | 85.77 | 1456 |
| Emerging Markets | |||||
| Brazil | 59.39 | 59.78 | 58.85 | 59.70 | 50 |
| Chile | 68.14 | 65.75 | 67.92 | 70.42 | 3 |
| China (Mainland) | 52.58 | 48.32 | 52.45 | 56.59 | 222 |
| Colombia | 56.55 | 56.73 | 54.67 | 58.41 | 5 |
| Czech Republic | 79.88 | 78.26 | 79.66 | 81.21 | 2 |
| Egypt | 51.01 | 51.99 | 53.09 | 48.04 | 3 |
| Greece | 72.39 | 73.98 | 72.58 | 70.44 | 14 |
| Hungary | 74.00 | 71.95 | 73.02 | 76.50 | 2 |
| India | 36.45 | 35.10 | 35.00 | 39.88 | 105 |
| Indonesia | 46.80 | 45.84 | 45.90 | 49.10 | 18 |
| Korea (South) | 76.55 | 73.94 | 76.97 | 78.20 | 108 |
| Kuwait | 77.14 | 78.77 | 82.71 | 66.43 | 3 |
| Malaysia | 66.05 | 63.99 | 68.45 | 65.55 | 28 |
| Mexico | 63.98 | 62.42 | 61.63 | 67.46 | 56 |
| Peru | 53.45 | 52.76 | 51.43 | 56.28 | 16 |
| Philippines | 43.15 | 41.45 | 41.28 | 47.00 | 16 |
| Poland | 72.02 | 71.05 | 71.89 | 72.80 | 11 |
| Qatar | 90.31 | 90.78 | 96.32 | 79.72 | 3 |
| Saudi Arabia | 71.00 | 72.51 | 78.54 | 55.71 | 11 |
| South Africa | 53.94 | 51.92 | 53.55 | 56.46 | 37 |
| Taiwan | 63.43 | 33.58 | 73.15 | 50.87 | 71 |
| Thailand | 60.63 | 58.03 | 60.79 | 62.96 | 29 |
| Turkey | 65.87 | 65.40 | 64.71 | 67.40 | 14 |
| United Arab Emirates | 81.15 | 82.47 | 87.58 | 69.19 | 15 |
| Developed Markets | 82.86 | 80.88 | 82.78 | 83.09 | 3730 |
| Emerging Markets | 58.18 | 53.69 | 58.86 | 58.95 | 842 |
| Total (All Acquiring Firm-Years) | 78.32 | 75.87 | 78.38 | 78.65 | 4572 |
| Variables | N | Mean | Std. Dev. | P25 | Median | P75 |
|---|---|---|---|---|---|---|
| ESG | 4572 | 34.337 | 26.334 | 0 | 36.68 | 56.37 |
| TESG | 4572 | 23.916 | 25.978 | 0 | 16.32 | 46.2 |
| SIZE | 4572 | 16.9 | 2.707 | 14.92 | 16.75 | 18.93 |
| LEVERAGE | 4572 | 0.522 | 0.203 | 0.38 | 0.53 | 0.67 |
| ROA | 4572 | 6.243 | 6.383 | 2.73 | 5.64 | 9.795 |
| MV | 4572 | 1.637 | 0.93 | 1.01 | 1.31 | 1.93 |
| D_COUNTRY | 4572 | 0.159 | 0.366 | 0 | 0 | 1 |
| D_INDUSTRY | 4572 | 0.115 | 0.319 | 0 | 0 | 1 |
| Variables | N | Mean | Std. Dev. | P25 | Median | P75 |
|---|---|---|---|---|---|---|
| E | 4572 | 33.088 | 31.769 | 0 | 27.72 | 63.075 |
| S | 4572 | 37.186 | 30.542 | 0 | 36.41 | 64.545 |
| G | 4572 | 39.125 | 30.309 | 0 | 42.08 | 67.05 |
| TE | 4572 | 21.677 | 28.778 | 0 | 0 | 44.93 |
| TS | 4572 | 25.095 | 28.645 | 0 | 12.375 | 48.14 |
| TG | 4572 | 27.453 | 29.877 | 0 | 17.29 | 55.425 |
| Models | (1.1) | (1.1.1) | (1.1.2) | (1.1.3) | (1.2) | (1.2.1) | (1.2.2) | (1.2.3) | (1.3) | (1.3.1) | (1.3.2) | (1.3.3) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dependent Variables | ESG | E | S | G | ESG(t + 1) | E(t + 1) | S(t + 1) | G(t + 1) | ESG(t + 2) | E(t + 2) | S(t + 2) | G(t + 2) |
| TESG | 0.677 *** (0.05) (0.55) | 0.601 *** (0.04) (0.49) | 0.593 *** (0.03) (0.48) | |||||||||
| TE | 0.759 *** (0.05) (0.53) | 0.708 *** (0.04) (0.50) | 0.680 *** (0.04) (0.48) | |||||||||
| TS | 0.707 *** (0.05) (0.56) | 0.643 *** (0.04) (0.51) | 0.632 *** (0.03) (0.50) | |||||||||
| TG | 0.683 *** (0.05) (0.55) | 0.587 *** (0.04) (0.47) | 0.547 *** (0.03) (0.44) | |||||||||
| SIZE | 2.705 *** (0.32) (2.18) | 3.948 *** (0.55) (2.77) | 2.974 *** (0.42) (2.34) | 3.009 *** (0.37) (2.41) | 2.808 *** (0.39) (2.27) | 4.076 *** (0.53) (2.88) | 3.088 *** (0.45) (2.43) | 3.182 *** (0.46) (2.55) | 2.805 *** (0.32) (2.26) | 4.111 *** (0.46) (2.90) | 3.095 *** (0.38) (2.43) | 3.090 *** (0.42) (2.48) |
| LEVERAGE | 11.062 *** (2.76) (8.92) | 17.991 *** (4.76) (12.62) | 15.308 *** (3.55) (12.04) | 10.928 *** (2.85) (8.75) | 10.433 *** (2.43) (8.43) | 18.253 *** (3.95) (12.91) | 13.933 *** (3.43) (10.97) | 10.869 *** (2.69) (8.72) | 10.083 *** (2.85) (8.14) | 17.230 *** (4.08) (12.17) | 13.038 *** (3.75) (10.23) | 9.518 *** (2.77) (7.64) |
| ROA | 0.073 *** (0.02) (0.06) | 0.117 ** (0.06) (0.08) | 0.092 *** (0.03) (0.07) | 0.081 *** (0.03) (0.07) | 0.047 *** (0.02) (0.04) | 0.099 ** (0.04) (0.07) | 0.072 *** (0.02) (0.06) | 0.050 *** (0.02) (0.04) | 0.039 *** (0.01) (0.03) | 0.103 *** (0.04) (0.07) | 0.051 *** (0.02) (0.04) | 0.034 ** (0.02) (0.03) |
| MV | 1.306 *** (0.35) (1.05) | 0.728 * (0.43) (0.51) | 1.770 *** (0.50) (1.39) | 1.440 *** (0.37) (1.15) | 1.458 *** (0.26) (1.18) | 0.930 *** (0.29) (0.66) | 1.833 *** (0.33) (1.44) | 1.759 *** (0.28) (1.41) | 1.444 *** (0.21) (1.17) | 1.126 *** (0.21) (0.80) | 1.669 *** (0.27) (1.31) | 1.605 *** (0.28) (1.29) |
| Constant | −40.496 *** (4.77) | −70.288 *** (9.86) | 29.999 *** (1.40) | −44.455 *** (1.09) | −39.383 *** (6.24) | −70.325 *** (9.54) | 31.666 *** (1.08) | 32.505 *** (0.85) | −37.402 *** (5.12) | 34.109 *** (0.97) | 32.397 *** (1.00) | −38.888 *** (6.64) |
| Obs | 4572 | 4572 | 4572 | 4572 | 4038 | 4038 | 4038 | 4038 | 3503 | 3503 | 3503 | 3503 |
| F | 457.2 | 376.1 | 670.5 | 427.5 | 613.7 | 391.6 | 1536 | 465.1 | 429 | 203.2 | 569.2 | 368.3 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.0722 | 0.0799 | 0.0681 | 0.0674 | 0.0568 | 0.0701 | 0.055 | 0.0498 | 0.0519 | 0.0625 | 0.0503 | 0.0421 |
| LogL | −16,700 | −15,763 | −17,204 | −17,214 | −14,978 | −14,158 | −15,398 | −15,494 | −13,071 | −12,352 | −13,425 | −13,544 |
| Models | (2.1) | (2.1.1) | (2.1.2) | (2.1.3) | (2.2) | (2.2.1) | (2.2.2) | (2.2.3) | (2.3) | (2.3.1) | (2.3.2) | (2.3.3) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dependent Variables | ESG | E | S | G | ESG(t + 1) | E(t + 1) | S(t + 1) | G(t + 1) | ESG(t + 2) | E(t + 2) | S(t + 2) | G(t + 2) |
| TESG | 0.733 *** (0.04) (0.59) | 0.646 *** (0.04) (0.52) | 0.631 *** (0.03) (0.51) | |||||||||
| TE | 0.824 *** (0.05) (0.58) | 0.761 *** (0.04) (0.54) | 0.728 *** (0.04) (0.52) | |||||||||
| TS | 0.759 *** (0.05) (0.60) | 0.687 *** (0.04) (0.54) | 0.672 *** (0.03) (0.53) | |||||||||
| TG | 0.736 *** (0.05) (0.59) | 0.632 *** (0.04) (0.51) | 0.585 *** (0.03) (0.47) | |||||||||
| SIZE | 2.436 *** (0.27) (1.97) | 3.511 *** (0.46) (2.46) | 2.681 *** (0.36) (2.11) | 2.750 *** (0.32) (2.20) | 2.585 *** (0.35) (2.09) | 3.702 *** (0.45) (2.62) | 2.834 *** (0.39) (2.24) | 2.957 *** (0.42) (2.37) | 2.593 *** (0.27) (2.09) | 3.722 *** (0.37) (2.64) | 2.837 *** (0.31) (2.23) | 2.877 *** (0.37) (2.31) |
| LEVERAGE | 10.114 *** (2.00) (8.16) | 16.514 *** (3.78) (11.59) | 13.989 *** (2.55) (11.02) | 10.023 *** (2.20) (8.03) | 9.390 *** (1.78) (7.59) | 16.629 *** (2.88) (11.78) | 12.490 *** (2.56) (9.85) | 9.815 *** (2.13) (7.87) | 9.127 *** (2.33) (7.37) | 15.638 *** (3.04) (11.07) | 11.669 *** (3.01) (9.18) | 8.581 *** (2.42) (6.89) |
| ROA | 0.064 *** (0.02) (0.05) | 0.103 ** (0.05) (0.07) | 0.082 *** (0.03) (0.06) | 0.072 ** (0.03) (0.06) | 0.042 ** (0.02) (0.03) | 0.090 ** (0.04) (0.06) | 0.065 *** (0.02) (0.05) | 0.043 ** (0.02) (0.03) | 0.035 ** (0.02) (0.03) | 0.096 ** (0.04) (0.07) | 0.045 ** (0.02) (0.04) | 0.029 (0.02) (0.02) |
| MV | 1.294 *** (0.31) (1.04) | 0.773 ** (0.39) (0.54) | 1.732 *** (0.44) (1.36) | 1.421 *** (0.34) (1.14) | 1.465 *** (0.24) (1.18) | 0.993 *** (0.25) (0.70) | 1.826 *** (0.30) (1.44) | 1.758 *** (0.28) (1.41) | 1.452 *** (0.22) (1.17) | 1.182 *** (0.23) (0.84) | 1.666 *** (0.25) (1.31) | 1.605 *** (0.29) (1.29) |
| D_COUNTRY | 22.302 *** (1.93) (17.99) | 29.790 *** (2.85) (20.91) | 26.827 *** (2.19) (21.13) | 23.491 *** (2.23) (18.81) | 19.908 *** (2.33) (16.09) | 28.283 *** (3.01) (20.04) | 24.875 *** (2.69) (19.62) | 21.533 *** (2.59) (17.28) | 18.127 *** (2.39) (14.64) | 27.370 *** (3.24) (19.38) | 23.576 *** (2.74) (18.54) | 19.223 *** (2.81) (15.43) |
| Constant | 24.168 *** (4.19) | −68.093 *** (8.84) | 28.153 *** (1.24) | −44.707 *** (4.98) | −39.163 *** (0.51) | −68.554 *** (0.73) | −46.275 *** (6.39) | 31.504 *** (6.60) | 27.075 *** (4.70) | 32.283 *** (7.64) | −43.609 *** (0.75) | −38.785 *** (6.21) |
| Obs. | 4572 | 4572 | 4572 | 4572 | 4038 | 4038 | 4038 | 4038 | 3503 | 3503 | 3503 | 3503 |
| F | 327.6 | 257.2 | 482 | 428.8 | 357 | 317.9 | 677.5 | 411.5 | 596.7 | 245.8 | 536.9 | 603.3 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.0848 | 0.0947 | 0.0813 | 0.0773 | 0.0654 | 0.0824 | 0.0649 | 0.0566 | 0.0587 | 0.0734 | 0.0588 | 0.0472 |
| LogL | −16,473 | −15,508 | −16,961 | −17,032 | −14,842 | −13,970 | −15,237 | −15,384 | −12,978 | −12,208 | −13,306 | −13,473 |
| Models | (3.1) | (3.1.1) | (3.1.2) | (3.1.3) | (3.2) | (3.2.1) | (3.2.2) | (3.2.3) | (3.3) | (3.3.1) | (3.3.2) | (3.3.3) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dependent Variables | ESG | E | S | G | ESG(t + 1) | E(t + 1) | S(t + 1) | G(t + 1) | ESG(t + 2) | E(t + 2) | S(t + 2) | G(t + 2) |
| TESG | 0.694 *** (0.05) (0.56) | 0.617 *** (0.04) (0.50) | 0.607 *** (0.03) (0.49) | |||||||||
| TE | 0.775 *** (0.06) (0.54) | 0.727 *** (0.04) (0.51) | 0.699 *** (0.04) (0.49) | |||||||||
| TS | 0.725 *** (0.05) (0.57) | 0.660 *** (0.04) (0.52) | 0.647 *** (0.03) (0.51) | |||||||||
| TG | 0.698 *** (0.05) (0.56) | 0.600 *** (0.04) (0.48) | 0.557 *** (0.04) (0.45) | |||||||||
| SIZE | 2.579 *** (0.33) (2.08) | 3.796 *** (0.58) (2.66) | 2.825 *** (0.44) (2.22) | 2.883 *** (0.36) (2.31) | 2.691 *** (0.38) (2.17) | 3.897 *** (0.53) (2.76) | 2.946 *** (0.45) (2.32) | 3.075 *** (0.44) (2.47) | 2.708 *** (0.31) (2.19) | 3.940 *** (0.45) (2.78) | 2.985 *** (0.37) (2.34) | 3.014 *** (0.41) (2.42) |
| LEVERAGE | 10.628 *** (2.62) (8.57) | 17.510 *** (4.67) (12.28) | 14.703 *** (3.32) (11.56) | 10.501 *** (2.65) (8.41) | 10.078 *** (2.31) (8.14) | 17.722 *** (3.78) (12.54) | 13.418 *** (3.25) (10.56) | 10.552 *** (2.57) (8.46) | 9.760 *** (2.75) (7.88) | 16.684 *** (3.86) (11.79) | 12.601 *** (3.60) (9.89) | 9.278 *** (2.73) (7.45) |
| ROA | 0.072 *** (0.02) (0.06) | 0.117 ** (0.06) (0.08) | 0.091 *** (0.03) (0.07) | 0.081 *** (0.03) (0.07) | 0.047 *** (0.02) (0.04) | 0.099 ** (0.04) (0.07) | 0.071 *** (0.02) (0.06) | 0.049 *** (0.02) (0.04) | 0.038 *** (0.01) (0.03) | 0.102 *** (0.04) (0.07) | 0.050 *** (0.02) (0.04) | 0.033 ** (0.02) (0.03) |
| MV | 1.301 *** (0.37) (1.05) | 0.719 (0.45) (0.50) | 1.756 *** (0.53) (1.38) | 1.434 *** (0.39) (1.15) | 1.444 *** (0.27) (1.17) | 0.912 *** (0.29) (0.65) | 1.808 *** (0.34) (1.42) | 1.743 *** (0.29) (1.40) | 1.431 *** (0.22) (1.15) | 1.109 *** (0.23) (0.78) | 1.648 *** (0.27) (1.29) | 1.593 *** (0.28) (1.28) |
| D_INDUSTRY | 8.942 *** (2.47) (7.21) | 8.921 *** (3.10) (6.25) | 11.056 *** (2.98) (8.69) | 9.622 *** (3.34) (7.71) | 8.518 *** (2.20) (6.88) | 10.897 *** (2.64) (7.71) | 10.966 *** (2.79) (8.63) | 8.483 *** (3.11) (6.80) | 8.370 *** (1.71) (6.75) | 11.930 *** (1.83) (8.43) | 10.095 *** (2.01) (7.92) | 7.164 *** (2.30) (5.75) |
| Constant | 25.464 *** (0.89) | 32.107 *** (10.10) | 29.787 *** (6.05) | 29.769 *** (5.41) | −38.526 *** (6.04) | −68.588 *** (1.08) | −45.436 *** (6.88) | −43.307 *** (0.87) | 27.835 *** (4.92) | −67.025 *** (8.53) | −43.456 *** (1.04) | 33.545 *** (0.80) |
| Obs. | 4572 | 4572 | 4572 | 4572 | 4038 | 4038 | 4038 | 4038 | 3503 | 3503 | 3503 | 3503 |
| F | 438.9 | 305.4 | 684.4 | 463.2 | 515.1 | 308.4 | 1301 | 413.4 | 323.1 | 308.7 | 461.3 | 363.7 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.0736 | 0.0808 | 0.0697 | 0.0686 | 0.0579 | 0.0714 | 0.0563 | 0.0506 | 0.0529 | 0.0639 | 0.0514 | 0.0426 |
| LogL | −16,674 | −15,747 | −17,175 | −17,192 | −14,961 | −14,139 | −15,376 | −15,482 | −13,057 | −12,335 | −13,410 | −13,538 |
| Models | (4.1) | (4.1.1) | (4.1.2) | (4.1.3) | (4.2) | (4.2.1) | (4.2.2) | (4.2.3) | (4.3) | (4.3.1) | (4.3.2) | (4.3.3) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dependent Variables | ESG | E | S | G | ESG(t + 1) | E(t + 1) | S(t + 1) | G(t + 1) | ESG(t + 2) | E(t + 2) | S(t + 2) | G(t + 2) |
| TESG | 0.720 *** (0.04) (0.58) | 0.636 *** (0.04) (0.51) | 0.623 *** (0.03) (0.50) | |||||||||
| TE | 0.808 *** (0.05) (0.57) | 0.748 *** (0.04) (0.53) | 0.716 *** (0.04) (0.51) | |||||||||
| TS | 0.748 *** (0.04) (0.59) | 0.678 *** (0.04) (0.54) | 0.664 *** (0.03) (0.52) | |||||||||
| TG | 0.725 *** (0.04) (0.58) | 0.623 *** (0.04) (0.50) | 0.577 *** (0.03) (0.46) | |||||||||
| SIZE | 2.556 *** (0.28) (2.06) | 3.696 *** (0.47) (2.60) | 2.816 *** (0.36) (2.22) | 2.869 *** (0.33) (2.30) | 2.674 *** (0.36) (2.16) | 3.852 *** (0.47) (2.73) | 2.938 *** (0.41) (2.32) | 3.046 *** (0.43) (2.44) | 2.671 *** (0.28) (2.16) | 3.863 *** (0.38) (2.74) | 2.929 *** (0.32) (2.30) | 2.953 *** (0.38) (2.37) |
| LEVERAGE | 10.678 *** (2.12) (8.61) | 17.320 *** (3.93) (12.16) | 14.698 *** (2.74) (11.57) | 10.583 *** (2.35) (8.48) | 9.838 *** (1.91) (7.95) | 17.334 *** (3.06) (12.28) | 13.068 *** (2.73) (10.30) | 10.270 *** (2.31) (8.24) | 9.608 *** (2.40) (7.76) | 16.446 *** (3.21) (11.64) | 12.298 *** (3.08) (9.67) | 9.062 *** (2.45) (7.28) |
| ROA | 0.067 *** (0.02) (0.05) | 0.106 ** (0.05) (0.07) | 0.084 *** (0.03) (0.07) | 0.074 *** (0.03) (0.06) | 0.044 *** (0.02) (0.04) | 0.092 ** (0.04) (0.07) | 0.067 *** (0.02) (0.05) | 0.045 ** (0.02) (0.04) | 0.037 ** (0.02) (0.03) | 0.098 *** (0.04) (0.07) | 0.048 *** (0.02) (0.04) | 0.031 * (0.02) (0.03) |
| MV | 1.310 *** (0.31) (1.06) | 0.783 ** (0.39) (0.55) | 1.756 *** (0.43) (1.38) | 1.438 *** (0.33) (1.15) | 1.485 *** (0.24) (1.20) | 1.012 *** (0.27) (0.72) | 1.854 *** (0.30) (1.46) | 1.779 *** (0.27) (1.43) | 1.480 *** (0.23) (1.20) | 1.213 *** (0.22) (0.86) | 1.706 *** (0.27) (1.34) | 1.635 *** (0.30) (1.31) |
| DC1_DI0 | 21.738 *** (1.93) (17.53) | 29.660 *** (3.30) (20.82) | 26.458 *** (2.54) (20.83) | 22.837 *** (2.34) (18.29) | 19.603 *** (2.60) (15.85) | 28.002 *** (3.38) (19.83) | 24.656 *** (2.92) (19.44) | 21.315 *** (2.58) (17.10) | 17.721 *** (2.63) (14.31) | 27.025 *** (3.59) (19.13) | 23.577 *** (3.03) (18.54) | 18.966 *** (2.97) (15.23) |
| Constant | −41.448 *** (4.22) | 30.463 *** (8.76) | 28.534 *** (5.23) | −45.839 *** (1.05) | 26.410 *** (0.51) | −70.284 *** (8.58) | 30.458 *** (6.49) | 31.701 *** (0.81) | 27.266 *** (4.85) | −68.043 *** (0.74) | 31.276 *** (5.15) | −39.516 *** (6.37) |
| Obs. | 4572 | 4572 | 4572 | 4572 | 4038 | 4038 | 4038 | 4038 | 3503 | 3503 | 3503 | 3503 |
| F | 346.1 | 295.6 | 548.2 | 405.6 | 391.7 | 504.8 | 746.9 | 406.2 | 2903 | 229.3 | 1126 | 579.9 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.0819 | 0.0919 | 0.0785 | 0.075 | 0.0636 | 0.08 | 0.0629 | 0.0553 | 0.0572 | 0.0712 | 0.0573 | 0.0462 |
| LogL | −16,525 | −15,558 | −17,013 | −17,074 | −14,870 | −14,008 | −15,270 | −15,406 | −12,998 | −12,237 | −13,327 | −13,487 |
| Models | (5.1) | (5.1.1) | (5.1.2) | (5.1.3) | (5.2) | (5.2.1) | (5.2.2) | (5.2.3) | (5.3) | (5.3.1) | (5.3.2) | (5.3.3) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dependent Variables | ESG | E | S | G | ESG(t + 1) | E(t + 1) | S(t + 1) | G(t + 1) | ESG(t + 2) | E(t + 2) | S(t + 2) | G(t + 2) |
| TESG | 0.686 *** (0.05) (0.55) | 0.608 *** (0.04) (0.49) | 0.599 *** (0.03) (0.48) | |||||||||
| TE | 0.770 *** (0.05) (0.54) | 0.717 *** (0.04) (0.51) | 0.689 *** (0.04) (0.49) | |||||||||
| TS | 0.715 *** (0.05) (0.56) | 0.649 *** (0.04) (0.51) | 0.638 *** (0.03) (0.50) | |||||||||
| TG | 0.691 *** (0.05) (0.55) | 0.593 *** (0.04) (0.48) | 0.552 *** (0.03) (0.44) | |||||||||
| SIZE | 2.615 *** (0.32) (2.11) | 3.817 *** (0.56) (2.68) | 2.874 *** (0.43) (2.26) | 2.920 *** (0.37) (2.34) | 2.741 *** (0.39) (2.21) | 3.966 *** (0.52) (2.81) | 3.011 *** (0.44) (2.37) | 3.117 *** (0.45) (2.50) | 2.746 *** (0.32) (2.22) | 4.006 *** (0.45) (2.83) | 3.029 *** (0.37) (2.38) | 3.034 *** (0.41) (2.44) |
| LEVERAGE | 10.633 *** (2.70) (8.57) | 17.425 *** (4.67) (12.22) | 14.786 *** (3.44) (11.63) | 10.500 *** (2.76) (8.41) | 10.100 *** (2.33) (8.16) | 17.735 *** (3.82) (12.55) | 13.508 *** (3.32) (10.63) | 10.538 *** (2.56) (8.45) | 9.714 *** (2.79) (7.84) | 16.628 *** (3.97) (11.75) | 12.589 *** (3.70) (9.88) | 9.165 *** (2.72) (7.36) |
| ROA | 0.071 *** (0.02) (0.06) | 0.115 ** (0.06) (0.08) | 0.090 *** (0.03) (0.07) | 0.080 *** (0.03) (0.06) | 0.046 *** (0.02) (0.04) | 0.098 ** (0.04) (0.07) | 0.070 *** (0.02) (0.06) | 0.048 ** (0.02) (0.04) | 0.037 *** (0.01) (0.03) | 0.101 ** (0.04) (0.07) | 0.049 *** (0.02) (0.04) | 0.033 * (0.02) (0.03) |
| MV | 1.292 *** (0.36) (1.04) | 0.719 (0.44) (0.50) | 1.751 *** (0.51) (1.38) | 1.427 *** (0.38) (1.14) | 1.443 *** (0.27) (1.17) | 0.915 *** (0.28) (0.65) | 1.812 *** (0.33) (1.43) | 1.743 *** (0.29) (1.40) | 1.421 *** (0.21) (1.15) | 1.100 *** (0.23) (0.78) | 1.640 *** (0.26) (1.29) | 1.581 *** (0.28) (1.27) |
| DC1_DI1 | 17.137 *** (3.06) (13.82) | 20.698 *** (2.84) (14.51) | 19.897 *** (3.58) (15.65) | 18.154 *** (3.85) (14.54) | 14.984 *** (2.08) (12.10) | 20.761 *** (2.33) (14.69) | 18.406 *** (2.87) (14.49) | 15.737 *** (3.21) (12.62) | 14.084 *** (2.51) (11.37) | 20.372 *** (2.56) (14.39) | 16.712 *** (3.38) (13.12) | 14.246 *** (3.09) (11.43) |
| Constant | −39.504 *** (0.86) | −68.680 *** (10.07) | 29.745 *** (1.46) | 29.718 *** (1.11) | −38.708 *** (0.65) | 32.915 *** (1.04) | −45.701 *** (7.04) | −43.406 *** (7.08) | 27.838 *** (5.06) | −67.285 *** (8.72) | 32.235 *** (0.99) | −38.324 *** (0.79) |
| Obs. | 4572 | 4572 | 4572 | 4572 | 4038 | 4038 | 4038 | 4038 | 3503 | 3503 | 3503 | 3503 |
| F | 399.3 | 332.1 | 497.6 | 363.5 | 486.3 | 509.8 | 1160 | 400.5 | 427.4 | 212.4 | 568.5 | 349.1 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.074 | 0.0816 | 0.0699 | 0.0689 | 0.058 | 0.0717 | 0.0563 | 0.0507 | 0.0529 | 0.0639 | 0.0513 | 0.0428 |
| LogL | −16,667 | −15,733 | −17,172 | −17,187 | −14,959 | −14,134 | −15,377 | −15,480 | −13,058 | −12,334 | −13,411 | −13,535 |
| Models | (6.1) | (6.1.1) | (6.1.2) | (6.1.3) | (6.2) | (6.2.1) | (6.2.2) | (6.2.3) | (6.3) | (6.3.1) | (6.3.2) | (6.3.3) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dependent Variables | ESG | E | S | G | ESG(t + 1) | E(t + 1) | S(t + 1) | G(t + 1) | ESG(t + 2) | E(t + 2) | S(t + 2) | G(t + 2) |
| TESG | 0.683 *** (0.05) (0.55) | 0.608 *** (0.04) (0.49) | 0.599 *** (0.03) (0.48) | |||||||||
| TE | 0.762 *** (0.05) (0.53) | 0.714 *** (0.04) (0.51) | 0.687 *** (0.04) (0.49) | |||||||||
| TS | 0.714 *** (0.05) (0.56) | 0.650 *** (0.04) (0.51) | 0.639 *** (0.03) (0.50) | |||||||||
| TG | 0.688 *** (0.05) (0.55) | 0.591 *** (0.04) (0.47) | 0.550 *** (0.03) (0.44) | |||||||||
| SIZE | 2.668 *** (0.32) (2.15) | 3.924 *** (0.57) (2.75) | 2.925 *** (0.43) (2.30) | 2.971 *** (0.36) (2.38) | 2.764 *** (0.39) (2.23) | 4.020 *** (0.54) (2.84) | 3.032 *** (0.45) (2.39) | 3.146 *** (0.45) (2.52) | 2.769 *** (0.32) (2.23) | 4.050 *** (0.46) (2.86) | 3.053 *** (0.37) (2.40) | 3.069 *** (0.42) (2.46) |
| LEVERAGE | 10.964 *** (2.70) (8.84) | 17.931 *** (4.76) (12.57) | 15.143 *** (3.44) (11.91) | 10.831 *** (2.76) (8.68) | 10.341 *** (2.38) (8.35) | 18.130 *** (3.89) (12.82) | 13.778 *** (3.35) (10.84) | 10.798 *** (2.66) (8.66) | 10.022 *** (2.82) (8.09) | 17.119 *** (3.99) (12.09) | 12.939 *** (3.68) (10.16) | 9.491 *** (2.76) (7.62) |
| ROA | 0.073 *** (0.02) (0.06) | 0.117 ** (0.06) (0.08) | 0.092 *** (0.03) (0.07) | 0.081 *** (0.03) (0.07) | 0.047 *** (0.02) (0.04) | 0.100 ** (0.04) (0.07) | 0.072 *** (0.02) (0.06) | 0.049 *** (0.02) (0.04) | 0.039 *** (0.01) (0.03) | 0.103 *** (0.04) (0.07) | 0.051 *** (0.02) (0.04) | 0.034 ** (0.02) (0.03) |
| MV | 1.306 *** (0.36) (1.05) | 0.726 * (0.44) (0.51) | 1.768 *** (0.51) (1.39) | 1.440 *** (0.37) (1.15) | 1.455 *** (0.27) (1.18) | 0.925 *** (0.29) (0.65) | 1.825 *** (0.34) (1.44) | 1.755 *** (0.29) (1.41) | 1.444 *** (0.22) (1.17) | 1.124 *** (0.22) (0.79) | 1.667 *** (0.27) (1.31) | 1.605 *** (0.28) (1.29) |
| DC0_DI1 | 4.117 * (2.17) (3.32) | 2.187 (2.76) (1.53) | 5.715 ** (2.61) (4.49) | 4.588 (3.02) (3.67) | 4.636 ** (2.26) (3.74) | 5.034 * (2.80) (3.56) | 6.404 ** (2.86) (5.04) | 4.245 (3.01) (3.40) | 4.793 ** (2.01) (3.87) | 6.577 ** (2.83) (4.65) | 5.921 ** (2.80) (4.65) | 3.032 (2.12) (2.43) |
| Constant | 25.601 *** (0.86) | −70.098 *** (1.44) | 29.962 *** (5.97) | 29.900 *** (5.53) | 27.239 *** (0.66) | −69.825 *** (1.05) | 31.616 *** (6.95) | −43.827 *** (7.00) | 27.938 *** (5.03) | 34.058 *** (1.00) | 32.354 *** (5.55) | −38.830 *** (6.58) |
| Obs. | 4572 | 4572 | 4572 | 4572 | 4038 | 4038 | 4038 | 4038 | 3503 | 3503 | 3503 | 3503 |
| F | 497.9 | 333.1 | 751.1 | 549.9 | 554.5 | 315.9 | 1328 | 493.8 | 342.2 | 252.2 | 583 | 334.2 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.0724 | 0.0799 | 0.0684 | 0.0676 | 0.057 | 0.0703 | 0.0553 | 0.05 | 0.0522 | 0.0628 | 0.0506 | 0.0422 |
| LogL | −16,696 | −15,762 | −17,199 | −17,210 | −14,975 | −14,155 | −15,392 | −15,492 | −13,068 | −12,349 | −13,421 | −13,544 |
| Models | (7.1) | (7.1.1) | (7.1.2) | (7.1.3) | (7.2) | (7.2.1) | (7.2.2) | (7.2.3) | (7.3) | (7.3.1) | (7.3.2) | (7.3.3) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dependent Variables | ESG | E | S | G | ESG(t + 1) | E(t + 1) | S(t + 1) | G(t + 1) | ESG(t + 2) | E(t + 2) | S(t + 2) | G(t + 2) |
| TESG | 0.751 *** (0.05) (0.61) | 0.664 *** (0.04) (0.54) | 0.647 *** (0.03) (0.52) | |||||||||
| TE | 0.844 *** (0.05) (0.59) | 0.784 *** (0.04) (0.56) | 0.749 *** (0.04) (0.53) | |||||||||
| TS | 0.780 *** (0.05) (0.61) | 0.708 *** (0.04) (0.56) | 0.690 *** (0.03) (0.54) | |||||||||
| TG | 0.751 *** (0.05) (0.60) | 0.646 *** (0.04) (0.52) | 0.595 *** (0.04) (0.48) | |||||||||
| SIZE | 2.313 *** (0.27) (1.87) | 3.343 *** (0.47) (2.35) | 2.532 *** (0.36) (1.99) | 2.629 *** (0.31) (2.10) | 2.460 *** (0.34) (1.99) | 3.500 *** (0.45) (2.48) | 2.681 *** (0.39) (2.11) | 2.837 *** (0.40) (2.28) | 2.504 *** (0.26) (2.02) | 3.560 *** (0.36) (2.52) | 2.731 *** (0.30) (2.15) | 2.807 *** (0.36) (2.25) |
| LEVERAGE | 9.825 *** (1.98) (7.92) | 16.180 *** (3.83) (11.35) | 13.530 *** (2.45) (10.65) | 9.751 *** (2.12) (7.81) | 9.208 *** (1.88) (7.44) | 16.340 *** (2.94) (11.57) | 12.171 *** (2.59) (9.60) | 9.686 *** (2.23) (7.77) | 9.053 *** (2.37) (7.31) | 15.483 *** (3.02) (10.96) | 11.514 *** (3.01) (9.06) | 8.600 *** (2.52) (6.90) |
| ROA | 0.067 *** (0.02) (0.05) | 0.111 ** (0.05) (0.08) | 0.084 *** (0.03) (0.07) | 0.074 *** (0.03) (0.06) | 0.042 *** (0.02) (0.03) | 0.093 ** (0.04) (0.07) | 0.065 *** (0.02) (0.05) | 0.043 ** (0.02) (0.04) | 0.035 ** (0.01) (0.03) | 0.098 ** (0.04) (0.07) | 0.046 *** (0.02) (0.04) | 0.030 * (0.02) (0.02) |
| MV | 1.302 *** (0.35) (1.05) | 0.755 * (0.43) (0.53) | 1.732 *** (0.49) (1.36) | 1.428 *** (0.37) (1.14) | 1.454 *** (0.26) (1.18) | 0.967 *** (0.27) (0.69) | 1.805 *** (0.32) (1.42) | 1.745 *** (0.29) (1.40) | 1.453 *** (0.23) (1.17) | 1.175 *** (0.25) (0.83) | 1.662 *** (0.27) (1.31) | 1.606 *** (0.30) (1.29) |
| DC0_ DI0 | −18.896 *** (2.05) (−15.23) | −24.173 *** (2.57) (−16.95) | −22.997 *** (2.01) (−18.09) | −19.956 *** (2.55) (−15.97) | −17.182 *** (2.22) (−13.89) | −23.951 *** (2.57) (−16.96) | −21.661 *** (2.38) (−17.08) | −18.248 *** (2.95) (−14.64) | −15.918 *** (2.07) (−12.86) | −23.892 *** (2.44) (−16.92) | −20.557 *** (2.19) (−16.17) | −16.069 *** (2.62) (−12.90) |
| Constant | −20.554 *** (4.28) | 30.452 *** (1.25) | 28.272 *** (1.36) | −24.039 *** (4.39) | −21.127 *** (5.62) | 31.417 *** (0.82) | −23.562 *** (0.97) | 31.582 *** (0.85) | 27.078 *** (0.58) | −41.263 *** (0.78) | −22.635 *** (0.84) | 32.914 *** (5.01) |
| Obs. | 4572 | 4572 | 4572 | 4572 | 4038 | 4038 | 4038 | 4038 | 3503 | 3503 | 3503 | 3503 |
| F | 391.7 | 280.1 | 530.5 | 510.9 | 415.5 | 264.2 | 835.2 | 414.7 | 526.6 | 388.9 | 565.9 | 509.8 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.0839 | 0.0922 | 0.0806 | 0.0766 | 0.0651 | 0.0814 | 0.0647 | 0.0562 | 0.0586 | 0.0731 | 0.0586 | 0.0467 |
| LogL | −16,489 | −15,551 | −16,973 | −17,044 | −14,846 | −13,986 | −15,239 | −15,391 | −12,978 | −12,212 | −13,308 | −13,480 |
| MODEL 4-5-6-7 | Cross-Border & Within-Industry | Cross-Border & Cross-Industry | Domestic & Cross-Industry | Domestic & Within-Industry | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Models | (4.1) | (4.2) | (4.3) | (5.1) | (5.2) | (5.3) | (6.1) | (6.2) | (6.3) | (7.1) | (7.2) | (7.3) |
| Dependent Variables | ESG | ESG(t + 1) | ESG(t + 2) | ESG | ESG(t + 1) | ESG(t + 2) | ESG | ESG(t + 1) | ESG(t + 2) | ESG | ESG(t + 1) | ESG(t + 2) |
| TESG | 0.720 *** (0.04) (0.58) | 0.636 *** (0.04) (0.51) | 0.623 *** (0.03) (0.50) | 0.686 *** (0.05) (0.55) | 0.608 *** (0.04) (0.49) | 0.599 *** (0.03) (0.48) | 0.683 *** (0.05) (0.55) | 0.608 *** (0.04) (0.49) | 0.599 *** (0.03) (0.48) | 0.751 *** (0.05) (0.61) | 0.664 *** (0.04) (0.54) | 0.647 *** (0.03) (0.52) |
| SIZE | 2.556 *** (0.28) (2.06) | 2.674 *** (0.36) (2.16) | 2.671 *** (0.28) (2.16) | 2.615 *** (0.32) (2.11) | 2.741 *** (0.39) (2.21) | 2.746 *** (0.32) (2.22) | 2.668 *** (0.32) (2.15) | 2.764 *** (0.39) (2.23) | 2.769 *** (0.32) (2.23) | 2.313 *** (0.27) (1.87) | 2.460 *** (0.34) (1.99) | 2.504 *** (0.26) (2.02) |
| LEVERAGE | 10.678 *** (2.12) (8.61) | 9.838 *** (1.91) (7.95) | 9.608 *** (2.40) (7.76) | 10.633 *** (2.70) (8.57) | 10.100 *** (2.33) (8.16) | 9.714 *** (2.79) (7.84) | 10.964 *** (2.70) (8.84) | 10.341 *** (2.38) (8.35) | 10.022 *** (2.82) (8.09) | 9.825 *** (1.98) (7.92) | 9.208 *** (1.88) (7.44) | 9.053 *** (2.37) (7.31) |
| ROA | 0.067 *** (0.02) (0.05) | 0.044 *** (0.02) (0.04) | 0.037 ** (0.02) (0.03) | 0.071 *** (0.02) (0.06) | 0.046 *** (0.02) (0.04) | 0.037 *** (0.01) (0.03) | 0.073 *** (0.02) (0.06) | 0.047 *** (0.02) (0.04) | 0.039 *** (0.01) (0.03) | 0.067 *** (0.02) (0.05) | 0.042 *** (0.02) (0.03) | 0.035 ** (0.01) (0.03) |
| MV | 1.310 *** (0.31) (1.06) | 1.485 *** (0.24) (1.20) | 1.480 *** (0.23) (1.20) | 1.292 *** (0.36) (1.04) | 1.443 *** (0.27) (1.17) | 1.421 *** (0.21) (1.15) | 1.306 *** (0.36) (1.05) | 1.455 *** (0.27) (1.18) | 1.444 *** (0.22) (1.17) | 1.302 *** (0.35) (1.05) | 1.454 *** (0.26) (1.18) | 1.453 *** (0.23) (1.17) |
| Merger-type indicator | 21.738 *** (1.93) (17.53) | 19.603 *** (2.60) (15.85) | 17.721 *** (2.63) (14.31) | 17.137 *** (3.06) (13.82) | 14.984 *** (2.08) (12.10) | 14.084 *** (2.51) (11.37) | 4.117 * (2.17) (3.32) | 4.636 ** (2.26) (3.74) | 4.793 ** (2.01) (3.87) | −18.896 *** (2.05) (−15.23) | −17.182 *** (2.22) (−13.89) | −15.918 *** (2.07) (−12.86) |
| Constant | −41.448 *** (4.22) | 26.410 *** (0.51) | 27.266 *** (4.85) | −39.504 *** (0.86) | −38.708 *** (0.65) | 27.838 *** (5.06) | 25.601 *** (0.86) | 27.239 *** (0.66) | 27.938 *** (5.03) | −20.554 *** (4.28) | −21.127 *** (5.62) | 27.078 *** (0.58) |
| Obs. | 4572 | 4038 | 3503 | 4572 | 4038 | 3503 | 4572 | 4038 | 3503 | 4572 | 4038 | 3503 |
| F | 346.1 | 391.7 | 2903 | 399.3 | 486.3 | 427.4 | 497.9 | 554.5 | 342.2 | 391.7 | 415.5 | 526.6 |
| Prob > F | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** | *** |
| Pseudo R2 | 0.0819 | 0.0636 | 0.0572 | 0.074 | 0.058 | 0.0529 | 0.0724 | 0.057 | 0.0522 | 0.0839 | 0.0651 | 0.0586 |
| LogL | −16,525 | −14,870 | −12,998 | −16,667 | −14,959 | −13,058 | −16,696 | −14,975 | −13,068 | −16,489 | −14,846 | −12,978 |
| Ranking of Merger Types by Their Positive Effect on Acquirer ESG at (t): | ||||
| Rank | Merger and Acquisition Type | Marginal Effect (dy/dx) | p-Value (Std. Err.) | Effect on the Acquirer’s ESG |
| 1 | Cross-border & within-industry | 17.53 | *** (1.93) | Largest positive effect |
| 2 | Cross-border & cross-industry | 13.82 | *** (3.06) | Strong positive effect |
| 3 | Domestic & cross-industry | 3.32 | * (2.17) | Small positive effect |
| 4 | Domestic & within-industry | −15.23 | *** (2.05) | Strong negative effect |
| Ranking of Merger Types by Their Positive Effect on Acquirer ESG at (t + 1): | ||||
| Rank | Merger and Acquisition Type | Marginal Effect (dy/dx) | p-Value (Std. Err.) | Effect on the Acquirer’s ESG |
| 1 | Cross-border & within-industry | 15.85 | *** (2.60) | Largest positive effect |
| 2 | Cross-border & cross-industry | 12.1 | *** (2.08) | Strong positive effect |
| 3 | Domestic & cross-industry | 3.74 | ** (2.26) | Small positive effect |
| 4 | Domestic & within-industry | −13.89 | *** (2.22) | Strong negative effect |
| Ranking of Merger Types by Their Positive Effect on Acquirer ESG at (t + 2): | ||||
| Rank | Merger and Acquisition Type | Marginal Effect (dy/dx) | p-Value (Std. Err.) | Effect on the Acquirer’s ESG |
| 1 | Cross-border & within-industry | 14.31 | *** (2.63) | Largest positive effect |
| 2 | Cross-border & cross-industry | 11.37 | *** (2.51) | Strong positive effect |
| 3 | Domestic & cross-industry | 3.87 | ** (2.01) | Small positive effect |
| 4 | Domestic & within-industry | −12.86 | *** (2.07) | Strong negative effect |
| Models | (8.1) | (8.2) | (8.3) | (9.1) | (9.2) | (9.3) |
|---|---|---|---|---|---|---|
| Dependent Variables | MV | MV(t + 1) | MV(t + 2) | MV | MV(t + 1) | MV(t + 2) |
| TESG | 0.001 (0.00) | 0.003 ** (0.00) | 0.002 (0.00) | |||
| ESG | 0.004 *** (0.00) | 0.003 *** (0.00) | 0.002 (0.00) | |||
| SIZE | −0.042 *** (0.01) | −0.122 *** (0.01) | −0.133 *** (0.01) | −0.050 *** (0.01) | −0.126 *** (0.01) | −0.133 *** (0.01) |
| LEVERAGE | 0.605 *** (0.10) | 0.346 *** (0.11) | 0.793 *** (0.13) | 0.574 *** (0.10) | 0.327 *** (0.11) | 0.790 *** (0.13) |
| ROA | −0.015 *** (0.00) | 0.003 ** (0.00) | 0.006 *** (0.00) | −0.015 *** (0.00) | 0.003 ** (0.00) | 0.006 *** (0.00) |
| Constant | 2.191 *** (0.12) | 3.569 *** (0.16) | 3.528 *** (0.19) | 2.237 *** (0.12) | 3.595 *** (0.17) | 3.526 *** (0.19) |
| Obs. | 4572 | 4038 | 3503 | 4572 | 4038 | 3503 |
| Adj. R2 | 0.054 | 0.045 | 0.051 | 0.057 | 0.046 | 0.051 |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Kamiloğlu, S.; Genç, E.G. From ESG Alignment to Value: Post-Merger ESG Dynamics and Market Valuation in Global M&As. Int. J. Financial Stud. 2026, 14, 58. https://doi.org/10.3390/ijfs14030058
Kamiloğlu S, Genç EG. From ESG Alignment to Value: Post-Merger ESG Dynamics and Market Valuation in Global M&As. International Journal of Financial Studies. 2026; 14(3):58. https://doi.org/10.3390/ijfs14030058
Chicago/Turabian StyleKamiloğlu, Selin, and Elif Güneren Genç. 2026. "From ESG Alignment to Value: Post-Merger ESG Dynamics and Market Valuation in Global M&As" International Journal of Financial Studies 14, no. 3: 58. https://doi.org/10.3390/ijfs14030058
APA StyleKamiloğlu, S., & Genç, E. G. (2026). From ESG Alignment to Value: Post-Merger ESG Dynamics and Market Valuation in Global M&As. International Journal of Financial Studies, 14(3), 58. https://doi.org/10.3390/ijfs14030058

