Innovation over ESG Performance? The Trade-Offs of STEM Leadership in Top Sustainable Firms
Abstract
1. Introduction
2. Literature Review and Hypothesis Development
2.1. STEM-Educated CEO
2.2. Sustainalytics’ ESG Performance
2.3. Theoretical Framework and Hypothesis Development
3. Research Methodology
3.1. Sample Selection
3.2. Variable Definition and Measurement
3.3. Model Specification
4. Findings and Discussions
4.1. Descriptive Statistics and Correlation Analysis
4.2. Baseline Regression Analysis
4.3. Robustness Test
4.4. Additional Analysis
4.4.1. Early-Adopter Countries
4.4.2. Developed and Developing Countries
4.4.3. CEO’s Gender
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Description | Total |
---|---|
Top-rated Listed companies rated by Sustainalytics in 2022 | 2045 observations |
Less: | |
Missing data: STEM | 520 observations |
Missing data: CEOAGE | 228 observations |
Missing data: FSIZE | 65 observations |
Missing data: BSIZE | 85 observations |
Missing data: FAGE | 30 observations |
Missing data: ROA | 27 observations |
Missing data: LIQUIDITY | 51 observations |
Final Sample | 1039 observations |
Panel A: Data Tabulation of STEM CEO across industry | |||||||
Industry | non-STEM | STEM | Total | ||||
N | % | N | % | N | % | ||
1 | Precious Metals | 1 | 17% | 5 | 83% | 6 | 100% |
2 | Homebuilders | 1 | 20% | 4 | 80% | 5 | 100% |
3 | Semiconductors | 7 | 23% | 24 | 77% | 31 | 100% |
4 | Technology Hardware | 43 | 39% | 68 | 61% | 111 | 100% |
5 | Paper and Forestry | 2 | 40% | 3 | 60% | 5 | 100% |
6 | Software and Services | 54 | 46% | 63 | 54% | 117 | 100% |
7 | Machinery | 9 | 47% | 10 | 53% | 19 | 100% |
8 | Utilities | 9 | 50% | 9 | 50% | 18 | 100% |
9 | Chemicals | 7 | 50% | 7 | 50% | 14 | 100% |
10 | Electrical Equipment | 7 | 50% | 7 | 50% | 14 | 100% |
11 | Construction and Engineering | 2 | 50% | 2 | 50% | 4 | 100% |
12 | Oil and Gas Producers | 1 | 50% | 1 | 50% | 2 | 100% |
13 | Containers and Packaging | 9 | 53% | 8 | 47% | 17 | 100% |
14 | Traders and Distributors | 9 | 53% | 8 | 47% | 17 | 100% |
15 | Pharmaceuticals | 19 | 54% | 16 | 46% | 35 | 100% |
16 | Building Products | 7 | 58% | 5 | 42% | 12 | 100% |
17 | Healthcare | 29 | 63% | 17 | 37% | 46 | 100% |
18 | Auto Components | 19 | 63% | 11 | 37% | 30 | 100% |
19 | Energy Services | 2 | 67% | 1 | 33% | 3 | 100% |
20 | Real Estate | 78 | 68% | 36 | 32% | 114 | 100% |
21 | Food Retailers | 11 | 69% | 5 | 31% | 16 | 100% |
22 | Telecommunication Services | 12 | 75% | 4 | 25% | 16 | 100% |
23 | Consumer Durables | 33 | 80% | 8 | 20% | 41 | 100% |
24 | Commercial Services | 57 | 81% | 13 | 19% | 70 | 100% |
25 | Transportation | 18 | 82% | 4 | 18% | 22 | 100% |
26 | Media | 50 | 83% | 10 | 17% | 60 | 100% |
27 | Textiles and Apparel | 30 | 83% | 6 | 17% | 36 | 100% |
28 | Consumer Services | 21 | 84% | 4 | 16% | 25 | 100% |
29 | Retailing | 76 | 85% | 13 | 15% | 89 | 100% |
30 | Transportation Infrastructure | 11 | 85% | 2 | 15% | 13 | 100% |
31 | Food Products | 8 | 89% | 1 | 11% | 9 | 100% |
32 | Diversified Financials | 18 | 90% | 2 | 10% | 20 | 100% |
33 | Automobiles | 4 | 100% | 0 | 0% | 4 | 100% |
34 | Household Products | 3 | 100% | 0 | 0% | 3 | 100% |
35 | Insurance | 3 | 100% | 0 | 0% | 3 | 100% |
36 | Refiners and Pipelines | 2 | 100% | 0 | 0% | 2 | 100% |
37 | Pharmaceuticals | 3 | 100% | 0 | 0% | 3 | 100% |
Total | 675 | 64% | 377 | 36% | 1052 | 100% | |
Panel B: Data Tabulation of Risk category across continent | |||||||
Continent | Risk Category | ||||||
Negligible Risk | Low Risk | Total | |||||
N | % | N | % | N | % | ||
America | 37 | 8% | 454 | 92% | 491 | 100% | |
Asia | 12 | 9% | 128 | 91% | 140 | 100% | |
Africa | 2 | 67% | 1 | 33% | 3 | 100% | |
Europe | 45 | 12% | 334 | 88% | 379 | 100% | |
Oceania | 4 | 15% | 22 | 85% | 26 | 100% | |
Total | 100 | 10% | 939 | 90% | 1039 | 100% |
Variable | Definition | Measurement | Source |
---|---|---|---|
Independent Variable | |||
ESG Rating | RISK_SCORE | ESG Risk Rating Score then multiplied it with (−1) | Sustainalytics |
Dependent Variable | |||
STEM CEOs | STEM | Dummy variable of CEOs’ educational background set to 1 if CEOs obtained one or more degree from STEM major and 0 otherwise. | Annual report and Companies website |
Control Variables | |||
CEOs’ age | CEOAGE | Natural logarithm of CEOs’ AGE | Annual report and Companies website |
Board Size | BSIZE | Natural logarithm of number of Board in the firm | Bloomberg |
Firm age | FAGE | Natural logarithm of firm age calculated from the point of the company’s initial public offering | Bloomberg |
Firm size | FSIZE | Natural logarithm of total assets | Bloomberg |
Return of assets | ROA | Ratio of EBIT to total assets | Bloomberg |
Liquidity ratio | LIQUIDITY | Ratio of current assets to current liabilities | Bloomberg |
Gross Domestic Product | GDP | Natural logarithm of Gross Domestic Product | World Bank |
Variable | Mean | Standard Deviation | Minimum | Median | Maximum |
---|---|---|---|---|---|
RISK_SCORE | 15.065 | 3.367 | 4.300 | 15.500 | 20.000 |
STEM | 0.357 | 0.479 | 0.000 | 0.000 | 1.000 |
CEOAGE | 4.030 | 0.132 | 3.367 | 4.043 | 4.500 |
BSIZE | 20.565 | 10.298 | 2.000 | 19.000 | 111.000 |
FAGE | 2.812 | 1.000 | 0.000 | 3.045 | 4.804 |
FSIZE | 14.938 | 2.820 | 6.987 | 15.232 | 21.882 |
ROA | 0.216 | 1.937 | −2.780 | 0.070 | 59.404 |
LIQUIDITY | 3.408 | 48.992 | 0.000 | 0.677 | 1564.748 |
GDP | 15.343 | 1.621 | 8.704 | 15.220 | 17.053 |
Variables | [1] | [2] | [3] | [4] | [5] | |
---|---|---|---|---|---|---|
[1] | RISK_SCORE | 1.000 | ||||
[2] | STEM | −0.052 * | 1.000 | |||
(0.097) | ||||||
[3] | CEOAGE | 0.028 | 0.031 | 1.000 | ||
(0.372) | (0.311) | |||||
[4] | BSIZE | −0.139 *** | −0.017 | 0.107 *** | 1.000 | |
(0.000) | (0.586) | (0.001) | ||||
[5] | FAGE | 0.111 *** | 0.031 | 0.133 *** | 0.124 *** | 1.000 |
(0.000) | (0.316) | (0.000) | (0.000) | |||
[6] | FSIZE | 0.056 * | −0.005 | −0.041 | −0.138 *** | 0.003 |
(0.072) | (0.865) | (0.190) | (0.000) | (0.928) | ||
[7] | ROA | −0.044 | −0.010 | 0.036 | −0.011 | −0.055 * |
(0.160) | (0.748) | (0.248) | (0.713) | (0.076) | ||
[8] | LIQUIDITY | 0.059 * | −0.025 | −0.016 | 0.005 | −0.016 |
(0.058) | (0.412) | (0.612) | (0.883) | (0.609) | ||
[9] | GDP | −0.101 *** | −0.066 ** | 0.100 *** | 0.254 *** | 0.065 ** |
(0.001) | (0.033) | (0.001) | (0.000) | (0.035) | ||
Variables | [6] | [7] | [8] | [9] | ||
[6] | FSIZE | 1.000 | ||||
[7] | ROA | −0.053 * | 1.000 | |||
(0.090) | ||||||
[8] | LIQUIDITY | 0.016 | −0.004 | 1.000 | ||
(0.603) | (0.898) | |||||
[9] | GDP | −0.508 *** | −0.004 | 0.024 | 1.000 | |
(0.000) | (0.907) | (0.443) |
Variables | MEAN | Coeff | t-Value | |
---|---|---|---|---|
STEM CEO | Non-STEM CEO | |||
RISK_SCORE | −15.298 | −14.936 | −0.362 * | −1.662 |
CEOAGE | 4.037 | 4.026 | 0.011 | 1.280 |
BSIZE | 20.332 | 20.695 | −0.363 | −0.544 |
FAGE | 2.854 | 2.789 | 0.065 | 1.004 |
FSIZE | 14.918 | 14.949 | −0.031 | −0.170 |
ROA | 0.190 | 0.231 | −0.040 | −0.322 |
LIQUIDITY | 1.733 | 4.338 | −2.605 | −0.821 |
GDP | 15.199 | 15.423 | −0.224 ** | −2.139 |
Variables | (1) | (2) | (3) |
---|---|---|---|
RISK_SCORE | RISK_SCORE | RISK_SCORE | |
STEM | −0.362 * | −0.451 ** | −0.361 * |
(−1.71) | (−2.14) | (−1.70) | |
CEOAGE | 0.963 | 0.829 | |
(1.20) | (1.03) | ||
BSIZE | −0.046 *** | −0.048 *** | |
(−4.09) | (−4.13) | ||
FAGE | 0.438 *** | 0.330 *** | |
(4.49) | (3.32) | ||
FSIZE | −0.013 | −0.050 | |
(−0.33) | (−1.02) | ||
ROA | −0.071 *** | −0.062 *** | |
(−4.79) | (−3.85) | ||
LIQUIDITY | 0.004 *** | 0.004 *** | |
(6.92) | (5.20) | ||
GDP | −0.186 ** | −0.532 ** | |
(−2.45) | (−2.32) | ||
Constanta | −14.936 *** | −16.024 *** | −9.524 * |
(−110.73) | (−4.69) | (−1.91) | |
Industry FE | No | No | Yes |
Country FE | No | No | Yes |
R2 | 0.003 | 0.052 | 0.153 |
Adjusted R2 | 0.002 | 0.045 | 0.106 |
N | 1039 | 1039 | 1039 |
Variables | RISK_SCORE | |
---|---|---|
(1) | (2) | |
Fixed-Effect | Random-Effect | |
STEM | −0.347 | −0.451 ** |
(−1.587) | (−2.108) | |
CEOAGE | 0.957 | 0.963 |
(1.220) | (1.225) | |
BSIZE | −0.042 *** | −0.046 *** |
(−4.038) | (−4.412) | |
FAGE | 0.391 *** | 0.438 *** |
(3.707) | (4.213) | |
FSIZE | −0.041 | −0.013 |
(−0.953) | (−0.310) | |
ROA | −0.064 | −0.071 |
(−1.218) | (−1.340) | |
LIQUIDITY | 0.003 | 0.004 ** |
(1.595) | (2.061) | |
GDP | −0.131 * | −0.186 ** |
(−1.703) | (−2.466) | |
Constanta | −16.416 *** | −16.024 *** |
(−4.826) | (−4.705) | |
N | 1039 | |
chi2(8) | 20.33 | |
Prob>chi2 | 0.0092 |
Panel A: CEM Observation Sample | ||
Non-STEM | STEM | |
All | 668 | 371 |
Matched | 667 | 370 |
Unmatched | 1 | 1 |
Panel B: CEM Regression | ||
(1) | ||
Variables | RISK_SCORE | |
STEM | −0.358 * | |
(−1.69) | ||
CEOAGE | 0.830 | |
(1.03) | ||
BSIZE | −0.049 *** | |
(−4.18) | ||
FAGE | 0.349 *** | |
(3.50) | ||
FSIZE | −0.050 | |
(−1.02) | ||
ROA | −0.412 | |
(−1.49) | ||
LIQUIDITY | −0.023 ** | |
(−2.22) | ||
GDP | −0.525 ** | |
(−2.31) | ||
Constanta | −9.463 * | |
(−1.92) | ||
Industry FE | Yes | |
Country FE | Yes | |
R2 | 0.153 | |
Adjusted R2 | 0.106 | |
N | 1037 |
Variables | (1) | (2) |
---|---|---|
STEM | RISK_SCORE | |
IND_STEM | 0.514 * | |
(1.707) | ||
STEM | −0.358 * | |
(−1.694) | ||
MILLS | 3.032 | |
(0.500) | ||
CEOAGE | 0.381 | 1.632 |
(1.176) | (0.892) | |
BSIZE | 0.002 | −0.045 *** |
(0.369) | (−3.237) | |
FAGE | 0.059 | 0.448 |
(1.332) | (1.608) | |
FSIZE | −0.007 | −0.066 |
(−0.373) | (−1.144) | |
ROA | −0.018 | −0.102 |
(−1.288) | (−1.248) | |
LIQUIDITY | −0.001 | 0.001 |
(−0.716) | (0.111) | |
GDP | −0.015 | −0.552 ** |
(−0.129) | (−2.387) | |
Constanta | −1.901 | −13.536 |
(−0.818) | (−1.093) | |
Industry FE | Yes | Yes |
Country FE | Yes | Yes |
Pseudo R2 | 0.071 | |
R2 | 0.148 | |
N | 1039 | 1039 |
Panel A: Balance test and matching results | ||||||
Variables | Unmatched Matched | Mean | %bias | t-Test | ||
Treated | Control | t | p-Value | |||
CEOAGE | U | 4.037 | 4.026 | 8.5 | 1.280 | 0.201 |
M | 4.034 | 4.041 | −5.7 | −0.718 | 0.473 | |
BSIZE | U | 20.332 | 20.695 | −3.6 | −0.544 | 0.586 |
M | 20.696 | 20.556 | 1.4 | 0.172 | 0.863 | |
FAGE | U | 2.854 | 2.789 | 6.6 | 1.004 | 0.316 |
M | 2.849 | 2.846 | 0.3 | 0.034 | 0.973 | |
FSIZE | U | 14.918 | 14.949 | −1.1 | −0.170 | 0.865 |
M | 14.802 | 14.742 | 2.1 | 0.261 | 0.795 | |
ROA | U | 0.190 | 0.231 | −2.3 | −0.322 | 0.748 |
M | 0.172 | 0.286 | −4.7 | −0.600 | 0.548 | |
LIQUIDITY | U | 1.733 | 4.338 | −6.0 | −0.821 | 0.412 |
M | 1.752 | 1.352 | 7.4 | 0.937 | 0.349 | |
GDP | U | 15.199 | 15.423 | −13.8 | −2.139 | 0.033 |
M | 15.389 | 15.422 | −2.1 | −0.263 | 0.793 | |
Panel B: Relationship of STEM CEOs and ESG risk-taking by PSM samples | ||||||
Variables | RISK_SCORE | |||||
STEM | −0.462 * | |||||
(−1.848) | ||||||
CEOAGE | 1.706 | |||||
(1.607) | ||||||
BSIZE | −0.050 *** | |||||
(−3.354) | ||||||
FAGE | 0.251 * | |||||
(1.941) | ||||||
FSIZE | −0.037 | |||||
(−0.646) | ||||||
ROA | −0.067 *** | |||||
(−4.957) | ||||||
LIQUIDITY | −0.019 | |||||
(−1.218) | ||||||
GDP | −0.251 | |||||
(−0.796) | ||||||
Constanta | −15.093 ** | |||||
(−2.168) | ||||||
Industry FE | Yes | |||||
Country FE | Yes | |||||
R2 | 0.167 | |||||
Adjusted R2 | 0.110 | |||||
N | 644 |
RISK_SCORE | ||
---|---|---|
(1) | (2) | |
EU | Non-EU | |
STEM | −0.841 ** | −0.086 |
(−2.43) | (−0.32) | |
CEOAGE | −0.870 | 1.504 |
(−0.58) | (1.58) | |
BSIZE | −0.075 *** | −0.039 *** |
(−3.55) | (−2.78) | |
FAGE | 0.016 | 0.521 *** |
(0.09) | (4.05) | |
FSIZE | −0.069 | −0.031 |
(−0.82) | (−0.52) | |
ROA | −0.065 *** | −0.403 |
(−3.65) | (−1.59) | |
LIQUIDITY | −0.022 | 0.004 *** |
(−1.22) | (6.28) | |
GDP | 1.394 *** | −0.489 ** |
(4.15) | (−2.09) | |
_cons | −31.477 *** | −12.417 ** |
(−3.66) | (−2.36) | |
Industry FE | Yes | Yes |
Country FE | Yes | Yes |
r2 | 0.169 | 0.154 |
r2_a | 0.084 | 0.108 |
N | 379 | 660 |
RISK_SCORE | ||
---|---|---|
(1) | (2) | |
Developed Countries | Developing Countries | |
STEM | −0.414 * | 0.126 |
(−1.85) | (0.18) | |
CEOAGE | 0.687 | 0.839 |
(0.77) | (0.36) | |
BSIZE | −0.047 *** | −0.021 |
(−3.92) | (−0.54) | |
FAGE | 0.368 *** | 0.060 |
(3.55) | (0.14) | |
FSIZE | −0.038 | −0.363 |
(−0.76) | (−1.20) | |
ROA | −0.058 *** | −0.567 |
(−3.65) | (−0.39) | |
LIQUIDITY | −0.024 | 0.038 |
(−0.93) | (0.95) | |
GDP | −0.452 ** | 1.330 |
(−2.02) | (1.57) | |
_cons | −11.080 ** | −32.801 * |
(−2.11) | (−1.98) | |
Industry FE | Yes | Yes |
Country FE | Yes | Yes |
r2 | 0.142 | 0.312 |
r2_a | 0.102 | 0.067 |
N | 935 | 104 |
Panel A: Distribution of STEM-educated CEO by gender | ||||||
Gender | Non-STEM CEO | STEM CEO | Total | |||
N | % | N | % | N | % | |
Female | 68 | 79% | 18 | 21% | 86 | 100% |
Male | 600 | 63% | 353 | 37% | 953 | 100% |
Total | 668 | 64% | 371 | 36% | 1039 | 100% |
Panel B: Sub-sample regression results | ||||||
Variables | RISK_SCORE | |||||
(1) | (2) | |||||
Female CEO | Male CEO | |||||
STEM | −1.542 * | −0.295 | ||||
(−1.91) | (−1.35) | |||||
CEOAGE | 1.809 | 0.840 | ||||
(0.53) | (1.01) | |||||
BSIZE | −0.018 | −0.049 *** | ||||
(−0.34) | (−4.11) | |||||
FAGE | 0.264 | 0.356 *** | ||||
(0.67) | (3.46) | |||||
FSIZE | 0.161 | −0.067 | ||||
(0.75) | (−1.31) | |||||
ROA | −0.310 | −0.065 *** | ||||
(−0.70) | (−3.91) | |||||
LIQUIDITY | −0.033 | 0.004 *** | ||||
(−0.78) | (4.97) | |||||
GDP | −1.011 | −0.505 ** | ||||
(−1.25) | (−2.18) | |||||
Constanta | −11.385 | −9.620 * | ||||
(−0.68) | (−1.89) | |||||
Industry FE | Yes | Yes | ||||
Country FE | Yes | Yes | ||||
R2 | 0.410 | 0.166 | ||||
Adjusted R2 | 0.088 | 0.115 | ||||
N | 86 | 953 |
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Share and Cite
Harymawan, I.; Setiawan, D.; Adhariani, D.; Paramayuda, A.A.R. Innovation over ESG Performance? The Trade-Offs of STEM Leadership in Top Sustainable Firms. J. Risk Financial Manag. 2025, 18, 372. https://doi.org/10.3390/jrfm18070372
Harymawan I, Setiawan D, Adhariani D, Paramayuda AAR. Innovation over ESG Performance? The Trade-Offs of STEM Leadership in Top Sustainable Firms. Journal of Risk and Financial Management. 2025; 18(7):372. https://doi.org/10.3390/jrfm18070372
Chicago/Turabian StyleHarymawan, Iman, Doddy Setiawan, Desi Adhariani, and Atikah Azmi Ridha Paramayuda. 2025. "Innovation over ESG Performance? The Trade-Offs of STEM Leadership in Top Sustainable Firms" Journal of Risk and Financial Management 18, no. 7: 372. https://doi.org/10.3390/jrfm18070372
APA StyleHarymawan, I., Setiawan, D., Adhariani, D., & Paramayuda, A. A. R. (2025). Innovation over ESG Performance? The Trade-Offs of STEM Leadership in Top Sustainable Firms. Journal of Risk and Financial Management, 18(7), 372. https://doi.org/10.3390/jrfm18070372