TMT Diversity and the Financial Performance of Listed Chinese Companies: Three-Way Interaction Analysis of Innovativeness and Government R&D Subsidies
Abstract
1. Introduction
2. Theoretical Background
2.1. Upper Echelons Theory
2.2. Absorptive Capacity
2.3. Institutional Theory and Signaling Theory
3. Hypothesis Development
3.1. Functional Diversity of TMTs and Financial Performance
3.2. Moderating Role of Innovativeness
3.3. Three-Way Moderating Effect of Government R&D Subsidies
4. Research Model and Method
4.1. Data Collection and Sample
4.2. Variable Measurement
4.2.1. Independent Variable (TMT Functional Diversity)
4.2.2. Dependent Variable (Financial Performance)
4.2.3. Moderating Variable (Innovativeness)
4.2.4. Three-Way Moderator (Government R&D Subsidies)
4.2.5. Control Variables
Type | Variable Name | Operational Definition | Reference |
---|---|---|---|
Independent variable | TMT functional diversity | Degree of heterogeneity in the major functional backgrounds of TMT members, classified using profile and curriculum vitae data. Functional background is divided into eight categories: production/operations, R&D, HR, management, marketing, finance, legal, and other. | [45] |
Dependent variable | Financial performance (ROA) | Return on total assets (net profit before taxation ÷ total assets) | [47,48] |
Moderating variable | Innovativeness | R&D intensity = R&D investment ÷ operating income | [8,50] |
Government R&D subsidies | Total amount of financial support provided for firms’ innovation activities, measured as the natural logarithm (Ln) of the actual subsidy amount. Subsidy items include key terms such as high-tech, innovation, patent, science, technology, research and development, talent, new product, invention, research, property rights, emerging industry, Spark plan, and Torch plan. | [51] | |
Control variable | Firm size | Natural logarithm (Ln) of the number of full-time employees | [53] |
Firm age | Number of years since establishment (base year minus year of foundation) | [54,55] | |
Fixed-asset ratio | Fixed assets ÷ total assets | [56,57] | |
TMT size | Number of TMT members | [58] |
5. Results Analysis
5.1. Descriptive Statistics and Correlations
5.2. Regression Analysis
6. Conclusions
6.1. Key Findings and Discussion
6.2. Implications
6.2.1. Research Implications
6.2.2. Practical Implications
6.3. Limitations and Future Research
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Abbreviations
CEO | chief executive officer |
CSMAR | Chinese Securities Market and Accounting Research |
ESG | environmental, social, and governance |
HHI | Herfindahl–Hirschman index |
HR | human resources |
R&D | research and development |
ROA | return on assets |
TMT | top management team |
VIF | variance inflation factor |
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Category | Items | N | % |
---|---|---|---|
Industry | Manufacturing | 293 | 73.99% |
Services | 50 | 12.63% | |
Construction/infrastructure | 9 | 2.27% | |
Agriculture/resources | 11 | 2.78% | |
Other | 33 | 8.33% | |
Company size (number of full-time employees) | 100–1500 | 107 | 27.02% |
1501–5000 | 188 | 47.47% | |
5001 or more | 101 | 25.51% | |
Company age | Minimum five years to maximum 122 years | ||
TMT size | Minimum eight to maximum 37 people | ||
Listed market | China’s A-share market | Shanghai Stock Exchange | |
Total sample size | 396 |
Functional Category | Frequency | Percentage (%) | Firm-Level Average (per TMT) |
---|---|---|---|
R&D | 2920 | 40.2 | 7.37 |
Other | 1809 | 24.9 | 4.57 |
Management | 732 | 10.1 | 1.85 |
Finance | 644 | 8.9 | 1.63 |
Marketing | 391 | 5.4 | 0.99 |
Legal | 279 | 3.8 | 0.70 |
Production/operation | 274 | 3.8 | 0.69 |
HR | 223 | 3.1 | 0.56 |
Mean | Std. Dev. | Min | Max | VIF | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ROA | 0.0211 | 0.0325 | −0.0838 | 0.1216 | - | 1 | |||||||
TMT functional diversity | 0 | 1 | −4.4427 | 1.2899 | 1.084 | 0.088 | 1 | ||||||
Innovativeness | 0 | 1 | −0.9431 | 9.3296 | 1.146 | −0.106 * | −0.178 ** | 1 | |||||
Government R&D Subsidies | 0 | 1 | −4.2281 | 2.4175 | 1.309 | 0.080 | −0.142 ** | 0.212 ** | 1 | ||||
Firm size | 7.9594 | 0.9838 | 4.9628 | 11.2558 | 1.294 | 0.273 ** | 0.056 | −0.082 | 0.370 ** | 1 | |||
Firm age | 3.1153 | 0.2461 | 2.1972 | 3.7135 | 1.083 | −0.082 | 0.136 ** | −0.168 ** | 0.023 | 0.099 * | 1 | ||
Fixed-asset ratio | 0.1995 | 0.1312 | 0.0011 | 0.7021 | 1.064 | −0.016 | 0.041 | −0.162 ** | −0.169 ** | 0.059 | −0.014 | 1 | |
TMT size | 18.36 | 4.598 | 8 | 37 | 1.149 | −0.017 | 0.167 ** | −0.129 * | 0.074 | 0.272 ** | 0.215 ** | −0.001 | 1 |
Model 1 | Model 2 | Model 3 | Model 4 | |||||
---|---|---|---|---|---|---|---|---|
N = 396 | β | t | Β | t | β | t | β | t |
Dependent Variable | ROA | |||||||
Firm size | 0.306 *** | 6.125 | 0.302 *** | 6.077 | 0.308 *** | 6.211 | 0.298 *** | 5.524 |
Firm age | −0.107 * | −2.158 | −0.121 * | −2.440 | −0.127 * | −2.563 | −0.125 * | −2.542 |
Fixed-asset ratio | −0.040 | −0.835 | −0.057 | −1.176 | −0.066 | −1.362 | −0.054 | −1.109 |
TMT size | −0.094 | −1.836 | −0.101 * | −1.983 | −0.097 | −1.897 | −0.090 | −1.774 |
TMT functional diversity | 0.102 * | 2.087 | 0.087 | 1.767 | 0.077 | 1.559 | 0.060 | 1.195 |
Innovativeness | −0.108 * | −2.166 | −0.100 * | −2.013 | −0.099 | −1.814 | ||
TMT functional diversity * innovativeness | 0.099 * | 2.039 | 0.058 | 1.139 | ||||
Government R&D subsidies | 0.063 | 1.094 | ||||||
TMT functional diversity * government R&D subsidies | −0.059 | −1.132 | ||||||
TMT functional diversity * government R&D subsidies | 0.073 | 1.241 | ||||||
TMT functional diversity * innovativeness * government R&D subsidies | 0.209 ** | 3.491 | ||||||
R2 | 0.104 | 0.114 | 0.124 | 0.151 | ||||
Adjusted R2 | 0.092 | 0.101 | 0.108 | 0.127 | ||||
Changes in R2 | 0.104 | 0.011 | 0.009 | 0.028 | ||||
Sig. F change | 9.010 *** (p < 0.001) | 4.693 * (p = 0.031) | 4.157 * (p = 0.042) | 3.119 * (p = 0.015) | ||||
F value | 9.010 *** | 8.362 *** | 7.819 *** | 6.219 *** |
Effect | S.E | t | p | LCCI | UCCI | ||
---|---|---|---|---|---|---|---|
Innovativeness | −1 SD | −0.0010 | 0.0025 | −0.4167 | 0.6772 | −0.0059 | 0.0038 |
Mean | 0.0025 | 0.0016 | 1.5593 | 0.1197 | −0.0007 | 0.0056 | |
+1 SD | 0.0062 | 0.0023 | 2.6998 | 0.0072 | 0.0017 | 0.0108 |
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Chang, Y.J.; Wai, T.M.N.; Yoo, J.W. TMT Diversity and the Financial Performance of Listed Chinese Companies: Three-Way Interaction Analysis of Innovativeness and Government R&D Subsidies. Systems 2025, 13, 842. https://doi.org/10.3390/systems13100842
Chang YJ, Wai TMN, Yoo JW. TMT Diversity and the Financial Performance of Listed Chinese Companies: Three-Way Interaction Analysis of Innovativeness and Government R&D Subsidies. Systems. 2025; 13(10):842. https://doi.org/10.3390/systems13100842
Chicago/Turabian StyleChang, Yu Jin, Tin Myat Noe Wai, and Jae Wook Yoo. 2025. "TMT Diversity and the Financial Performance of Listed Chinese Companies: Three-Way Interaction Analysis of Innovativeness and Government R&D Subsidies" Systems 13, no. 10: 842. https://doi.org/10.3390/systems13100842
APA StyleChang, Y. J., Wai, T. M. N., & Yoo, J. W. (2025). TMT Diversity and the Financial Performance of Listed Chinese Companies: Three-Way Interaction Analysis of Innovativeness and Government R&D Subsidies. Systems, 13(10), 842. https://doi.org/10.3390/systems13100842