Equity Incentives and Systemic Digital Innovation: Governance Mechanisms in Emerging Market Firms
Abstract
1. Introduction
2. Theory and Hypotheses
2.1. The Impact of Equity Incentives on Systemic Digital Innovation
2.2. The Mediating Effect of Risk-Taking
2.3. The Mediating Effect of Long-Term Orientation
2.4. The Moderating Role of Managerial IT Experience
2.5. The Moderating Role of Financing Constraints
3. Methods
3.1. Data and Sample
3.2. Measures
3.3. Empirical Model
4. Results
4.1. Descriptive Statistics
4.2. Regression Results
4.3. Robustness Tests
5. Discussion
5.1. Theoretical Contributions
5.2. Managerial Implications
5.3. Limitations and Directions for Future Research
6. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Bharadwaj, A.; El Sawy, O.A.; Pavlou, P.A.; Venkatraman, N.V. Digital business strategy: Toward a next generation of insights. MIS Q. 2013, 37, 471–482. [Google Scholar] [CrossRef]
- Yoo, Y.; Henfridsson, O.; Lyytinen, K. The new organizing logic of digital innovation: An agenda for information systems research. Inf. Syst. Res. 2010, 21, 724–735. [Google Scholar] [CrossRef]
- Ursic, D.; Cater, T. Digital innovation in management and business: A comprehensive review, multi-level framework, and future research agenda. J. Bus. Res. 2025, 197, 115475. [Google Scholar] [CrossRef]
- Vial, G. Understanding digital transformation: A review and a research agenda. J. Strateg. Inf. Syst. 2019, 28, 118–144. [Google Scholar] [CrossRef]
- Buttice, V.; Caviggioli, F.; Franzoni, C.; Scellato, G.; Stryszowski, P.; Thumm, N. Counterfeiting in digital technologies: An empirical analysis of the economic performance and innovative activities of affected companies. Res. Policy 2020, 49, 103959. [Google Scholar] [CrossRef]
- Guenduez, A.A.; Demircioglu, M.A.; Mueller, E.M.; Cinar, E. Digital innovation strategies in the public sector. Res. Policy 2025, 54, 105274. [Google Scholar] [CrossRef]
- von Briel, F.; Davidsson, P.; Recker, J. Digital technologies as external enablers of new venture creation in the IT hardware sector. Entrep. Theory Pract. 2018, 42, 47–69. [Google Scholar] [CrossRef]
- Wang, H.F.; Liu, W.S. Can digital innovation promote digital and non-digital financial performance? The role of knowledge search. J. Knowl. Manag. 2025, 29, 2873–2895. [Google Scholar] [CrossRef]
- Kohli, R.; Melville, N.P. Digital innovation: A review and synthesis. Inf. Syst. J. 2019, 29, 200–223. [Google Scholar] [CrossRef]
- Liu, Y.; Dong, J.; Mei, L.; Shen, R. Digital innovation and performance of manufacturing firms: An affordance perspective. Technovation 2023, 119, 102458. [Google Scholar] [CrossRef]
- Teece, D.J. Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world. Res. Policy 2018, 47, 1367–1387. [Google Scholar] [CrossRef]
- Sussan, F.; Acs, Z.J. The digital entrepreneurial ecosystem. Small Bus. Econ. 2017, 49, 55–73. [Google Scholar] [CrossRef]
- Zorina, A.; Dutton, W.H. Theorizing actor interactions shaping innovation in digital infrastructures: The case of residential internet development in Belarus. Organ. Sci. 2021, 32, 156–180. [Google Scholar] [CrossRef]
- Verhoef, P.C.; Broekhuizen, T.; Bart, Y.; Bhattacharya, A.; Dong, J.Q.; Fabian, N.; Haenlein, M. Digital transformation: A multidisciplinary reflection and research agenda. J. Bus. Res. 2021, 122, 889–901. [Google Scholar] [CrossRef]
- Zhang, X.; Wang, Z.; Luo, W.; Guo, F.; Wang, P. How digital orientation affects innovation performance? Exploring the role of digital capabilities and environmental dynamism. Systems 2025, 13, 346. [Google Scholar] [CrossRef]
- Lee, J.Y.; Wei, Y.Q.; Tang, R.W.; Choi, B.; Cooke, F.L. CEO narcissism, subsidiary top management team international diversity, and radical digital innovation in multinational enterprises. Res. Policy 2025, 54, 105242. [Google Scholar] [CrossRef]
- Guo, X.; Liu, Y. How Does TMT heterogeneity affect firm digital innovation resilience? Systems 2026, 14, 239. [Google Scholar] [CrossRef]
- Jensen, M.C.; Meckling, W.H. Theory of the firm: Managerial behavior, agency costs and ownership structure. J. Financ. Econ. 1976, 3, 305–360. [Google Scholar] [CrossRef]
- Tong, J.Y.; Zhang, F. Do capital markets punish managerial myopia? Evidence from myopic research and development cuts. J. Financ. Quant. Anal. 2024, 59, 596–625. [Google Scholar] [CrossRef]
- Hölmstrom, B. Moral hazard and observability. Bell J. Econ. 1979, 10, 74–91. [Google Scholar] [CrossRef]
- Eisenhardt, K.M. Agency theory: An assessment and review. Acad. Manag. Rev. 1989, 14, 57–74. [Google Scholar] [CrossRef]
- Li, Y.; You, J.X.; Chen, R. Can restricted stock incentives foster corporate innovation? Insights from core employees’ firm-specific knowledge investments. Asia Pac. J. Manag. 2025, 42, 1–28. [Google Scholar] [CrossRef]
- Firk, S.; Gehrke, Y.; Hanelt, A.; Wolff, M. Top management team characteristics and digital innovation: Exploring digital knowledge and TMT interfaces. Long Range Plan. 2022, 55, 102166. [Google Scholar] [CrossRef]
- Choi, I.; Chung, S.; Han, K.; Pinsonneault, A. CEO risk-taking incentives and IT innovation: The moderating role of a CEO’s IT-related human capital. MIS Q. 2021, 45, 2175–2192. [Google Scholar] [CrossRef]
- Heller, D. Financial market integration and the effects of financing constraints on innovation. Res. Policy 2024, 53, 104988. [Google Scholar] [CrossRef]
- Moshirian, F.; Tian, X.; Zhang, B.H.; Zhang, W.R. Stock market liberalization and innovation. J. Financ. Econ. 2021, 139, 985–1014. [Google Scholar] [CrossRef]
- Piccoli, G.; Grover, V.; Rodriguez, J. Digital transformation requires digital resource primacy: Clarification and future research directions. J. Strateg. Inf. Syst. 2024, 33, 101835. [Google Scholar] [CrossRef]
- Shue, K.; Townsend, R. How do quasi-random option grants affect CEO risk-taking? J. Financ. 2017, 72, 2551–2588. [Google Scholar] [CrossRef]
- Rajgopal, S.; Shevlin, T. Empirical evidence on the relation between stock option compensation and risk taking. J. Account. Econ. 2002, 33, 145–171. [Google Scholar] [CrossRef]
- Bendig, D.; Schulz, C.; Möhwald, M.; Pollok, P. Fear the loss or welcome the gains? How stock options influence CEO risk-taking in corporate cleantech investments. J. Bus. Ventur. 2025, 40, 106471. [Google Scholar] [CrossRef]
- Kubick, T.; Robinson, J.; Starks, L. CEO incentives for risk-taking and compensation duration. Account. Rev. 2020, 99, 247–270. [Google Scholar] [CrossRef]
- Liu, M.; Li, C.; Wang, S.; Li, Q. Digital transformation, risk-taking, and innovation: Evidence from data on listed enterprises in China. J. Innov. Knowledge. 2023, 8, 100332. [Google Scholar] [CrossRef]
- Laverty, K.J. Economic “short-termism”: The debate, the unresolved issues, and the implications for management practice and research. Acad. Manag. Rev. 1996, 21, 825–860. [Google Scholar] [CrossRef]
- Morck, R.; Shleifer, A.; Vishny, R.W. Management ownership and market valuation: An empirical analysis. J. Financ. Econ. 1988, 20, 293–315. [Google Scholar] [CrossRef]
- Flammer, C.; Bansal, P. Does a long-term orientation create value? Evidence from a regression discontinuity. Strateg. Manag. J. 2017, 38, 1827–1847. [Google Scholar] [CrossRef]
- Martin, G.P.; Wiseman, R.M.; Gomez-Mejia, L.R. Going short-term or long-term? CEO stock options and temporal orientation in the presence of slack. Strateg. Manag. J. 2016, 37, 2463–2480. [Google Scholar] [CrossRef]
- Banker, R.; Huang, R.; Natarajan, R. Equity incentives and long-term value created by SG&A expenditure. Contemp. Account. Res. 2011, 28, 794–830. [Google Scholar] [CrossRef]
- Lin, Y.; Shi, W.; Prescott, J.E.; Yang, H. In the eye of the beholder: Top managers’ long-term orientation, industry context, and decision-making processes. J. Manag. 2019, 45, 3114–3145. [Google Scholar] [CrossRef]
- Xu, N.; Zhang, D.; Bai, Y. Managerial long-termism and corporate innovation: Evidence from China through text mining approaches. Bus. Strategy Environ. 2024, 33, 2269–2286. [Google Scholar] [CrossRef]
- Zheng, W.; Shen, R.; Zhong, W.G.; Lu, J.Y. CEO values, firm long-term orientation, and firm innovation: Evidence from Chinese manufacturing firms. Manag. Organ. Rev. 2020, 16, 69–106. [Google Scholar] [CrossRef]
- Lyu, B.; Wang, H.; Zhou, Y.; Wang, C. Does executive equity incentive boost up enterprise digital transformation?—The moderating role of strategic decision-making situation. Asia Pac. J. Manag. 2025, 42, 1–36. [Google Scholar] [CrossRef]
- Faurel, L.; Li, Q.; Shanthikumar, D.; Teoh, S. Bringing innovation to fruition: Insights from new trademarks. J. Financ. Quant. Anal. 2024, 59, 474–520. [Google Scholar] [CrossRef]
- Benischke, M.; Martin, G.; Gomez-Mejia, L.; Ljubownikow, G. The effect of CEO incentives on deviations from institutional norms in foreign market expansion decisions: Behavioral agency and cross-border acquisitions. Hum. Resour. Manag. 2020, 59, 463–482. [Google Scholar] [CrossRef]
- Ciarli, T.; Kenney, M.; Massini, S.; Piscitello, L. Digital technologies, innovation, and skills: Emerging trajectories and challenges. Res. Policy 2021, 50, 104289. [Google Scholar] [CrossRef]
- Dou, J.S.; Su, E.; Wang, S. When does family ownership promote proactive environmental strategy? The role of the firm’s long-term orientation. J. Bus. Ethics 2019, 158, 81–95. [Google Scholar] [CrossRef]
- Chen, J.; Nadkarni, S. It’s about time! CEOs’ temporal dispositions, temporal leadership, and corporate entrepreneurship. Adm. Sci. Q. 2017, 62, 31–66. [Google Scholar] [CrossRef]
- Wang, T.; Bansal, P. Social responsibility in new ventures: Profiting from a long-term orientation. Strateg. Manag. J. 2012, 33, 1135–1153. [Google Scholar] [CrossRef]
- Bearden, W.O.; Money, R.B.; Nevins, J.L. A measure of long-term orientation: Development and validation. J. Acad. Mark. Sci. 2006, 34, 456–467. [Google Scholar] [CrossRef]
- Shan, B.A.; Liu, K.A.; Lu, X.F.; Liu, X.J. Artificial intelligence, knowledge coupling, and dynamic capabilities in China’s GEM listed enterprises: The role of human-AI collaboration. J. Knowl. Manag. 2025. Epub ahead of printing. [Google Scholar] [CrossRef]
- Applegate, L.M.; Elam, J.J. New information systems leaders: A changing role in a changing world. MIS Q. 1992, 16, 469–490. [Google Scholar] [CrossRef]
- Bendig, D.; Wagner, R.; Piening, E.P.; Foege, J.N. Attention to digital innovation: Exploring the impact of a chief information officer in the top management team. MIS Q. 2023, 47, 1487–1515. [Google Scholar] [CrossRef]
- Enns, H.G.; Huff, S.L.; Golden, B.R. CIO influence behaviors: The impact of technical background. Inf. Manag. 2003, 40, 467–485. [Google Scholar] [CrossRef]
- Milovich, M. Moving technology leaders up the influence curve. MIS Q. Exec. 2015, 14, 39–49. [Google Scholar]
- Banker, R.D.; Feng, C.; Pavlou, P.A. Businessperson or technologist: Stock market reaction to the alignment between CIO background and firm strategy. J. Manag. Inf. Syst. 2022, 39, 1006–1036. [Google Scholar] [CrossRef]
- Li, W.Y.; Phang, S.Y.; Choi, K.W.; Ho, S.Y. The strategic role of CIOs in IT controls: IT control weaknesses and CIO turnover. Inf. Manag. 2021, 58, 103429. [Google Scholar] [CrossRef]
- Lim, J.H.; Stratopoulos, T.C.; Wirjanto, T.S. Sustainability of a Firm’s Reputation for Information Technology Capability: The Role of Senior IT Executives. J. Manag. Inf. Syst. 2013, 30, 57–95. [Google Scholar] [CrossRef]
- Caggese, A. Testing financing constraints on firm investment using variable capital. J. Financ. Econ. 2007, 86, 683–723. [Google Scholar] [CrossRef]
- Attig, N. Relaxed financial constraints and corporate social responsibility. J. Bus. Ethics 2024, 189, 111–131. [Google Scholar] [CrossRef]
- Catherine, S.; Chaney, T.; Huang, Z.; Sraer, D.; Thesmar, D. Quantifying reduced-form evidence on collateral constraints. J. Financ. 2022, 77, 2143–2181. [Google Scholar] [CrossRef]
- Liu, Z.; Tan, A.; Dou, Z.; Wang, X. Does economic policy uncertainty promote enterprise technological innovation? Mediating role based on financing constraints and risk-taking behaviour. Electron. Commer. Res. 2025, 25, 1–34. [Google Scholar] [CrossRef]
- Bolton, P. Presidential address: Debt and money: Financial constraints and sovereign finance. J. Financ. 2016, 71, 1483–1509. [Google Scholar] [CrossRef]
- Chiappini, R.; Montmartin, B.; Pommet, S.; Demaria, S. Can direct innovation subsidies relax SMEs’ financial constraints? Res. Policy 2022, 51, 104493. [Google Scholar] [CrossRef]
- Li, C.M.; Wang, Y.L.; Zhou, Z.H.; Wang, Z.Y.; Mardani, A. Digital finance and enterprise financing constraints: Structural characteristics and mechanism identification. J. Bus. Res. 2023, 165, 114074. [Google Scholar] [CrossRef]
- China National Intellectual Property Administration. 2018. Available online: https://www.cnipa.gov.cn/art/2018/10/8/art_75_131968.html (accessed on 9 January 2026).
- National Bureau of Statistics of China. National Statistical Standards. 2021. Available online: https://www.stats.gov.cn/sj/tjbz/gjtjbz/202302/t20230213_1902784.html (accessed on 9 January 2026).
- Alessandri, T.M.; Tong, T.W.; Reuer, J.J. Firm heterogeneity in growth option value: The role of managerial incentives. Strateg. Manag. J. 2012, 33, 1557–1566. [Google Scholar] [CrossRef]
- Gomez-Mejia, L.R.; Neacsu, I.; Martin, G. CEO risk-taking and socioemotional wealth: The behavioral agency model, family control, and CEO option wealth. J. Manag. 2019, 45, 1713–1738. [Google Scholar] [CrossRef]
- Ministry of Education of the People’s Republic of China. Catalogue of Undergraduate Majors 2012. 2012. Available online: http://www.moe.gov.cn/srcsite/A08/moe_1034/s3882/201209/t20120918_143152.html (accessed on 9 January 2026).
- Whited, T.M.; Wu, G. Financial constraints risk. Rev. Financ. Stud. 2006, 19, 531–559. [Google Scholar] [CrossRef]
- Fitzgerald, M.; Kruschwitz, N.; Bonnet, D.; Welch, M. Embracing digital technology: A new strategic imperative. MIT Sloan Manag. Rev. 2014, 55, 1. [Google Scholar]
- Hinings, B.; Gegenhuber, T.; Greenwood, R. Digital innovation and transformation: An institutional perspective. Inf. Organ. 2018, 28, 52–61. [Google Scholar] [CrossRef]

| Variables | Mean | Std. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Digital | 1.431 | 1.599 | 1 | ||||||||||||||
| Incentive | 10.444 | 7.429 | 0.147 *** | 1 | |||||||||||||
| Risk-taking | −0.041 | 0.383 | 0.373 *** | −0.034 *** | 1 | ||||||||||||
| Long-term | 4.264 | 0.597 | 0.280 *** | 0.301 *** | 0.182 *** | 1 | |||||||||||
| Experience | 0.054 | 0.138 | 0.195 *** | 0.144 *** | 0.001 | 0.177 *** | 1 | ||||||||||
| Constraints | −0.802 | 0.418 | −0.102 *** | 0.062 *** | −0.142 *** | 0.002 | 0.069 *** | 1 | |||||||||
| Leverage | 0.425 | 0.214 | 0.051 *** | −0.234 *** | 0.243 *** | −0.136 *** | −0.110 *** | −0.153 *** | 1 | ||||||||
| Board | 2.234 | 0.180 | 0.003 | −0.141 *** | 0.101 *** | −0.108 *** | −0.086 *** | −0.154 *** | 0.139 *** | 1 | |||||||
| Independent | 0.376 | 0.055 | 0.058 *** | 0.043 *** | 0.067 *** | 0.076 *** | 0.053 *** | 0.038 *** | −0.014 *** | −0.527 *** | 1 | ||||||
| Institution | 0.044 | 0.025 | 0.034 *** | −0.447 *** | 0.242 *** | −0.094 *** | −0.124 *** | −0.187 *** | 0.167 *** | 0.229 *** | −0.065 *** | 1 | |||||
| Employee | 7.565 | 1.334 | 0.366 *** | −0.027 *** | 0.454 *** | 0.126 *** | −0.038 *** | −0.274 *** | 0.297 *** | 0.225 *** | −0.004 | 0.312 *** | 1 | ||||
| CR | 0.049 | 0.016 | −0.014 *** | −0.134 *** | 0.147 *** | 0.011 *** | −0.105 *** | −0.062 *** | −0.071 *** | 0.021 *** | 0.048 *** | 0.520 *** | 0.153 *** | 1 | |||
| Separation | 0.005 | 0.008 | −0.023 *** | −0.155 *** | −0.012 *** | −0.031 *** | −0.057 *** | −0.021 *** | 0.032 *** | 0.032 *** | −0.055 *** | 0.338 *** | 0.069 *** | 0.149 *** | 1 | ||
| Dual | 0.290 | 0.454 | 0.029 *** | 0.311 *** | −0.067 *** | 0.149 *** | 0.092 *** | 0.097 *** | −0.155 *** | −0.189 *** | 0.100 *** | −0.197 *** | −0.124 *** | −0.013 *** | −0.043 *** | 1 | |
| Age | 19.745 | 6.731 | 0.090 *** | −0.042 *** | 0.138 *** | 0.154 *** | 0.040 *** | 0.096 *** | 0.133 *** | −0.013 *** | 0.024 *** | −0.015 *** | 0.082 *** | −0.147 *** | 0.012 *** | −0.080 *** | 1 |
| Variables | Digital | Risk-Taking | Digital | Long-Term | Digital | ||||
|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
| Incentive | 0.010 *** | 0.004 *** | 0.008 *** | 0.005 *** | 0.009 *** | 0.010 *** | 0.009 *** | 0.009 *** | |
| (10.688) | (14.994) | (8.404) | (13.335) | (9.971) | (10.967) | (10.096) | (10.379) | ||
| Risk-taking | 0.591 *** | ||||||||
| (34.337) | |||||||||
| Long-term | 0.125 *** | ||||||||
| (11.474) | |||||||||
| Experience | 0.425 *** | 0.424 *** | |||||||
| (9.439) | (9.436) | ||||||||
| Constraints | −0.127 *** | −0.127 *** | |||||||
| (−10.575) | (−10.558) | ||||||||
| Incentive * Experience | 0.021 *** | 0.021 *** | |||||||
| (3.885) | (3.975) | ||||||||
| Incentive * Constraints | −0.003 ** | −0.004 *** | |||||||
| (−2.505) | (−2.725) | ||||||||
| Leverage | −0.056 * | −0.037 | 0.090 *** | −0.090 *** | −0.153 *** | −0.018 | −0.042 | −0.034 | −0.040 |
| (−1.811) | (−1.208) | (10.908) | (−2.964) | (−11.569) | (−0.590) | (−1.371) | (−1.111) | (−1.285) | |
| Board | 0.059 | 0.042 | −0.038 *** | 0.065 | 0.068 *** | 0.034 | 0.038 | 0.033 | 0.029 |
| (1.436) | (1.015) | (−3.461) | (1.582) | (3.842) | (0.811) | (0.926) | (0.789) | (0.701) | |
| Independent | 0.088 | 0.082 | −0.014 | 0.091 | 0.045 | 0.076 | 0.077 | 0.073 | 0.068 |
| (0.797) | (0.748) | (−0.495) | (0.837) | (0.952) | (0.698) | (0.701) | (0.668) | (0.620) | |
| Institution | 1.504 *** | 1.957 *** | 0.775 *** | 1.500 *** | 0.850 *** | 1.851 *** | 1.950 *** | 1.841 *** | 1.834 *** |
| (3.716) | (4.815) | (7.128) | (3.733) | (4.889) | (4.559) | (4.802) | (4.533) | (4.522) | |
| Employee | 0.298 *** | 0.289 *** | 0.065 *** | 0.251 *** | 0.101 *** | 0.277 *** | 0.288 *** | 0.281 *** | 0.279 *** |
| (47.405) | (45.760) | (38.562) | (39.539) | (37.512) | (43.165) | (45.531) | (43.847) | (43.647) | |
| CR | −2.971 *** | −3.102 *** | 1.667 *** | −4.088 *** | 2.533 *** | −3.418 *** | −2.658 *** | −3.276 *** | −2.831 *** |
| (−5.080) | (−5.310) | (10.677) | (−7.076) | (10.134) | (−5.852) | (−4.544) | (−5.612) | (−4.843) | |
| Separation | 3.874 *** | 4.233 *** | −0.118 | 4.303 *** | −1.085 *** | 4.369 *** | 4.254 *** | 4.166 *** | 4.186 *** |
| (4.557) | (4.982) | (−0.518) | (5.128) | (−2.985) | (5.148) | (5.013) | (4.908) | (4.939) | |
| Dual | 0.029 ** | 0.012 | 0.001 | 0.012 | 0.007 | 0.012 | 0.010 | 0.014 | 0.012 |
| (2.389) | (1.021) | (0.233) | (0.997) | (1.333) | (0.951) | (0.820) | (1.156) | (0.953) | |
| Age | 0.061 *** | 0.060 *** | 0.017 *** | 0.050 *** | 0.076 *** | 0.051 *** | 0.059 *** | 0.065 *** | 0.064 *** |
| (39.555) | (39.320) | (41.811) | (32.520) | (115.060) | (29.283) | (38.279) | (40.816) | (39.816) | |
| Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Industry | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Stock | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Cons | −2.520 *** | −2.548 *** | −0.951 *** | −1.986 *** | 1.544 *** | −2.741 *** | −2.420 *** | −2.384 *** | −2.359 *** |
| (−15.891) | (−16.083) | (−22.466) | (−12.625) | (22.786) | (−17.227) | (−15.275) | (−15.038) | (−14.888) | |
| F | 282.789 | 281.166 | 186.341 | 300.391 | 603.073 | 279.932 | 275.960 | 275.962 | 271.050 |
| R2 | 0.3065 | 0.3082 | 0.2280 | 0.3255 | 0.4887 | 0.3102 | 0.3100 | 0.3100 | 0.3118 |
| N | 51,078 | 51,078 | 51,078 | 51,078 | 51,078 | 51,078 | 51,078 | 51,078 | 51,078 |
| Sobel tests | 0.002 *** (z = 8.824) | 0.003 *** (z = 18.270) | |||||||
| Mediation effects | 18.760% | 28.080% | |||||||
| Indirect/Direct | 23.100% | 39.000% | |||||||
| Bootstrap tests | 95% Confidence Interval | ||||||||
| direct effect | 0.002 | 0.003 | 0.002 | 0.003 | |||||
| indirect effect | 0.007 | 0.010 | 0.006 | 0.009 | |||||
| Variables | Incentive | Digital | Dummy | Digital | Grant | ||||
|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
| Incentive | 0.012 *** | 0.010 *** | 0.010 *** | 0.017 *** | 0.008 *** | 0.006 *** | 0.008 *** | ||
| (8.262) | (8.990) | (9.409) | (13.144) | (8.969) | (5.759) | (10.460) | |||
| IV1 | 9.580 *** | 1.570 *** | |||||||
| (172.097) | (101.782) | ||||||||
| IV2 | 4.835 *** | ||||||||
| (25.849) | |||||||||
| IMR | 0.018 * | ||||||||
| (0.931) | |||||||||
| Leverage | −2.682 *** | −0.031 | −0.368 *** | −0.039 | −0.021 | −0.116 ** | 0.018 | −0.038 | 0.070 ** |
| (−21.751) | (−0.985) | (−11.005) | (−1.263) | (−0.591) | (−2.553) | (0.566) | (−1.089) | (2.556) | |
| Board | 1.290 *** | 0.046 | 0.544 *** | 0.047 | 0.088 * | 0.460 *** | 0.064 | 0.071 | 0.011 |
| (7.788) | (1.098) | (11.953) | (1.128) | (1.900) | (8.176) | (1.466) | (1.513) | (0.288) | |
| Independent | 0.788 * | 0.086 | −0.307 ** | 0.079 | 0.185 | 1.171 *** | 0.032 | 0.024 | 0.099 |
| (1.794) | (0.772) | (−2.174) | (0.720) | (1.489) | (6.865) | (0.279) | (0.196) | (1.018) | |
| Institution | −36.892 *** | 3.246 *** | −18.610 *** | 1.804 *** | 1.596 *** | 5.844 *** | 3.950 *** | 3.780 *** | 1.499 *** |
| (−22.594) | (7.800) | (−46.539) | (4.113) | (3.654) | (12.625) | (8.895) | (7.800) | (4.142) | |
| Employee | 0.381 *** | 0.287 *** | 0.082 *** | 0.290 *** | 0.307 *** | 0.687 *** | 0.283 *** | 0.285 *** | 0.253 *** |
| (15.054) | (44.101) | (14.809) | (45.224) | (41.347) | (90.623) | (41.993) | (39.109) | (44.844) | |
| CR | 40.855 *** | −4.267 *** | 5.722 *** | −3.106 *** | −3.029 *** | −6.167 *** | −3.349 *** | −2.665 *** | −4.510 *** |
| (17.304) | (−7.184) | (10.359) | (−5.317) | (−4.664) | (−9.854) | (−5.433) | (−3.960) | (−8.668) | |
| Separation | −19.934 *** | 4.121 *** | −3.686 *** | 4.198 *** | 4.165 *** | −5.833 *** | 4.117 *** | 4.510 *** | 2.947 *** |
| (−5.858) | (4.758) | (−4.219) | (4.935) | (4.249) | (−5.267) | (4.677) | (4.815) | (3.894) | |
| Dual | 1.321 *** | 0.008 | 0.412 *** | 0.015 | 0.003 | −0.089 *** | 0.042 *** | 0.048 *** | −0.003 |
| (27.242) | (0.628) | (24.894) | (1.206) | (0.232) | (−4.827) | (3.314) | (3.634) | (−0.264) | |
| Age | −0.271 *** | 0.043 *** | −0.046 *** | 0.060 *** | 0.060 *** | −0.003 * | 0.056 *** | 0.053 *** | 0.087 *** |
| (−42.331) | (19.504) | (−42.369) | (39.311) | (34.138) | (−1.934) | (35.161) | (30.586) | (63.560) | |
| Year | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes |
| Industry | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes |
| Stock | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes |
| Cons | 6.445 *** | −0.518 *** | −2.577 *** | −2.936 *** | −9.773 *** | −2.485 *** | −2.399 *** | −2.547 *** | |
| (10.155) | (−3.814) | (−15.960) | (−16.047) | (−48.430) | (−14.736) | (−13.002) | (−18.059) | ||
| F/LR | 492.988 | 269.412 | 22,370.26 | 277.377 | 224.825 | 35,583.08 | 235.437 | 193.077 | 334.229 |
| R2/Pseudo R2 | 0.4419 | 0.2819 | 0.3295 | 0.3082 | 0.3049 | 0.2046 | 0.2934 | 0.2749 | 0.3462 |
| N | 51,078 | 51,078 | 51,078 | 51,078 | 42,383 | 51,078 | 45,740 | 40,864 | 51,078 |
| Underidentification test (LM) | 18,000 (p = 0.000) | ||||||||
| Weak-instrument test (Cragg-Donald F) | 15,000 (Stock-Yogo 10% = 19.930) | ||||||||
| Overidentification test (Sargan) | 0.626 (p = 0.429) | ||||||||
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 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
Bai, Y.; Zong, J. Equity Incentives and Systemic Digital Innovation: Governance Mechanisms in Emerging Market Firms. Systems 2026, 14, 421. https://doi.org/10.3390/systems14040421
Bai Y, Zong J. Equity Incentives and Systemic Digital Innovation: Governance Mechanisms in Emerging Market Firms. Systems. 2026; 14(4):421. https://doi.org/10.3390/systems14040421
Chicago/Turabian StyleBai, Yingjie, and Junqi Zong. 2026. "Equity Incentives and Systemic Digital Innovation: Governance Mechanisms in Emerging Market Firms" Systems 14, no. 4: 421. https://doi.org/10.3390/systems14040421
APA StyleBai, Y., & Zong, J. (2026). Equity Incentives and Systemic Digital Innovation: Governance Mechanisms in Emerging Market Firms. Systems, 14(4), 421. https://doi.org/10.3390/systems14040421

