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Research Article

Vol. 2 No. 1 (2026): International Journal of Multidisciplinary Research

Internal Audit Independence in the Context of Big Data A Study on the Impact of Dynamic Competitiveness on State-Owned Enterprises

DOI
https://doi.org/10.65231/ijmr.v2i1.80
Submitted
December 9, 2025
Published
2026-01-31

Abstract

This study employs panel data of A-share listed companies on the Shanghai and Shenzhen Stock Exchanges from 2018 to 2022 as the baseline sample to empirically examine the impact of internal audit independence on corporate competitiveness in the current year (2018–2022), one-year lag (2019–2023), and two-year lag (2020–2024). Furthermore, it investigates whether this impact exhibits significant heterogeneity across firms with different ownership structures. The results indicate that internal audit independence exerts a significantly positive effect on corporate competitiveness in the current year: specifically, a one-unit increase in internal audit independence is associated with an approximate 8.869-unit rise in competitiveness. This positive impact persists in the one-year lag period but weakens substantially (as reflected by reduced coefficient magnitude and statistical significance). By the third year, however, the effect of internal audit independence on corporate competitiveness becomes statistically insignificant. Further analysis reveals significant ownership-based heterogeneity in the aforementioned relationship: the enhancement of internal audit independence only significantly boosts the current competitiveness of state-owned enterprises (SOEs), while exerting no notable influence on that of non-SOEs. This suggests that strengthening the independent status of internal audit in SOEs constitutes an effective governance mechanism to improve their short-term competitive capacity and responsiveness. Additionally, the moderating role test of data element utilization efficiency shows that this efficiency significantly amplifies the positive impact of internal audit independence on the one-year lagged competitiveness of SOEs. In other words, a higher level of data element utilization efficiency enables internal audit independence to promote corporate competitiveness more effectively in the second year. Nevertheless, this moderating effect becomes ineffective for SOEs in the third year, implying that SOEs can gain substantial short-term audit synergy benefits from improved data element utilization efficiency, but the sustainability of such effects is limited.

References

  1. Yang, X. Q., & Gong, H. X. (2025). Can the "Problem Bidding and Leader Appointment" System Improve Corporate Innovation Performance? An Analysis Based on the Multi-period DID Method[J/OL]. Foreign Economics & Management, 1-18 [2025-11-14].
  2. Lu, X. Q. (2025). The Impact of Sci-Tech Finance Development on Corporate Digital Transformation: A DID Analysis Based on Sci-Tech Finance Pilot Policies. Modernization of Management, 45(4), 41-49.
  3. Zuo, G. Y. (2024). The Impact of Sci-Tech Finance Policies on Urban Circulation Competitiveness: An Empirical Analysis Based on DID and Mediation Effects. Journal of Commercial Economics, (22), 47-50.
  4. Sun, L. J., Zhu, X., & Wan, X. W. (2025). Market-Oriented Construction of Data Factors and Corporate Core Competitiveness: A Quasi-Natural Experiment Based on the Establishment of Data Trading Platforms. Finance and Accounting Monthly, 46(16), 59-65.
  5. Wang, Y. H. (2025). Analysis of the Impact Mechanism of Digital Business Environment on Regional Circulation Industry Competitiveness. Journal of Commercial Economics, (16), 128-131.
  6. Cao, X. Y., Chen, W. S., & Zou, Z. H. (2025). Can Digital Technology Innovation Improve Corporate Competitiveness? Evidence from A-Share Listed Companies. International Business (Journal of University of International Business and Economics), (5), 1-18.
  7. Ren, J., & Yao, Q. (2025). Digital Transformation and the Enhancement of Competitiveness in Commercial Retail Enterprises: From the Perspective of Digital Innovation and Total Factor Productivity Improvement. Journal of Commercial Economics, (12), 141-145.
  8. Du, C. Z., Liu, S. T., & Zhang, Q. L. (2025). Research on the Impact Mechanism and Effects of Digital Industrialization on the Competitiveness of China’s High-Tech Manufacturing Industry. Inquiry into Economic Issues, (6), 119-139.
  9. Lü, T. F. (2024). An Analysis of the Relationship Between Digital Economy, Technological Innovation, and the Enhancement of Service Trade Competitiveness. Journal of Commercial Economics, (12), 134-137.
  10. Liu, K. (2025). The Impact of Data Factor Market Development on Regional Circulation Industry Competitiveness: The Mediating Role of Digital-Real Integration. Journal of Commercial Economics, (15), 26-30.
  11. Chen, X., & Liao, Z. J. (2025). Artificial Intelligence, Innovation Efficiency, and Corporate Competitiveness. Social Sciences in Beijing, (9), 73-86.
  12. Jiang, Y. H., & Zhao, K. (2025). Artificial Intelligence Technology and the Product Market Competitiveness of Manufacturing Enterprises. Commercial Research, (4), 1-10.
  13. Zheng, B. H., Ni, P. S., & Xue, A. Q. (2025). The Impact of Big Data Application on the Market Competitiveness of Manufacturing Enterprises. Chinese Journal of Management, 22(1), 44-53.
  14. Wang, S., Huang, X., Xia, M., et al. (2024). Does Artificial Intelligence Promote Firms’ Innovation Efficiency: Evidence from Robot Application. Journal of the Knowledge Economy, 15(4).
  15. Carayannis, E. G., Dumitrescu, R., Falkowski, T., et al. (2025). Empowering SMEs: Harnessing the Potential of Gen AI for Resilience and Competitiveness. IEEE Transactions on Engineering Management, 71. [2025-11-15].
  16. Ma, J. (2025). The Impact of Basic Research Investment on the Competitiveness of High-Tech Industries. Communication of Finance and Accounting, (16), 86-90.
  17. Yu, M. Y. (2025). The Impact of Incentive Environmental Regulation on the Competitiveness of Chinese Manufacturing Enterprises: An Analysis from the Perspective of Local Government Competition[J/OL]. Contemporary Economic Science, 1-14 [2025-11-15].
  18. Zhang, W., Li, D. N., & Xu, K. X. (2025). The Impact of Carbon Information Disclosure on Corporate Green Competitiveness: An Empirical Analysis Based on A-Share Listed Companies in High-Pollution Manufacturing Industries. Ecological Economy, 41(4), 177-185.
  19. Liu, Q. L., Guo, T. Z., & Zhang, P. J. (2025). The Impact of New Quality Productivity on the International Competitiveness of China’s Manufacturing Industry: A Test Based on a Moderated Mediation Model of Human Capital Advancement. Dongyue Tribune, 46(2), 72-81+191-192.
  20. Yang, S. (2025). An Empirical Test of the Impact of New Quality Productivity on the International Competitiveness of Digital Service Trade. Statistics & Decision, 41(14), 23-28.
  21. Zhu, F. X., Xu, X. L., & Tan, Q. Y. (2024). New Quality Productivity, Dynamic Adaptability, and the Competitiveness of Manufacturing Enterprises. Southwest Finance, (12), 41-56.
  22. Shi, N., Zhao, T. P., & Wanyan, R. Y. (2025). ESG Performance and Corporate Competitiveness: Governance Effect vs. Window-Dressing Effect. Journal of Statistics and Information, 40(8), 88-100.
  23. Yu, X. J. (2025). Corporate Social Responsibility and Customer Concentration: The Mediating Role of Marketing Competitiveness. Communication of Finance and Accounting, (21), 70-74.
  24. Zhang, J., Wu, Q. S., & Yang, R. P. (2025). The Impact of Marketing Investment on the Competitiveness of Retail Enterprises: The Mediating Role of Information Integration Capability. Journal of Commercial Economics, (11), 176-179.
  25. Hai, X., Ke, X. X., & Li, M. Z. (2025). The Impact of Supply Chain Traceability on the Green Competitiveness of Retail Enterprises: The Moderating Role of Green Social Awareness and Green Human Capital. Journal of Commercial Economics, (3), 169-172.
  26. Shen, Q., Sheng, F. Q., & Shen, X. M. (2024). The Path of Platform Economy Driving the Enhancement of the International Competitiveness of China’s Digital Industry. Journal of Technology Economics & Management Research, (10), 40-45.
  27. Du, Y., & Du, S. (2025). External Pay Competitiveness and Corporate Financial Asset Allocation: Incentive or Profit-Driven[J/OL]. Journal of Guizhou University of Finance and Economics, 1-12 [2025-11-15].
  28. Cui, X., Sun, K., & Zhang, T. (2025). Optimization of Human Capital in Management and Integration with Digital Finance: Strategies for Enhancing Corporate Competitiveness. Finance Research Letters, 83.
  29. Feng, J., & Tan, C. (2021). State-Owned Enterprise Investors, Internal Audit, and Corruption Governance Under Full-Audit Coverage: An Analysis Based on Game Theory Journal of Audit & Economics, 36(6), 48-55.
  30. Yan, L. J., Tang, S. Q., & Yan, H. Y. (2024). The Impact of Internal Audit Level on the High-Quality Development of State-Owned Enterprises: Empirical Evidence from Listed Companies Controlled by Beijing State-Owned Enterprises. China Soft Science, (S1), 414-420.
  31. Zhang, L. L., Ma, X. H., & Xu, Y. L. (2024). Digital Transformation of Internal Audit in State-Owned Enterprise Groups: An Exploratory Case Study. Contemporary Accounting Review, 1(2), 97-120.
  32. Luo, Y. (2025). Research on the Digital Transformation of Internal Audit in M Enterprise Under the Background of Big Data. Chongqing University of Technology.
  33. State Council of the People’s Republic of China. (2025). Measures for the Administration of Development Planning of Central Enterprises. Gazette of the State Council of the People’s Republic of China, (18), 38-41.
  34. Li, L. J. (2025, June 13). Constructing a Full-Process Monitorable and Evaluable Central Enterprise Planning Management System. Legal Daily, (006).
  35. Li, S. H., Yang, L., & Zeng, H. X. (2019). The Supervisory Capability of Internal Audit Managers and Corporate Violations: Empirical Evidence from Small and Medium-Sized Board Listed Enterprises in China. Accounting Research, (8), 79-87.
  36. Xiao, W. (2018). Reflections on Better Performing Internal Audit Duties in the New Era. China Internal Audit, (10), 27.
  37. Liu, J. X., & Zhang, X. X. (2024). An Analysis of the Competitiveness of Agricultural Enterprises Under the Background of "Internet + Agriculture": A Case Study of Hefeng Animal Husbandry’s Flexible Integration with the Internet. Rural Economy and Science-Technology, 35(7), 264-267.
  38. Guo, Q. H., & Wang, H. (2023). Does the COVID-19 Pandemic Affect the Risk Sensitivity of Audit Fees. Friends of Accounting, (1), 81-88.
  39. Yan, L. J., & Xu, M. H. (2023). The Mechanism of Internal Audit Innovation Promoting the High-Quality Development of State-Owned Enterprises Under the Background of Digital Transformation. Finance and Accounting, (17), 81-83.
  40. Du, J., Huang, J. J., & Yang, Y. (2024). Institutional Co-ownership and Labor Income Share: From the Perspective of Resource Acquisition. Friends of Accounting, (4), 69-78.
  41. Yao, H. X., & Zhang, X. X. (2019). Research on the Enhancement of Competitiveness of Agricultural Enterprises Under the Background of "Internet + Agriculture": An Empirical Analysis Based on Agricultural Listed Companies. Economic Review, (11), 70-81.
  42. Sun, Z. Y., Wang, W., & Dong, Y. T. (2024). Can Internal Audit Improve Corporate Social Responsibility Performance? A Dual Perspective of Quality and Efficiency. Audit Research, (1), 126-139.
  43. Zhu, K., & Tang, Y. (2025). Data Factor Utilization and Corporate Financial Asset Allocation: Evidence from Machine Learning and Text Analysis Accounting Research, (6), 121-133.
  44. Yao, H. X., Sun, M. N., & Zhao, L. J. (2016). Can Corporate Dynamic Competitiveness Enhance M&A Performance. Journal of Liaoning University (Philosophy and Social Sciences Edition), 44(5), 98-108.
  45. Gu, Y. (2025). Synergistic Effects of Digital and Green Economies: Mechanisms and Pathways for Sustainable Development of SMEs. Journal of Business and Economic Research, 1(10).
  46. Qi, R. (2025). AUBIQ: A Generative AI-Powered Framework for Automating Business Intelligence Requirements in Resource-Constrained Enterprises. Frontiers in Business and Finance, 2(01), 66-86.
  47. Shih, K., Deng, Z., Chen, X., Zhang, Y., & Zhang, L. (2025, May). DST-GFN: A Dual-Stage Transformer Network with Gated Fusion for Pairwise User Preference Prediction in Dialogue Systems. In 2025 8th International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE) (pp. 715-719). IEEE.
  48. Tang, Y., Kojima, K., Gotoda, M., Nishikawa, S., Hayashi, S., Koike-Akino, T., ... & Klamkin, J. (2020, February). InP grating coupler design for vertical coupling of InP and silicon chips. In Integrated Optics: Devices, Materials, and Technologies XXIV (Vol. 11283, pp. 33-38). SPIE.