International Journal of Social Sciences and Economic Management, 2025, 6(1); doi: 10.38007/IJSSEM.2025.060115.
Yuchen Liu
College of Professional Studies, Northeastern University, Boston 02115, MA, USA
In recent years, with the rapid development of digital information technology, the digital economy has emerged as a powerful driver of economic growth. Against this backdrop, enterprises have embarked on new explorations of business-finance integration, promoting the transformation and development of financial functions. Drawing on theories such as principal-agent theory, information asymmetry theory, signaling theory, and internal control theory, this study examines the impact of business-finance integration on enterprise risks (including operational and financial risks) from a micro-perspective. It also delves into the impact pathways and mechanisms. The findings reveal that business-finance integration can significantly reduce both operational and financial risks for enterprises. This is achieved by enhancing the quality of accounting information and internal control, optimizing business decisions, improving capital utilization and resource allocation efficiency, and strengthening internal oversight effectiveness, thereby reasonably avoiding and mitigating risks. Notably, the inhibitory effect of business-finance integration on risks is more pronounced in high-tech enterprises and those facing higher financing constraints. Therefore, enterprises should increase investments in digital technology, improve relevant systems, and cultivate interdisciplinary talents to facilitate the effective implementation of business-finance integration. However, current methods for measuring business-finance integration suffer from measurement biases, suggesting a need for further exploration in future research.
Digital economy, integration of business and finance, enterprise risk, financial intelligence construction, practical path
Yuchen Liu. Research on the Inner Logic and Practical Path of Empowering Enterprise Financial Intelligence Construction with Digital Economy. International Journal of Social Sciences and Economic Management (2025), Vol. 6, Issue 1: 179-187. https://doi.org/10.38007/IJSSEM.2025.060115.
[1] Xiang, Y., Li, J., & Ma, K. (2024, October). Stock Price Prediction with Bert-BiLSTM Fusion Model in Bimodal Mode. In Proceeding of the 2024 5th International Conference on Computer Science and Management Technology (pp. 1219-1223).
[2] Fan, Sunjia, et al. "Defense methods against multi-language and multi-intent LLM attacks." International Conference on Algorithms, High Performance Computing, and Artificial Intelligence (AHPCAI 2024). Vol. 13403. SPIE, 2024.
[3] Tan, Weiyan, Shujia Wu, and Ke Ma. "Freight Volume Prediction for Logistics Sorting Centers Using an Integrated GCN-BiLSTM-Transformer Model." Advances in Computer and Engineering Technology Research 1.4 (2024): 320-324
[4] Ma, K., Zhang, N., Mei, X., Feng, C., Hou, W., & Ye, Z. (2024, October). Research on Optimization of Shared Bicycle Scheduling Based on Genetic Algorithm and LSTM. In 2024 IEEE 6th International Conference on Civil Aviation Safety and Information Technology (ICCASIT) (pp. 936-940). IEEE.
[5] Shanshan Feng, Ke Ma, Gongpin Cheng, Risk Evolution along the Oil and Gas Industry Chain: Insights from Text Mining Analysis, Finance Research Letters, 2025, 106813, ISSN 1544-6123
[6] Chen, H., Yang, Y., & Shao, C. (2021). Multi-task learning for data-efficient spatiotemporal modeling of tool surface progression in ultrasonic metal welding. Journal of Manufacturing Systems, 58, 306-315.
[7] Xu Y. Research on UAV Navigation System Based on Behavioral Programming[C]//2024 IEEE 7th International Conference on Automation, Electronics and Electrical Engineering (AUTEEE). IEEE, 2024: 419-425.
[8] Guo X. Research on systemic financial risk early warning based on integrated classification algorithm[C]//2024 IEEE 2nd International Conference on Electrical, Automation and Computer Engineering (ICEACE). IEEE, 2024: 1586-1591.
[9] Xu, Qianru. "Practical Applications of Large Language Models in Enterprise-Level Applications." Journal of Computer Science and Artificial Intelligence 2.2 (2025): 17-21.
[10] Chen, Anyi. "Application of Quantum Computing Technology in the Optimization of Search Sorting for Fashion E-commerce." Journal of Computer Science and Artificial Intelligence 2.2 (2025): 8-11.
[11] Yan, Jialu. "AI Optimization Strategy for Streaming Financial Advertising Placement." Journal of Computer Science and Artificial Intelligence 2.2 (2025): 40-43.
[12] Wu, Linwei. "Research on Data Integration and Process Optimization in the Field of Financial Technology." International Journal of Finance and Investment 2.1 (2025): 82-86.
[13] Guo, Yuanjing. "Financial Modeling and Practice in Leveraged Debt Capital Markets." International Journal of Finance and Investment 2.1 (2025): 74-77.
[14] Pan, Yu. "Research on the Evolutionary Path of Resource Management and Capability Building for Platform Enterprises." International Journal of Finance and Investment 2.1 (2025): 78-81.
[15] Guo, Xingwen. "Risks and Coping Strategies in Financial Investments in the New Era." International Journal of Finance and Investment 2.1 (2025): 70-73.
[16] Ma, K. (2024). Employee Satisfaction and Firm Performance: Evidence from a Company Review Website. International Journal of Global Economics and Management, 4(2), 407-416.
[17] Xu, Hanyue. "Research and Practical Analysis on the Improvement Methods of Supply Chain Finance for Small and Medium-Sized Enterprises Based on Blockchain Technology." Financial Engineering and Risk Management 7.3 (2024): 118-123.
[18] Peng, Yicheng. "Research on Exploring the Path of Financial Risk Management and Standardization Based on Artificial Intelligence Technology and Intelligent Investment Advisory Regulatory Framework." Financial Engineering and Risk Management 7.3 (2024): 110-117.
[19] Fan, Yijiao. "Research on Data Asset Feature Analysis and Value Evaluation Strategy Based on Random Forest and BP Neural Network." Academic Journal of Business & Management 6.11 (2024): 42-46.
[20] Zhao, Fengyi "Research and Optimization of Enterprise Standard System Construction Method Based on Process Analysis." Accounting and Corporate Management (2024), 6(5): 61-66
[21] Zhao, Fengyi "Design of Competitive Intelligence System Based on Business Process and Analysis of Information Transformation Standard." Information and Knowledge Management (2025), 6(1): 14-21
[22] Zhang, Yiru. "Design and Implementation of a Computer Network Log Analysis System Based on Big Data Analytics." Advances in Computer, Signals and Systems,(2024) 8(6),40-46.
[23] Dong, Peng. "Research on Corporate Bankruptcy Prediction Combining Financial Data and Algorithmic Models Based on the Impact of Deleveraging." Accounting and Corporate Management, 2024.6(4),76-81
[24] Liu, Boyang. "Study on the Frequency of Computer Language Use Based on Big Data Analysis." Academic Journal of Computing & Information Science 7.10 (2024).
[25] Liu, Yu. "Build an Audit Framework for Data Privacy Protection in Cloud Environment." Procedia Computer Science 247 (2024): 166-175.
[26] Zhang, Jinshuo "Research on Real Time Condition Monitoring and Fault Warning System for Construction Machinery under Multi Source Heterogeneous Data Fusion." Journal of Engineering Mechanics and Machinery (2024), 9(2): 139-144
[27] Wu, Wei "Research on Customer Traffic Value Recognition Model Based on Improved Random Forest Algorithm." Accounting and Corporate Management (2024), 6(5): 30-35
[28] Huang, Tianyou "Research on the Marginal Value and Cash Dividend Payment Behavior of Corporate Financial Flexibility under Property Rights Differences Based on Fixed Effects Model." Accounting and Corporate Management (2024), 6(5): 24-29
[29] Zhao, Yunpeng. "Research on Financial Credit Risk of Manufacturing Enterprises under Heterogeneous Data Based on Machine Learning." Academic Journal of Business & Management 6.11: 214-218.
[30] Peng, Yicheng. "Development and Design of an Intelligent Financial Asset Management System Based on Big Data Analysis and Kubernetes." Procedia Computer Science 243 (2024): 482-489.
[31] Zhao, Yunpeng(2024). "Research on Credit Debt Liquidity Risk Measurement and Early Warning Based on Machine Learning" Model.Information Systems and Economics,5(5),18-23
[32] Dong, Peng. "Performance Evaluation and Interpretation of Non-life Insurance Company Bankruptcy Prediction Model Using LightGBM Algorithm and SHAP Method." Financial Engineering and Risk Management 7.6 (2024): 105-110.
[33] Huang, Tianyou. "Construction and Application of Financial Risk Warning System for Third-Party Payment Enterprises Based on Z-Score Model and Efficacy Coefficient Method." Academic Journal of Business & Management 6.12 (2024): 121-126.
[34] Xu, Y. (2025). Research on Maiustream Web Database Development Technclogy. Journal of Computer Science and Artificial Intelligence, 2(2),29-32
[35] Ma Z. Strategies for Enhancing Customer Lifetime Value through Data Modeling[J]. European Journal of Business, Economics & Management, 2025, 1(1): 1-7.
[36] Xu H. OLAP Technology Financial Statistics Information Platform Based on Big Data Analysis[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 283-293.
[37] Xu, Hanyue. “Research on the Application and Practice of Blockchain Technology in Supply Chain Monetary Arrangements Business of Commercial Banks.” Information Systems and Economics (2024),5(3): 100-104
[38] Peng, Yicheng"Research on Exploring the Path of Financial Risk Management and Standardization Based on Artificial Intelligence Technology and Intelligent Investment Advisory Regulatory Framework ." Financial Engineering and Risk Management (2024), 7(3): 110-117
[39] Liu, Yu"Research on the Integration of Audit Software and Accounting Software Data Interface Based on Data Conversion Technology."Creative Economy (2024), 8(5): 66-71
[40] Fan, Yijiao "Optimization Strategy and Implementation Effect Analysis of Unstructured Data Audit for Internal Audit of Commercial Banks in the Big Data Environment."Accounting, Auditing and Finance (2024), 5(3): 7-12
[41] Zhao, Yunpeng "Research on the Challenges and Countermeasures of Enterprise Financial Risk Prevention under Big Data Environment Research on Data Security and Processing Technology."Financial Engineering and Risk Management (2024), 7(5): 164-169
[42] Dong,Peng "Research on Comprehensive Financial Crisis Warning Model of Listed Companies Based on Financial Report Big Data and Deep Learning Technology." Frontiers of Society, Science and Technology (2025), 7(2): 29-34