Cost-Effective Innovation and Intrapreneurship
The Role of Artificial Intelligence in Gestion financière
Keywords:
Internal entrepreneurship, Cost-effective innovation, Intelligent automation, Adaptive algorithmsAbstract
This article delves into the transformative impact of intelligent automation (IA) at the intersection of internal entrepreneurship and cost-effective innovation, specifically within the realm of investment oversight. Internal entrepreneurship nurtures creativity within organizations, while cost-effective innovation emphasizes the development of efficient solutions with constrained resources. Together, these approaches are essential for navigating the economic and strategic challenges confronting today’s businesses.
Leveraging IA as a powerful optimization and automation tool, portfolio managers can effectively harness intrapreneurial ideas while adhering to budgetary constraints and maximizing resource utilization. Through a series of case studies and practical examples, this article demonstrates how IA facilitates opportunity identification, risk management, and the conversion of internal innovations into substantial competitive advantages.
We offer strategic insights into the seamless integration of IA into internal entrepreneurship and cost-effective innovation initiatives, enhancing organizational agility and competitiveness in a rapidly changing landscape. The article highlights significant benefits of these technologies, including improved accuracy, heightened responsiveness, and the capability to tackle complex optimization problems, positioning IA as a vital enabler of contemporary investment management.
References
Akhtar, N., & Ahmed, S. T. M. (2022). Artificial Intelligence Techniques for Portfolio Optimization. Journal of Financial Data Science, 4(2), 20-35.
Black, F., & Scholes, M. (1973). The Pricing of Options and Corporate Liabilities. Journal of Political Economy, 81(3), 637-654.
Chen, J., & Lee, Y. K. (2021). Artificial Intelligence and Big Data Analytics in Finance: The Future is Here. Journal of Financial Economics, 140(3), 558-574.
Feng, L., & Zhao, Y. (2021). AI-Driven Portfolio Optimization: A Review. Quantitative Finance, 21(5), 717-734.
Friedman, J., & Hastie, T. (2009). The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Springer.
Gu, S., Kelly, J., & Xiu, D. (2020). Empirical Asset Pricing via Machine Learning. The Review of Financial Studies, 33(5), 2221-2270.
Liu, H., & Zhang, W. (2021). Portfolio Optimization with Machine Learning: A Comprehensive Survey. European Journal of Operational Research*, 289(2), 691-710.
Lo, A. W. (2017). Adaptive Markets: Financial Evolution at the Speed of Thought. Princeton University Press.
Markowitz, H. (1952). Portfolio Selection. The Journal of Finance, 7(1), 77–91.
Michaud, R. O. (2013). Efficient Asset Management: A Practical Guide to Stock Portfolio Optimization and Asset Allocation. Harvard Business Review Press.
Nguyen, T. T., & Ngo, S. X. (2020). Leveraging Machine Learning for Dynamic Portfolio Management. Quantitative Finance, 20(9), 1537-1552.
Poe, J., & Singh, A. C. (2020). *Optimization of Investment Portfolios Using AI-Based Techniques. Journal of Investment Management, 18(4), 53-71.
Radjou, N., Prabhu, J., & Ahuja, S. (2012). Jugaad Innovation: Think Frugal, Be Flexible, Generate Breakthrough Growth. Jossey-Bass.
Shen, L., & Wu, J. Y. (2021). Reinforcement Learning and Its Applications in Financial Portfolio Management. Journal of Financial Data Science, 5(1), 45-60.
Timmermann, A., & Tsang, C. W. K. (2020). Machine Learning and Forecasting in Financial Markets. Journal of Financial Econometrics, 18(4), 623-649.
Tsai, C. F., & Yang, H. P. (2020). Applications of AI in Portfolio Optimization. International Journal of Financial Engineering, 7(2), 205-223.
Wang, Q., & Zhou, L. H. (2021). AI-Based Portfolio Optimization: Trends and Future Directions. Computational Economics, 57(1), 1-22.
Zhou, L., & Choi, K. Y. (2021). Applications of Artificial Intelligence in Portfolio Optimization: A Survey. International Journal of Financial Research, 12(3), 100-115.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Chaymae Manessoub, Imane ZEMZAMI
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
