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A Study on Consumer Viewpoint on In-Stock Consistency and Impact of AI-Driven Demand Forecasting on Financial Outcomes
Authors
1Assistant Professor, Department of Management Studies, Faculty of Engineering, Management and Technology (BGS Institute of Technology), Adichunchanagiri University, BG Nagara, Nagamangala, Mandya, Karnataka, India. 2 Student, Department of Management Studies, Faculty of Engineering, Management and Technology (BGS Institute of Technology), Adichunchanagiri University, BG Nagara, Nagamangala, Mandya, Karnataka, India.
Article Information
- Published In
- Volume 6, Issue 5 (2025)
- Published Online
- September-October 2025
- Pages
- 39-44
- Article Type
- Original Article
- Check for updates
-
References
1. Ooi, K. L. (2025). Emerging Trends and AI Technologies. Demystifying Behavioural Finance: Foundational Theories to Contemporary Applications and Future Directions, 115-126.
2. Pamadi, V. N., & Kumar, S. AI Powered Automation Transforming Business Processes with Machine Learning.
3. Wu, M., Subramaniam, G., Li, Z., & Gao, X. (2025). Using AI Technology to Enhance Data‐ Driven Decision‐Making in the Financial Sector. Artificial Intelligence‐Enabled Businesses: How to Develop Strategies for Innovation, 187-207.
4. Pujol Volodina, M. (2025). The Use of AI in Demand Forecasting for Small and Medium Enterprises.
5. Mirza, J. B., Hasan, M. M., Paul, R., Hasan, M. R., & Asha, A. I. (2025). AI-Driven Business Intelligence in Retail: Transforming Customer Data into Strategic Decision- Making Tools. AIJMR-Advanced International Journal of Multidisciplinary Research, 3(1).
6. Ganguli, S., & Mercado, A. Business Economics Forecasting Using Ai: From Perception to Practice. Available at SSRN 5214807.
7. Khattak, B. H. A., Shafi, I., Khan, A. S., Flores, E. S., Lara, R. G., Samad, M. A., & Ashraf, I. (2023). A systematic survey of AI models in financial market forecasting for profitability analysis. Ieee Access, 11, 125359-125380.
8. lo Conte, D. L. (2025). Enhancing decision-making with data-driven insights in critical situations: impact and implications of AI- powered predictive solutions.
9. Rezaei, A., Abdellatif, I., & Umar, A. (2025). Towards Economic Sustainability: A Comprehensive Review of Artificial Intelligence and Machine Learning Techniques in Improving the Accuracy of Stock Market Movements. International Journal of Financial Studies, 13(1), 28.
10. Woodyard, A. S., & Robb, C. A. (2016). Consideration of financial satisfaction: What consumers know, feel and do from a financial perspective. Journal of Financial 70 Therapy, 7(2), 4.
2. Pamadi, V. N., & Kumar, S. AI Powered Automation Transforming Business Processes with Machine Learning.
3. Wu, M., Subramaniam, G., Li, Z., & Gao, X. (2025). Using AI Technology to Enhance Data‐ Driven Decision‐Making in the Financial Sector. Artificial Intelligence‐Enabled Businesses: How to Develop Strategies for Innovation, 187-207.
4. Pujol Volodina, M. (2025). The Use of AI in Demand Forecasting for Small and Medium Enterprises.
5. Mirza, J. B., Hasan, M. M., Paul, R., Hasan, M. R., & Asha, A. I. (2025). AI-Driven Business Intelligence in Retail: Transforming Customer Data into Strategic Decision- Making Tools. AIJMR-Advanced International Journal of Multidisciplinary Research, 3(1).
6. Ganguli, S., & Mercado, A. Business Economics Forecasting Using Ai: From Perception to Practice. Available at SSRN 5214807.
7. Khattak, B. H. A., Shafi, I., Khan, A. S., Flores, E. S., Lara, R. G., Samad, M. A., & Ashraf, I. (2023). A systematic survey of AI models in financial market forecasting for profitability analysis. Ieee Access, 11, 125359-125380.
8. lo Conte, D. L. (2025). Enhancing decision-making with data-driven insights in critical situations: impact and implications of AI- powered predictive solutions.
9. Rezaei, A., Abdellatif, I., & Umar, A. (2025). Towards Economic Sustainability: A Comprehensive Review of Artificial Intelligence and Machine Learning Techniques in Improving the Accuracy of Stock Market Movements. International Journal of Financial Studies, 13(1), 28.
10. Woodyard, A. S., & Robb, C. A. (2016). Consideration of financial satisfaction: What consumers know, feel and do from a financial perspective. Journal of Financial 70 Therapy, 7(2), 4.
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