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● Open access|Research Article|Vol. 1, Iss. 1 · 2026

Predictive Modeling in Modern Finance: Bridging Machine Learning and Corporate Strategy

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Abstract

As modern financial ecosystems grow increasingly volatile, traditional static optimization models struggle to capture fluid, non-linear market behaviors. At the intersection of technology and economic theory, predictive analytics is transforming how institutional portfolios are managed and evaluated. This research profile features an academic overview of recent findings published in the International Journal of Advance Interdisciplinary Research (IJAIR), demonstrating how machine learning pipelines are stepping out of the lab and into active corporate strategic frameworks.

Keywords: Quantitative Finance & Corporate Strategy

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