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A Unified Machine Learning Framework for Enterprise Portfolio Forecasting, Risk Detection, and Automated Reporting

2025-12-10

Abstract excerpt

This paper proposes and evaluates a unified machine-learning framework for enterprise portfolio management that integrates multi-horizon financial forecasting, unsupervised risk detection, and explainable reporting within a single pipeline. Using a synthetic but structurally realistic ERP-style dataset comprising 162,000 project–month records with 24 financial and operational features, the study adopts a quantitat...

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Literature Corpus work
dcb63f90-ce28-51d9-88fc-4ddf37e36bd6
DOI
10.20944/preprints202511.2006.v2
Open publication

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A Unified Machine Learning Framework for Enterprise Portfolio Forecasting, Risk Detection, and Automated ReportingDOI 10.20944/preprints202511.2006.v2
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