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Author

Ankit Kumar Singh

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Open access Sep 2026

A Deep Learning-Based Workforce Demand Forecasting Framework with Skill-Gap Prediction for Intelligent Human Resource Planning

Organizations increasingly face a mismatch between the pace at which occupational demand shifts and the pace at which internal workforce skills evolve, a gap that traditional, backward-looking human resource (HR) planning practices are poorly equipped to anticipate. Prior research has largely treated workforce demand f...

Siddharth Singh, Ankit Kumar Singh · 0 citations
Open access Aug 2026

An Explainable AI-Based Learning Analytics Framework for Early Identification of At-Risk Students in Higher Education

An Explainable Artificial Intelligence (XAI)-based Learning Analytics Framework designed to identify at-risk students at an early stage of a programme or semester while providing interpretable, human-understandable justifications for each prediction is proposed.

Ankit Kumar Singh, Rubi Singh, Mohd Nadeem · 0 citations

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