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eISSN: 2581-9615 || CODEN: WJARAI || Impact Factor 8.2 ||  CrossRef DOI

Research and review articles are invited for publication in March 2026 (Volume 29, Issue 3) Submit manuscript

The decision optimization spectrum: Where algorithms meet human insight

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  • The decision optimization spectrum: Where algorithms meet human insight

Vinod Cheriyan *

Independent Researcher, USA.

Review Article

World Journal of Advanced Research and Reviews, 2025, 26(02), 3117-3124

Article DOI: 10.30574/wjarr.2025.26.2.1979

DOI url: https://doi.org/10.30574/wjarr.2025.26.2.1979

Received on 12 April 2025; revised on 19 May 2025; accepted on 21 May 2025

This article examines the synergistic relationship between Operations Research (OR) models and human judgment in decision-making processes across diverse industries. It explores how algorithmic optimization provides data-driven foundations while human expertise contributes essential contextual knowledge and adaptability. The article demonstrates that organizations employing structured approaches to human-algorithm collaboration consistently outperform those relying exclusively on either computational or intuitive methods. We present frameworks for feedback loop systems, decision support interfaces, and override protocols that maximize the complementary strengths of both approaches. The article concludes with an examination of emerging technologies reshaping the OR-human judgment balance and identifies promising research directions in this rapidly evolving field.

Operations Research Integration; Human-Algorithm Collaboration; Decision Support Systems; Hybrid Optimization; Organizational Learning

https://wjarr.com/sites/default/files/fulltext_pdf/WJARR-2025-1979.pdf

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Vinod Cheriyan. The decision optimization spectrum: Where algorithms meet human insight. World Journal of Advanced Research and Reviews, 2025, 26(2), 3117-3124. Article DOI: https://doi.org/10.30574/wjarr.2025.26.2.1979

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