Al-Driven Decision Support Systems for Business Strategy

This study explores how artificial intelligence (AI), specifically machine learning (ML), transforms Decision Support Systems (DSS) from descriptive tools into predictive and prescriptive engines for strategic decision-making. Using a case study in the retail sector, structured (sales, financials) and unstructured (reviews, social media) data were analyzed through supervised learning, natural language processing, and reinforcement learning models. Findings show improved predictive accuracy, customer retention, and sustainable pricing strategies compared to traditional IS/MBAs frameworks. The research contributes theoretically by extending DSS and IS literature, and practically by providing business leaders with actionable, AI-driven frameworks for long-term strategic agility.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-08-31
DOI
https://doi.org/10.5281/zenodo.17721819
Primary Topic
Big Data and Business Intelligence
Type
article
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article

Al-Driven Decision Support Systems for Business Strategy

Zenodo (CERN European Organization for Nuclear Research)
Big Data and Business Intelligence
article

Al-Driven Decision Support Systems for Business Strategy

article en

Abstract

This study explores how artificial intelligence (AI), specifically machine learning (ML), transforms Decision Support Systems (DSS) from descriptive tools into predictive and prescriptive engines for strategic decision-making. Using a case study in the retail sector, structured (sales, financials) and unstructured (reviews, social media) data were analyzed through supervised learning, natural language processing, and reinforcement learning models. Findings show improved predictive accuracy, customer retention, and sustainable pricing strategies compared to traditional IS/MBAs frameworks. The research contributes theoretically by extending DSS and IS literature, and practically by providing business leaders with actionable, AI-driven frameworks for long-term strategic agility.

Zenodo (CERN European Organization for Nuclear Research)
University of Toledo (US)
Openalex Percentile: Top 30%
Big Data and Business Intelligence
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