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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Nizam Tanzina

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Open access 2026

From Prediction to Decision: A Counterfactual Machine Reasoning Framework for ESG Analysis

A Machine Reasoning (MR) framework that transforms ESG evaluation into a structured decision-making process that decomposes ESG evidence into three independent streams: environmental efficiency, financial comparative position, and causal profit-margin effects estimated via DoWhy, and integrates them through five condit...

Nizam Tanzina, Kyupil Yeon · 0 citations

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