Comparative Analysis of Explainable AI Models and Blackbox Algorithms for Strategic Business Decision Support Using Multidomain Enterprise Data

DR AJMAL HUSSAIN

doi:10.56975/ijedr.v14i2.307624

May 1, 2026INTERNATIONAL JOURNAL OF ENGINEERING DEVELOPMENT AND RESEARCHOpen Access

Comparative Analysis of Explainable AI Models and Blackbox Algorithms for Strategic Business Decision Support Using Multidomain Enterprise Data

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Key Points

This research aims to evaluate the effectiveness and transparency of explainable AI models compared to blackbox algorithms in aiding strategic business decisions.
Comparative analysis of explainable AI models and blackbox algorithms.
Utilization of multidomain enterprise data for evaluation.
Assessment of predictive accuracy and algorithmic transparency metrics.
Explainable AI models demonstrate superior algorithmic transparency over blackbox algorithms.
Predictive accuracy of explainable AI models is comparable to that of blackbox algorithms.
Findings indicate a significant trade-off between transparency and predictive performance.

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Implication

Compares explainable AI and blackbox algorithms for business decision support, suggesting implications for transparency and performance.

Abstract

Integrating Artificial Intelligence into the strategic decision-making of corporations presents unparalleled opportunities for operational efficiency and revenue growth. But enterprise leaders are stuck in a Catch-22 between predictive accuracy and algorithmic transparency. Deep Neural Networks and other state-of-the-art

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DR AJMAL HUSSAIN (2026) studied this question.

synapsesocial.com/papers/6a0ff3aed674f7c03778c7ad https://doi.org/10.56975/ijedr.v14i2.307624

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Comparative Analysis of Explainable AI Models and Blackbox Algorithms for Strategic Business Decision Support Using Multidomain Enterprise Data

Key Points

Ask about this paper

Implication

Abstract

Discussion

Cite This Study

Comparative Analysis of Explainable AI Models and Blackbox Algorithms for Strategic Business Decision Support Using Multidomain Enterprise Data

Key Points

Ask about this paper

Implication

Abstract

Discussion

Cite This Study

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