Evaluating the Impact of Strategic Alignment on Performance Components of Iranian Pharmaceutical Companies Using Machine Learning Techniques

Machine-learning evidence suggests that coordinated alignment across HR, marketing, and IT is strongly associated with key performance components. The validated instrument, explicit splits, cross-validation, and bootstrap CIs enhance robustness and provide a practical, data-driven framework for managerial action in Iran's pharmaceutical industry.

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Publication Details

Journal
Iranian journal of pharmaceutical research
Published
2025-12-23
DOI
https://doi.org/10.5812/ijpr-165722
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
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article

Evaluating the Impact of Strategic Alignment on Performance Components of Iranian Pharmaceutical Companies Using Machine Learning Techniques

Simin Sadeghi, Mahdi Mohammadzadeh
Iranian journal of pharmaceutical research
Big Data and Business Intelligence
article

Evaluating the Impact of Strategic Alignment on Performance Components of Iranian Pharmaceutical Companies Using Machine Learning Techniques

Simin Sadeghi, Mahdi Mohammadzadeh
article en

Abstract

Machine-learning evidence suggests that coordinated alignment across HR, marketing, and IT is strongly associated with key performance components. The validated instrument, explicit splits, cross-validation, and bootstrap CIs enhance robustness and provide a practical, data-driven framework for managerial action in Iran's pharmaceutical industry.

Iranian journal of pharmaceutical researchVol. 24(1)
Shahid Beheshti University of Medical Sciences (IR)
Industry, innovation and infrastructure
Openalex Percentile: Top 23%
Big Data and Business Intelligence
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Evaluating the Impact of Strategic Alignment on Performance Components of Iranian Pharmaceutical Companies Using Machine Learning Techniques — Simin Sadeghi, Mahdi Mohammadzadeh · Iranian journal of pharmaceutical research (2025) | TGRS Research Map | TGRS