What type of study is this?

This is a Descriptive Analysis study (also classified as: Random Forest, Logistic Regression).

September 10, 2025PublicationsOpen Access

Beyond Quality: Predicting Citation Impact in Business Research Using Data Science

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Citation outcomes are significantly influenced by factors like journal quartile and open access availability.
The Random Forest model explained 94.9% of the variance in citation predictions based on various predictors.
A binary logistic regression model achieved an AUC of 0.669 for estimating citation probabilities.
This study suggests that beyond content quality, multiple determinants drive citation behavior in academic publications.

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Descriptive analysis and predictive modeling reveal multiple factors influencing citation impact in research articles.

Pérez-Campdesuñer et al. (2025) studied this question.

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