Keywords: Dynamic panel GMM
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Journal Articles

Do machine learning models improve bank performance prediction? Nonlinear evidence from Islamic and conventional banks in the MENA region, 2004–2024

Ahmed Mohamed Debes, Mohamed El Baradie
Journal: International Journal of Islamic and Middle Eastern Finance and Management
International Journal of Islamic and Middle Eastern Finance and Management 1–14.
https://doi.org/10.1108/IMEFM-05-2026-0340
Published: 01 October 2026
... Licensed re-use rights only Machine learning XGBoost SHAP values Bank performance Islamic banking Conventional banking MENA COVID-19 Dynamic panel GMM Financial prediction Bank financial performance is simultaneously a reflection of internal managerial efficiency and a function...
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Includes: Supplementary data
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