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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Mustafa Habib Mahdi

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Open access Sep 2026

Random Forest Algorithm vs. Linear Regression for Financial Performance Determinants: Evidence from Iraqi Mixed-Sector Firms

Results indicate that firm size, liquidity, productivity, and cash-to-asset ratio have significant positive effects on financial performance, while the debt ratio shows a significant negative effect, particularly on ROA.

O. Zeidan, Mustafa Habib Mahdi · 0 citations

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