Abu Sara, M.R. and Emaya, A. 2026. The Impact of Advanced Preprocessing Techniques on Machine Learning Models for Income Prediction. Ahliya Journal of Business Technology and MEAN Economies . 3, 1 (May 2026), 39–46. DOI:https://doi.org/10.59994/ajbtme.2026.3.39.