Assessing mathematics learning achievement using hybrid rough set classifiers and multiple regression analysis

► A hybrid model for classifying mathematics-learning achievement (MLA) is proposed. ► The determinants of influencing MLA are identified. ► Teaching efficiency of teacher developments in the education industry is enhanced. ► The performance of rough set classifiers for classifying MLA is assessed. ► A comprehensible decision rule applied in knowledge-based systems is generated.