This comprehensive analysis follows the CRISP-DM (Cross-Industry Standard Process for Data Mining) methodology to investigate factors affecting mathematics performance in Ekiti_schools. i examined six specific research questions using both descriptive and inferential statistics approaches to understand the relationships between continuous assessment frequency, demographic factors, and mathematics unified examination scores in Ekiti_State.