Educational technology delivers a wealth of opportunities for personalized learning and enhanced educational outcomes. However, the increasing integration of algorithms into educational systems raises questions about potential bias. Algorithms, trained on historical data, can reinforce societal biases, leading to discriminatory outcomes for student