Educational technology provides a wealth of avenues 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 amplify societal biases, leading to unfair outcomes for students from marginali