Educational technology offers a wealth of avenues for personalized learning and improved educational outcomes. However, the increasing integration of algorithms into educational systems raises concerns about potential bias. Algorithms, trained on existing data, can reinforce societal biases, leading to unfair outcomes for students from marginalized