Educational technology provides 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 past data, can amplify societal biases, leading to unfair outcomes for students from marginalized gro