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