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