Algorithm Bias Algorithm bias occurs when an Algorithm produces unfair or inaccurate outcomes, often stemming from flawed Machine Learning models or biased training data. This can lead to systemic unfairness, reflecting and amplifying existing societal prejudices within automated decisions.