bias assessment

Bias assessment is the process of evaluating a study, data, or machine learning model to identify any unfair or unbalanced influences that could distort results. It helps ensure that findings are accurate and fair, not influenced by personal opinions, prejudices, or systematic errors. This process involves examining how the data was collected, the methods used, and whether certain groups or variables are overrepresented or underrepresented. By assessing bias, researchers can improve the reliability of their insights and ensure decisions or conclusions are based on objective, impartial evidence.