5 Types of Bias in Data & Analytics Confirmation bias. Occurs when the person performing the data analysis wants to prove a predetermined assumption. ... Selection bias. This occurs when data is selected subjectively. ... Outliers. An outlier is an extreme data value. ... Overfitting en underfitting. ... Confounding variabelen. Jan 5, 2017