fairness O There are multiple definitions and ways to measure fairness and these often contradict each other O For many companies investing in algorithmic fairness may come at the expense of execution speed or model performance Most customers users individuals do not observe issues of algorithmic fairness so solving them does not impact the bottom line O Solving issues of algorithmic fairness often requires access to sensitive data which is