What is the role of privacy in scoring?

• A. Privacy is maintained alongside non-discrimination.
• B. Privacy is not considered in scoring.
• C. Privacy is used to invalidate results.
• D. Privacy applies only to storage, not scoring.

Answer: (A)

Privacy in scoring means protecting individuals’ personal data throughout the process and making sure sensitive information isn’t exposed or misused, while the scoring itself remains fair and free from bias. The best answer reflects that privacy and non-discrimination work together: you design systems that minimize data collection, anonymize data when possible, enforce strong access controls, and audit for privacy safeguards, all while ensuring decisions aren’t biased against protected groups. This approach builds trust and meets ethical and legal expectations, and privacy isn’t only about storage—it's about how data is collected, processed, and used during scoring. It also isn’t intended to invalidate results; rather, privacy protections help maintain the integrity of the results by preventing leakage of sensitive attributes and reducing the risk of biased outcomes.