Question 34
Domain 2: Fairness, Bias, and Societal ImpactWhich external audience is most critical when communicating bias-mitigation strategies for a hiring algorithm?
Correct answer: D
Explanation
Prospective job applicants and regulators are the key external audiences because hiring algorithms affect access to employment and must meet fairness and compliance expectations. Bias-mitigation strategies should be communicated to those impacted by the decision process and those enforcing anti-discrimination rules, since they need assurance that the system is not producing unlawful or unfair outcomes.
Why each option is right or wrong
A. Internal software-development teams
B. Cloud-hosting providers
C. Office-supply vendors
D. Prospective job applicants and regulators
Hiring decisions are governed by anti-discrimination requirements, so the most relevant outside stakeholders are the people subject to the decision and the authorities that can enforce compliance. In the U.S., Title VII of the Civil Rights Act of 1964, 42 U.S.C. § 2000e-2, prohibits employment practices that discriminate on the basis of race, color, religion, sex, or national origin, and the EEOC’s 2023 technical guidance on algorithmic selection tools emphasizes that employers remain responsible for disparate impact and related screening effects. Prospective applicants need transparency because the system directly affects their access to employment, while regulators need evidence that the mitigation measures are designed to avoid unlawful adverse impact.