A scenario presents a decision with potential bias. Which approach helps ensure fairness?

A scenario presents a decision with potential bias. Which approach helps ensure fairness?

• A. Public vote
• B. Personal intuition
• C. Forced ranking by manager
• D. Blind assessment, independent review, or using standardized criteria

Answer: (D)

When a decision could be biased, the fairest approach uses methods that limit subjective influence, involve multiple independent evaluators, and rely on a clear scoring framework. Blind assessment removes identifying details that can trigger bias, so judgments are based on actual performance or evidence rather than impressions about who someone is. Independent review spreads judgment across several people, reducing the impact of any one person's preferences or favoritism. Standardized criteria provide a consistent rubric for everyone to apply, making comparisons fair and the process auditable. Public voting tends to reflect popularity and social dynamics rather than merit, which can skew outcomes. Personal intuition is highly subjective and easily swayed by unconscious biases. A manager forcing a ranking concentrates power in one person and amplifies individual biases. The combination of blind assessment, independent review, and standardized criteria addresses these issues directly, making the decision more fair and credible.

When a decision could be biased, the fairest approach uses methods that limit subjective influence, involve multiple independent evaluators, and rely on a clear scoring framework. Blind assessment removes identifying details that can trigger bias, so judgments are based on actual performance or evidence rather than impressions about who someone is. Independent review spreads judgment across several people, reducing the impact of any one person's preferences or favoritism. Standardized criteria provide a consistent rubric for everyone to apply, making comparisons fair and the process auditable.

Public voting tends to reflect popularity and social dynamics rather than merit, which can skew outcomes. Personal intuition is highly subjective and easily swayed by unconscious biases. A manager forcing a ranking concentrates power in one person and amplifies individual biases. The combination of blind assessment, independent review, and standardized criteria addresses these issues directly, making the decision more fair and credible.