Which option reflects Griffin Hill's approach to fairness across groups?

• A. Restricting testing to a single language.
• B. Ignoring cultural differences.
• C. Using only one culture's norms.
• D. Validating items for diverse populations, offering accommodations, and fair scoring across groups.

Answer: (D)

Fairness across groups means designing and interpreting tests so that people from different backgrounds have an equal opportunity to demonstrate their abilities. It involves making sure items are appropriate for diverse populations, providing accommodations when needed, and scoring in a way that is fair and comparable across groups.

This option best captures that approach because it explicitly covers validating items for diverse populations (so questions measure the same construct regardless of background), offering accommodations (ensuring access and reducing barriers for different examinees), and ensuring scoring is fair across groups (minimizing bias and maintaining measurement equivalence).

By contrast, restricting testing to a single language excludes many test-takers, ignoring cultural differences can introduce bias and misinterpretation, and relying on norms from only one culture privileges that culture and undermines fair assessment for others.