Which practice best supports fairness in judging learner performance?

• A. Calibrating evaluation criteria across learners.
• B. Relying on the instructor’s gut feeling.
• C. Using a different rubric for each learner.
• D. Grading based solely on attendance.

Answer: (A)

Creating a fair assessment rests on using standardized, clearly defined criteria that apply to every learner. When evaluation criteria are calibrated across learners, everyone is measured against the same performance standards and rubric, with consistent anchors for what different levels of achievement look like. This alignment makes judgments reliable and comparable, reducing personal bias and interpretation because the expectations are explicit and shared. In practice, calibration might involve agreeing on what constitutes a passing level, a proficient level, and an advanced level, plus using the same tasks or rubrics for all learners so that the same criteria are being evaluated every time.

Relying on the instructor’s gut feeling introduces subjective bias and inconsistency, which undermines fairness. Using a different rubric for each learner means the standards aren’t consistent, so some students are judged by different rules than others. Grading based solely on attendance ignores actual learning and performance, yielding an unfair assessment of what the learner can do.