Conversational Intelligence Terminology

Evaluation Consistency

Evaluation consistency is the degree to which quality scores and findings stay the same when different people evaluate the same call, or when the same person evaluates similar calls at different times, using the same scorecard. It reflects how clear the rubric is, how well evaluators are calibrated, and how stable the scoring process is.

Operationally, consistency matters because quality scores drive coaching, performance management, incentives, and compliance reporting. When scoring varies by evaluator, team, or week, agents receive mixed messages, leaders can’t trust trends, and time is wasted disputing scores instead of improving behaviors.

Improving evaluation consistency typically involves tightening definitions and examples in the scorecard, running regular calibration sessions, and monitoring agreement rates so drift is caught early. The goal is not identical scoring on every detail, but dependable decisions on what “meets standard” versus “needs improvement.”

Example:

Two QA analysts score the same recorded billing call: one marks “verified identity” as pass because the agent asked for date of birth, while the other marks fail because the agent didn’t confirm the address. After calibration, the team aligns the requirement and future evaluations match more closely.

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