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CSQA FIELD GUIDE / Calibration

After Calibration Processing

After Calibration, spot-check the output, then decide whether to delete/archive the original; keep a backup.

Updated 2026-11-01About 3 minLocal test
Quick answer

After Calibration, spot-check the output, then decide whether to delete/archive the original; keep a backup. Calibration fixes the problem of two managers scoring the same ticket differently.

Why it matters

A backup lets you roll back if the output is wrong.

Use 5–10 samples, score independently before discussion.

Step by step

  1. Define QA goals and observable behaviors before building a giant scorecard.
  2. Stratify samples by shift, channel and risk so they represent real problems.
  3. Calibrate scoring boundaries before ranking or performance decisions.
  4. Attribute issues to knowledge, process, system or people before choosing fixes.

Common mistakes

  • Scoring without calibration makes managers incomparable.
  • Sampling only easy tickets biases the result.
  • Using QA as punishment makes agents hide context.
  • Looking only at CSAT while ignoring resolution and rework.

Checklist

  • Scorecard has behavioral anchors.
  • Sampling has stratification rules.
  • Calibration records disputed samples.
  • Issues have owners and review dates.

Key facts

  • Use 5–10 samples, score independently before discussion.
  • Resolve disputes against scorecard anchors, not persuasion.
  • Update scorecard version and example library after calibration.

FAQ

What should I do after Calibration?

After Calibration, spot-check the output, then decide whether to delete/archive the original; keep a backup. Calibration fixes the problem of two managers scoring the same ticket differently.

How long does it take?

Usually 1-3 minutes; for intermittent issues, run 30 seconds and retest elsewhere.

Is data uploaded?

Runs locally and does not upload video/audio; extensions may still read the page.

Source: MaestroQA calibration