Outsourced Assistant QA Calibration Session Guide
Calibrate managers and assistants on the same examples, error definitions, and evidence so quality scores lead to clearer coaching rather than inconsistent judgments.
Published: · 10 minute read
For managers and assistants aligning quality decisions on the same work evidence
The short answer
Calibration is a structured comparison of how reviewers apply written criteria. Everyone scores the same sanitized samples independently, discusses differences, and records clarified rules without rewriting history to make scores agree.

A practical implementation plan
Select a balanced sample
Include clearly acceptable work, a known error, a borderline case, and a properly escalated exception.
Score independently
Reviewers apply the current rubric before discussion so disagreement remains visible and useful.
Resolve definitions
Identify whether differences come from the finish rule, evidence, severity definition, or an owner judgment not captured in the rubric.
Publish the decision
Version the rubric, add a concise example, name the owner, and state whether prior scores need reconsideration.
Decision and evidence controls
Use this control map as a starting point, then adapt it to the actual systems, policies, and accountable owners in your organization.
| Decision | Accountable owner | Evidence to retain |
|---|---|---|
| Objective error | Process owner | Source record and written criterion |
| Severity level | Quality owner | Defined consequence and example |
| Business exception | Accountable client owner | Context and recorded decision |
What to measure
Track reviewer agreement by category and recurring disputed rules; never force a single agreement percentage to hide meaningful uncertainty.
Common mistakes to avoid
- Discussing scores before independent review
- Changing criteria only for one person
- Using calibration to punish reasonable escalation
Common questions
Who should attend calibration?
Include the queue reviewer, process owner, and people doing the work. Add a specialist owner for categories involving security, privacy, finance, or policy.
Should old work be rescored?
Only when the clarified rule materially changes an earlier decision and the accountable owner records the scope and reason.
Operational references
These primary guidance pages support the access, remote-work security, and data-responsibility controls used across this guide. Apply them with your own policies and qualified advisers.
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