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---
name: support-ops-support-qa-scorecards
description: "Calibrated rubric sampling, coaching-first reviews, and trend tracking over gotcha auditing."
---
# QA support quality without demoralizing agents
> Calibrated rubric sampling, coaching-first reviews, and trend tracking over gotcha auditing.
**Track:** 💬 Customer Support · **Domain:** Support Operations · **Level:** advanced · **~35 min**
**Who this is for:** Support Engineers, CX Leads, Helpdesk Teams, Technical Account Managers
## When to Use This Skill
Calibrated rubric sampling, coaching-first reviews, and trend tracking over gotcha auditing.
Use it whenever a matching task appears in conversation — the agent loads these instructions on demand.
## Steps
1. Rubric: accuracy, completeness, tone, process adherence — weighted by issue class
2. Sample randomly PLUS all low-CSAT tickets; calibrate reviewers monthly
3. Review as coaching conversation with self-assessment first
4. Trend agent scores over time; never rank publicly on single weeks
5. Feed systemic findings into product/KB, not just individual coaching
6. Track inter-rater agreement; drift means rubric needs revision
## Common Pitfalls
- QA as surveillance producing defensive writing styles
- Perfect scores for polite wrong answers
## Commands
**Install with skills CLI**
```bash
npx skills add aniruddhaadak80/skills --skill support-ops-support-qa-scorecards
```
**Install globally**
```bash
npx skills add aniruddhaadak80/skills --skill support-ops-support-qa-scorecards -g
```
---
Part of [aniruddhaadak80/skills](https://github.com/aniruddhaadak80/skills) · Browse all at https://skills.sh/aniruddhaadak80/skills