perf-calibrationlisted
Install: claude install-skill Amey-Thakur/AI-SKILLS
# Performance calibration
Calibration exists because a rating set by a single manager reflects that
manager's standards, generosity, and blind spots as much as the employee's work.
Putting managers in one room to defend ratings against a shared rubric surfaces
the inconsistencies and the biases before anything reaches an employee. Done
badly, it just hands the outcome to whoever argues hardest.
## Method
1. **Bring evidence, not adjectives.** Each manager arrives with specific, dated
examples tied to the rubric's dimensions: what was delivered, its scope, its
impact. "She's a rock star" is not calibratable; "she owned the X launch at
senior scope, with result Y" is. Rule out claims no one can check.
2. **Anchor every rating to the rubric level.** Read the written definition of
each rating band and place people against it, not against each other's vibes.
When two managers rate similar work differently, resolve it by returning to
the anchor, so the standard is the rubric and not the room's mood.
3. **Compare like work across managers.** Line up people at the same level and
ask whether a "meets" from one team would be a "meets" on another. This
cross-manager comparison is the whole point: it catches the lenient grader and
the harsh one and pulls both toward a common bar.
4. **Run bias interrupts explicitly.** Name the biases in the moment: recency
(weighting the last month over the year), halo and horns (one trait coloring
everything), and sim