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Performance

Performance Calibration Support

Analytics highlight rating distributions and outliers with supporting narratives.

ProductionEvidence: Weak

The problem

Rating calibration sessions lack consistent evidence across managers.

The opportunity

Less time on lookup. A person still owns anything that affects someone's job.

What the solution does

Analytics highlight rating distributions and outliers with supporting narratives.

How it works

Performance data and feedback summaries are packaged for calibration discussions.

Who uses it

  • Managers
  • Employees
  • HRBPs

Data required

  • Relevant HRIS / ATS records
  • Role or policy context
  • Access and consent rules

AI / technology patterns

  • Classification
  • LLM
  • Summarization

Reported impact

No independently reported impact recorded for this item yet.

Impact categories

  • Quality
  • Decision support

Limitations and risks

Stale data, inherited bias, and privacy rules. Name a human who is accountable for career-affecting answers.

What implementation requires

Start with one process. Agree how you will score it. Involve legal and HR before you scale. Track whether people use it, not only whether the model is accurate.

Updated 2026-08-09