2026-06-28
Make daily reports the basis for evaluation: building fair appraisal that doesn't rely on the manager's subjectivity
Evaluation that leans on impression and memory turns unfair easily. How to move toward fair appraisal grounded in the facts accumulated in daily reports, rather than the manager's subjective view.
Why evaluation feels unfair
The classic source of dissatisfaction is not knowing what you were judged on. Trying to recall a whole term at once pulls toward recent impressions and standout events, while steady improvements and daily effort drop out of memory. Even an honest evaluator ends up subjective when the material is memory.
Ground it in accumulated facts
When each day's P (plan), D (do), C (check) and A (act) pile up, you keep an objective record of when someone worked on what, how they reflected, and what they changed the next day. Evaluate on top of those facts and you rely on the record of actions rather than impressions. Members also see clearly what they're judged on, which raises buy-in.
Fairness comes from sharing the criteria in advance
Facts alone aren't enough if the yardstick is decided after the fact. Share 'how you want them to grow this term' up front, read the daily log through that lens, and the points to praise and to work on settle on the same measure. Criteria first, facts as evidence — that order is the crux of fairness.
Smooth it weekly; don't make it a single end-of-term shot
Collapsing evaluation into one end-of-term meeting makes recency bias unavoidable. Review the facts weekly and layer feedback, and the end of term is just summarizing what accumulated — the peak load spreads out. AI stays a drafting and hint aid; the final call is always human.
A tool for a culture of improvement and fair evaluation that implements these ideas.