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From the Log

Reviewer Calibration: Why a 30-Minute Norming Session Changes Everything

Calibration isn’t about getting reviewers to agree. It’s about making sure they’re measuring the same thing.

When a panel scores without a shared understanding of what the criteria mean, the variation that shows up later isn’t really about the applications — it’s about the reviewers. One reads “demonstrated need” generously, another strictly. Both are reasonable. Together they produce results that are hard to defend.

What a norming session is

Before scoring opens, gather the reviewers for half an hour. Score a couple of sample applications together. Talk about where people landed and why. That’s the whole exercise. The goal isn’t consensus on a number — it’s a shared yardstick.

Why it works

Reviewers leave with the same picture of what a 2 looks like versus a 4. The scores that follow mean the same thing across the panel, and the disagreements that remain are real disagreements about merit — not artifacts of different interpretations.

The payoff reaches the board

Calibrated scores produce recommendations that hold up under questioning. When a trustee asks why one application beat another, the answer is grounded in a standard everyone applied the same way.

Calibration is one of the least visible parts of a fair review and one of the highest-return uses of thirty minutes in the entire cycle.

Harborline helps organizations run review panels that are consistent and defensible. If a review round is ahead, we can help.

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