Measuring Skill from Work and Behavior

A creator's skill is never decided by self-report. Real work products and the making behavior heard through STAR are encoded into three measures ── accuracy, clarity, balance ── and L is computed with grounding (can they return to the source) as the ceiling, integrated across the person, reviewers, owners, and AI. Ten parts.

Introduction — Getting the Whole Picture First

Grab the whole picture before the episodes.

Measure by the Materials Actually Made, Not by Impressions or Self-Report

The person who says 'I stay faithful to the facts' is sometimes the one whose chart has a stretched axis.

Tracing the Brief, the Choices, and the Result — In Order

Plenty of people say "I can make good materials." But what we really want to know is one concrete thing: in their last project, what were they handed, where did they hesitate, how did they move their hands, and what did they finally ship.

Reading "Faithfulness to the Facts" and "Craft of Delivery" Out of the Work Itself

Last time we traced how a request becomes a finished piece.

The Rules That Keep Measurement Honest

If the ruler itself is bent, you score honest people low and risky people high.

Three Rulers: Accuracy, Clarity, and Balance

Last time we set the ground rules for fair measurement.

How to Decide the Level — Returning to the Source Sets the Ceiling

The slicker the material looks, the sooner you check whether it can be traced to its source.

What Deliverables Signal Which Level

"He seems capable" is not an evaluation.

How Far Can We Trust a Judgment?

Two reviewers can look at the same work and split between "L2" and "L3." That doesn't always mean one is wrong.

Combine More Than Self-Assessment: Add the Reviewer's and Requester's View

You believe you did a solid job.

Connecting the Measurement to Pass/Fail and a Development Plan

Stop at a score and measuring is just an impression.