CONCEPT
Generated vs. Earned Results
The diagnostic distinction between outputs produced through the practitioner's developmental engagement and outputs delivered without that engagement — identical on the page, decisive in what the person who holds them knows.
Generated and earned results are Suchman's analytical distinction between outputs that have been produced through a practitioner's sustained, situated engagement with the problem and outputs that have been delivered without that engagement. The distinction is not in the result — two pieces of code, two legal briefs, two diagnoses may be indistinguishable in content, structure, and quality. The distinction is in the person who holds the result. The earned result comes with the residue of the process that produced it: the situated knowledge of why the result works, where it is fragile, what the territory actually looks like. The generated result comes only with the result. In the current moment, organizations optimize for outputs while the difference between generated and earned accumulates quietly as institutional fragility.
In The You On AI Field Guide
The distinction sharpens the moral and epistemic stakes of AI-assisted production. When a senior engineer earns a fix through forty hours of debugging, the code is