Role Exposure Fintech evidence map
■ Snapshot 19 Aug 2026 DEMO

■ Method · vintage AETHER-FIN-2026-08-19

Measure the work. Not the hype.

Doctrine

No measurement / no number

Empty is untested, not 0. Exposure is task share, not a layoff number. No headline score until coverage is sufficient — that threshold is not defined, so we refuse the score. Literature ≠ a Role Exposure pack.

How a cell is filled

Our test
A Role Exposure pack ran on that role’s tasks. Two axes: test outcome and readiness. Residual human is scored.
Specified, no run
Pack is on the slate. Schema exists. No versioned run — cell stays empty.
External study
Cited literature (Eloundou, AIOE, Frey–Osborne, GDPval). Not our pack. Not a headline.
Empty / untested
No pack, no run. Shown as structure (slots, dashes, UNTESTED). Never drawn as 0.

Unit of product

A standardized test pack: schema, cases, expected, allowed errors, escalation rules, cost / speed / quality, reproducible runner. Bank adapt = days, not months. The unit of measurement is the task, not the job title.

Glossary

Full brief: INDEX_METHODOLOGY.md · product law: DOCTRINE.md · first slate: FIRST_PACKS.md