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Profile: data-science (default)

Deliverable: reproducible quantitative analysis — figures, tables, and a report or dashboard. Declare: **Profile:** data-science (or omit the line — this is the default).

Required artifacts

Universal plus the docs/data/ contract triad: data_dictionary.md, lineage.md, watchlist.md (and the docs/data/ directory).

Reproducibility / verify

Byte-identical rebuild from raw: the verify command rebuilds processed data, regenerates figures, and runs tests using only data/raw/ and data/external/.

Default roles

Orchestrator · Domain Expert · Data Engineer · Analyst · QA / Reproducibility Engineer; optional specialists in agents/_optional/.

Evidence

A marine-ecology research project, a national waste-to-energy dataset, and two motorsport analyses — see the cross-project audit in docs/domain/README.md. This is the framework's original shape, and the profile every other one was carved away from.