Prototype — this is a working draft, shared for feedback and discussion. Not a finished, certified, or officially adopted framework.
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Phase 2

Prepare · Data Understanding

Source, assess, and document the data this system will actually run on — quality, bias screening, and provenance and lineage, before a single feature is engineered.

2Artifacts
2Word
0Excel
Data Assessment Report
Word
Data provenance (source, rights, original purpose), quality, representativeness and early bias screening, privacy/sensitive-data mapping, and an OWASP ML Security data-poisoning check
Available upon request
Data Dictionary & Feature Specification
Word
Field-level table, data lineage from source to feature, reproducibility
Available upon request
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