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DLG Intelligence · Methodology

Responsible AI Maturity Benchmark Methodology

Framework for assessing governance, ownership, evaluation, oversight and evidence.

Principles

Define

State the decision question, unit of analysis, population and intended use.

Collect

Document sources, sampling, permissions, transformations and exclusions.

Validate

Check completeness, bias, consistency, sensitivity and reproducibility where applicable.

Publication controls

Disclose

Publish assumptions, limitations, update dates and material methodology changes.

Review

Separate analysis from marketing claims and use appropriate subject-matter review.

Version

Maintain methodology versions so changes in findings can be interpreted correctly.

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