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    Module 1.1.2 · Phase 1 Diagnosis · Step 1.1 Mandate & ScopeCore

    Data Ingestion & Profiling

    Is the dataset ready to be assessed?

    Gets your dataset into the assessment and sets the foundation every later module reads.

    Open in the platform
    A rack of test tubes. Point at it.

    What it does

    You upload a CSV, TSV or Excel file, check the detected column types, assign column roles and confirm the protected attributes. You get a data quality score, warnings on redundant columns, and a certificate that fingerprints the exact file for the audit trail.

    Why it matters

    This step formally initiates the fairness assessment by defining the system under review, its intended use, and the organizational mandate for assessing fairness. It establishes accountability, clarifies which decisions and populations are in scope, and documents success criteria, ensuring fairness is treated as a governed obligation rather than an optional analysis.

    Step 1.1, Fairness Mandate & Scope Setup, in the Diagnosis phase.

    Where it sits

    1. 1.1Mandate & Scope
    2. 1.2Business & Policy
    3. 1.3Context & Risk
    4. 1.4Fairness Gap Confirmation

    How to use it

    In the Fairness Navigator Beta

    Work through the steps in order. Several modules open from the Navigator's steps and hand their results back.

    On its own Live

    Open 1.1.2 from the platform's Modules page and run it when your project needs it. Work is saved with the assessment.

    After a Pulse reading Live

    Start with a fast first read, then go deeper with the modules where it points.