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Interactive roadmap

Data Analyst + AI

Verified analytics with AI, SQL, and spreadsheets

AI-assisted EDA, SQL, structured outputs, verification, privacy, and dashboards.

8–14 weeksData analystsBI analystsBusiness analysts
Open as course →Every node has an evidence route
3stages
8nodes
2projects and milestones
01 · Shared AI core02 · AI-assisted analysis03 · Privacy and communication
  1. 01

    Shared AI core

    Model limits, evidence discipline, and verification for analytical work.

    Stage outcomeThe analyst distinguishes model output from verified evidence.
    Materials ready
    Article →
    Materials ready
    Prerequisites: AI literacy and model limits
    Article →
    Materials ready
    Prerequisites: Prompt and context engineering
    Article →Article →
  2. 02

    AI-assisted analysis

    EDA, SQL, spreadsheets, and structured findings with explicit verification.

    Stage outcomeA reproducible analytical workflow with traceable assumptions and evidence.
    Materials ready
    Article →
    Materials readyAssessment available
    Open practicum →Assessment rubric →
    Materials readyAssessment available
    Open practicum →Assessment rubric →
  3. 03

    Privacy and communication

    PII handling, reproducibility, lineage, and decision-ready communication.

    Stage outcomeAn analysis package with data lineage, reviewability, and decision-ready outputs.
    Materials readyAssessment available
    Open practicum →Assessment rubric →Article →
    Materials readyAssessment available
    Open practicum →Assessment rubric →