Professional Corner · Learning

Learn by doing the work.

Follow a practical path for your role. Explore a workflow, run a starter kit, record your observations, and prepare a handoff another team can trust.

Plan your pilot Explore walkthroughs

ExploreUnderstand the business question and inspect a synthetic workflow.

PracticeRun the kit, change a rule, and document the result in your workbook.

ApplyReview the approach with a colleague before using approved data in your workspace.

Role learning path

Data Engineer

Prepare a trusted reconciliation dataset

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Data Modeler

Prepare a trusted reconciliation dataset

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Analytics Engineer

Prepare a trusted reconciliation dataset

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Data Analyst

Prepare a trusted reconciliation dataset

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BI Developer

Prepare a trusted reconciliation dataset

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Data Scientist & Actuary

Prepare reviewable inputs for an AI-assisted workflow

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ML Engineer

Prepare reviewable inputs for an AI-assisted workflow

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MLOps Engineer

Prepare reviewable inputs for an AI-assisted workflow

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AI Engineer

Prepare reviewable inputs for an AI-assisted workflow

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AI Platform Engineer

Prepare reviewable inputs for an AI-assisted workflow

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Prompt Engineer

Prepare reviewable inputs for an AI-assisted workflow

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Data Warehouse Operator

Design a recoverable reconciliation run

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Data Platform Engineer

Design a recoverable reconciliation run

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DevOps & DataOps Engineer

Design a recoverable reconciliation run

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Site Reliability Engineer

Design a recoverable reconciliation run

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Data Quality Engineer

Design a recoverable reconciliation run

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Performance Engineer

Design a recoverable reconciliation run

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Migration Engineer

Design a recoverable reconciliation run

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Solutions Architect

Map the data and control boundaries

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Cloud Data Architect

Map the data and control boundaries

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DataLake Architect

Map the data and control boundaries

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Data Governance Lead

Make a review queue accountable

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Data Steward

Make a review queue accountable

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Data Governance & Security

Make a review queue accountable

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Data Leader & Chief Data Officer

Define an evidence-based pilot decision

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Workspace Administrator

Define an evidence-based pilot decision

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Data & AI Product Manager

Define an evidence-based pilot decision

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Technical Trainer

Define an evidence-based pilot decision

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Data Management Leader

Make a review queue accountable

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Business Analyst

Prepare a trusted reconciliation dataset

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Privacy & Compliance Officer

Make a review queue accountable

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Data Enablement Lead

Define an evidence-based pilot decision

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Database Administrator

Design a recoverable reconciliation run

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