Run the steward operating loop

On this page

This module turns the earlier lessons into a repeatable stewardship habit.

Learning objective

Run a closed-loop operational process inside the product.

Steward operating loop

  1. Start from a saved search or known business domain.
  2. Narrow the result set with filters.
  3. Review source-level validation failures.
  4. Review duplicate candidates where relevant.
  5. Verify the visible outcome in the instance.
  6. Document repeated patterns for architect follow-up.

Using the built-in AI agent

The Data Steward AI agent can be used to accelerate investigation, but not to replace judgment. Use it to:

  • surface likely duplicates;
  • point out obvious quality issues;
  • suggest what to inspect next.

The human steward still owns the final decision and verification path.

Built-in AI agents

Final completion check

A learner is ready to complete the course when they can independently do the following in sequence:

  • prove where the issue appears;
  • show which records are affected;
  • explain what was fixed;
  • confirm the visible outcome in CluedIn;
  • identify whether the pattern should now be handed off to a Data Architect.