Module 03 · 16 minutes

Centralized or Federated

Define roles, team structure, shared services, and how different functions will work together.

Written and edited by Cahyanto Arie Wibowo. Last reviewed · version 1.2.

How does the idea of “Centralized or Federated” change the decision we make?

In Leadership, use Centralized or Federated to make the next step explicit and easier for another person to review. Ask two questions about Centralized or Federated. What is it, and which decision becomes clearer once you understand it? Afterward, it should be easier to separate evidence about Centralized or Federated from claims that have not been tested.

A visual model for “Centralized or Federated” in Leadership: relationships matter as much as individual parts.

After this lesson

  • In Leadership, use Centralized or Federated to make the next step explicit and easier for another person to review.
  • Use the idea of “Centralized or Federated” to interpret one realistic situation.
  • Explain the limits of the concept and the information that still needs to be checked.

Start with the situation

Understand the situation first. The label can come later.

A central team can protect standards while domain teams contribute context they understand directly. This lesson uses the idea of “Centralized or Federated” to examine that situation without treating a single term as the answer to every problem.

In Leadership, use Centralized or Federated to make the next step explicit and easier for another person to review. Define roles, team structure, shared services, and how different functions will work together. Connect the term to a decision someone genuinely needs to make.

See how the decision unfolds

Move from the situation to a choice others can review.

01

Situation

A central team can protect standards while domain teams contribute context they understand directly. This lesson uses the idea of “Centralized or Federated” to examine that situation without treating a single term as the answer to every problem.

02

Decision

A central team can protect standards while domain teams contribute context they understand directly. Identify the part of the situation most closely connected to the idea of “Centralized or Federated”. Use the case as a thinking tool, not as proof that one solution fits every context.

03

Review

A center of excellence without clear authority can become another bottleneck. This mistake often appears when a label is used before the problem is understood. Write down your assumptions so another person can review them.

Visual model

Map the parts before choosing what to do.

A visual model for “Centralized or Federated” in Leadership: relationships matter as much as individual parts.

Read the diagram as a map of Centralized or Federated: begin with the context, follow the connections, and inspect the highlighted point before making a decision.

Do not rush the choice

Two ways to look at Centralized or Federated

Useful when

  • In Leadership, use Centralized or Federated to make the next step explicit and easier for another person to review.
  • Use the idea of “Centralized or Federated” to interpret one realistic situation.
  • In Leadership, use Centralized or Federated to make the next step explicit and easier for another person to review. Define roles, team structure, shared services, and how different functions will work together. Connect the term to a decision someone genuinely needs to make.

Pause and check

  • A center of excellence without clear authority can become another bottleneck. This mistake often appears when a label is used before the problem is understood. Write down your assumptions so another person can review them.
  • Explain the limits of the concept and the information that still needs to be checked.

The stronger choice is the one whose evidence, owner, and limits can be explained, not simply the more sophisticated option.

Try it on your work

Try it with one small piece of real work.

  1. Choose one real situation related to Centralized or Federated.
  2. Separate what you can observe from what you are assuming.
  3. Write one decision, its owner, and the evidence needed to review it.
  4. Name the signal that would make you stop or change direction.

Choose a task you know. List what is known, what is still an assumption, and what must be tested before using the idea of “Centralized or Federated”. The larger module activity is: Design an AI operating model for one organization. Keep the first version small enough for another person to review in a few minutes.

Pause for a moment

What evidence could change this decision?

Answer before opening the discussion. Name one fact and one assumption.

Open the discussion

In Leadership, use Centralized or Federated to make the next step explicit and easier for another person to review. Ask two questions about Centralized or Federated. What is it, and which decision becomes clearer once you understand it? Afterward, it should be easier to separate evidence about Centralized or Federated from claims that have not been tested.

A tempting shortcut

A familiar term can still lead us to the wrong decision.

Why this can seem reasonable

A center of excellence without clear authority can become another bottleneck. This mistake often appears when a label is used before the problem is understood. Write down your assumptions so another person can review them.

How to check it

Ask two questions about Centralized or Federated. What is it, and which decision becomes clearer once you understand it? Begin with what can be observed, then separate facts, assumptions, and open questions.

Quick practice

Choose a task you know. List what is known, what is still an assumption, and what must be tested before using the idea of “Centralized or Federated”. The larger module activity is: Design an AI operating model for one organization.

Summary

  • In Leadership, use Centralized or Federated to make the next step explicit and easier for another person to review.
  • Use examples and evidence to test your understanding.
  • Record the limits, risks, and conditions that should trigger another review.

Continue from here

  • Team Topology: Continue the idea from Teams and Operating Models with a closely related example.
  • Model Capability: Connect this lesson to Product Thinking and test the idea in another context.
  • Human Oversight: See how the same decision changes when viewed through AI Ethics.

Sources and further reading

  • AI Risk Management Framework Playbook: NIST · official-framework. Primary reference for the definition, evidence, or limits discussed in “Centralized or Federated”.
  • People + AI Guidebook: Google PAIR · official-guidebook. Further evidence and context for checking the explanation in “Centralized or Federated”.
  • Rules of Machine Learning: Google for Developers · official-guidance. Further evidence and context for checking the explanation in “Centralized or Federated”.