Module 02 · 16 minutes

Value and Risk

Sequence AI use cases by value, risk, effort, and timing.

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

How does the idea of “Value and Risk” change the decision we make?

This part of Leadership uses Value and Risk to separate what is known from what still needs to be tested. Value and Risk becomes easier to understand in a real situation. Notice what changes in the choice, the risk, and the way the result is reviewed. The result should be an explanation of Value and Risk that another person can follow, supported by a relevant example.

A visual model for “Value and Risk” in Leadership: relationships matter as much as individual parts.

After this lesson

  • This part of Leadership uses Value and Risk to separate what is known from what still needs to be tested.
  • Use the idea of “Value and Risk” 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.

Quick wins help an organization learn, but slower foundational capabilities may create more value later. This lesson uses the idea of “Value and Risk” to examine that situation without treating a single term as the answer to every problem.

This part of Leadership uses Value and Risk to separate what is known from what still needs to be tested. Sequence AI use cases by value, risk, effort, and timing. 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

Quick wins help an organization learn, but slower foundational capabilities may create more value later. This lesson uses the idea of “Value and Risk” to examine that situation without treating a single term as the answer to every problem.

02

Decision

Quick wins help an organization learn, but slower foundational capabilities may create more value later. Identify the part of the situation most closely connected to the idea of “Value and Risk”. Use the case as a thinking tool, not as proof that one solution fits every context.

03

Review

Benefit estimates often omit the cost of review, integration, monitoring, and changing the workflow. 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 “Value and Risk” in Leadership: relationships matter as much as individual parts.

Read the diagram as a map of Value and Risk: 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 Value and Risk

Useful when

  • This part of Leadership uses Value and Risk to separate what is known from what still needs to be tested.
  • Use the idea of “Value and Risk” to interpret one realistic situation.
  • This part of Leadership uses Value and Risk to separate what is known from what still needs to be tested. Sequence AI use cases by value, risk, effort, and timing. Connect the term to a decision someone genuinely needs to make.

Pause and check

  • Benefit estimates often omit the cost of review, integration, monitoring, and changing the workflow. 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 Value and Risk.
  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 “Value and Risk”. The larger module activity is: Build an investment portfolio and explain its order. 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

This part of Leadership uses Value and Risk to separate what is known from what still needs to be tested. Value and Risk becomes easier to understand in a real situation. Notice what changes in the choice, the risk, and the way the result is reviewed. The result should be an explanation of Value and Risk that another person can follow, supported by a relevant example.

A tempting shortcut

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

Why this can seem reasonable

Benefit estimates often omit the cost of review, integration, monitoring, and changing the workflow. 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

Value and Risk becomes easier to understand in a real situation. Notice what changes in the choice, the risk, and the way the result is reviewed. 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 “Value and Risk”. The larger module activity is: Build an investment portfolio and explain its order.

Summary

  • This part of Leadership uses Value and Risk to separate what is known from what still needs to be tested.
  • Use examples and evidence to test your understanding.
  • Record the limits, risks, and conditions that should trigger another review.

Continue from here

  • Sequencing: Continue the idea from Portfolio and Business Case with a closely related example.
  • Frequency and Severity: Connect this lesson to Product Thinking and test the idea in another context.
  • Security and Misuse: See how the same decision changes when viewed through AI Ethics.

Sources and further reading

  • Artificial Intelligence Risk Management Framework: NIST · official-framework. Primary reference for the definition, evidence, or limits discussed in “Value and Risk”.
  • Rules of Machine Learning: Google for Developers · official-guidance. Further evidence and context for checking the explanation in “Value and Risk”.
  • OECD AI Principles: OECD.AI · official-principles. Further evidence and context for checking the explanation in “Value and Risk”.