Trust and Capability

What does “Trust and Capability” mean in practice?

In Leadership, this lesson connects Trust and Capability to a choice someone genuinely needs to make. Start with a familiar example, then check when Trust and Capability helps and when the label hides the real problem. After this lesson, you can recognize Trust and Capability in everyday examples without applying the label too quickly.

After this lesson

• In Leadership, this lesson connects Trust and Capability to a choice someone genuinely needs to make.
• Use the idea of “Trust and Capability” 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.

Tool licenses will not create change if workflows, skills, and expectations stay the same. This lesson uses the idea of “Trust and Capability” to examine that situation without treating a single term as the answer to every problem.

In Leadership, this lesson connects Trust and Capability to a choice someone genuinely needs to make. Build trust, capability, incentives, communication, and adoption measures that support appropriate AI use. 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.

Do not rush the choice

Two ways to look at Trust and Capability

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

Visual model

Map the parts before choosing what to do.

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

Pause for a moment

What evidence could change this decision?

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

A tempting shortcut

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

Why this can seem reasonable

High usage without a quality measure can reward the wrong behavior. 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

Start with a familiar example, then check when Trust and Capability helps and when the label hides the real problem. Begin with what can be observed, then separate facts, assumptions, and open questions.

Try it on your work

Try it with one small piece of real work.

1. Choose one real situation related to Trust and Capability.
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.

Write two examples that fit Trust and Capability and one that does not. Explain the difference in your own words. The larger module activity is: Prepare a change plan for the first 90 days. Keep the first version small enough for another person to review in a few minutes.

Quick practice

Write two examples that fit Trust and Capability and one that does not. Explain the difference in your own words. The larger module activity is: Prepare a change plan for the first 90 days.

Summary

• In Leadership, this lesson connects Trust and Capability to a choice someone genuinely needs to make.
• Use examples and evidence to test your understanding.
• Record the limits, risks, and conditions that should trigger another review.

Continue from here

• Incentives and Communication: Continue the idea from Adoption and Change with a closely related example.
• Assumptions: Connect this lesson to Product Thinking and test the idea in another context.
• Types of Harm: See how the same decision changes when viewed through AI Ethics.

Sources and further reading

• Artificial intelligence and the world of work: International Labour Organization · official-research. Primary reference for the definition, evidence, or limits discussed in “Trust and Capability”.
• AI and Work: OECD · official-research. Further evidence and context for checking the explanation in “Trust and Capability”.
• Recommendation on the Ethics of Artificial Intelligence: UNESCO · official-recommendation. Further evidence and context for checking the explanation in “Trust and Capability”.