Exposure and Replacement

How does the idea of “Exposure and Replacement” change the decision we make?

Use Exposure and Replacement to inspect evidence in Future of Work; identify who owns Exposure and Replacement, then note what still needs checking. Look at Exposure and Replacement through a decision: what information is available, who owns the result, and what happens if the assumptions are wrong. The goal is to use Exposure and Replacement to clarify a decision, not simply add another term to remember.

After this lesson

• Use Exposure and Replacement to inspect evidence in Future of Work; identify who owns Exposure and Replacement, then note what still needs checking.
• Use the idea of “Exposure and Replacement” 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.

One job contains tasks that can be automated, supported by AI, or kept fully human. This lesson uses the idea of “Exposure and Replacement” to examine that situation without treating a single term as the answer to every problem.

Use Exposure and Replacement to inspect evidence in Future of Work; identify who owns Exposure and Replacement, then note what still needs checking. Break a job into tasks so you can assess change precisely without making sweeping predictions. Connect the term to a decision someone genuinely needs to make.

Do not rush the choice

Two ways to look at Exposure and Replacement

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 Exposure and Replacement: begin with the context, follow the connections, and inspect the highlighted point before making a decision.

Let’s see how it works

Reading the situation in practice

Look at Exposure and Replacement through a decision: what information is available, who owns the result, and what happens if the assumptions are wrong. Begin with what can be observed, then separate facts, assumptions, and open questions.

One job contains tasks that can be automated, supported by AI, or kept fully human. Identify the part of the situation most closely connected to the idea of “Exposure and Replacement”. Use the case as a thinking tool, not as proof that one solution fits every context.

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

Exposure to AI is not the same as the disappearance of an entire job. 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

Look at Exposure and Replacement through a decision: what information is available, who owns the result, and what happens if the assumptions are wrong. 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 Exposure and Replacement.
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 “Exposure and Replacement”. The larger module activity is: Map the tasks in one role and assess how each may change. Keep the first version small enough for another person to review in a few minutes.

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 “Exposure and Replacement”. The larger module activity is: Map the tasks in one role and assess how each may change.

Summary

• Use Exposure and Replacement to inspect evidence in Future of Work; identify who owns Exposure and Replacement, then note what still needs checking.
• Use examples and evidence to test your understanding.
• Record the limits, risks, and conditions that should trigger another review.

Continue from here

• Reading Uncertainty: Continue the idea from Tasks, Jobs, and Change with a closely related example.
• Ambition and Horizons: Connect this lesson to Leadership and test the idea in another context.
• The Bias Lifecycle: See how the same decision changes when viewed through AI Ethics.

Sources and further reading

• Generative AI and Jobs: International Labour Organization · official-report. Primary reference for the definition, evidence, or limits discussed in “Exposure and Replacement”.
• Artificial intelligence and the world of work: International Labour Organization · official-research. Further evidence and context for checking the explanation in “Exposure and Replacement”.
• AI and Work: OECD · official-research. Further evidence and context for checking the explanation in “Exposure and Replacement”.