Module 05 · 16 minutes
Incentives and Communication
Build trust, capability, incentives, communication, and adoption measures that support appropriate AI use.
Written and edited by Cahyanto Arie Wibowo. Last reviewed · version 1.2.
How does the idea of “Incentives and Communication” change the decision we make?
Use Incentives and Communication to inspect evidence in Leadership; identify who owns Incentives and Communication, then note what still needs checking. Look at Incentives and Communication through a decision: what information is available, who owns the result, and what happens if the assumptions are wrong. The goal is to use Incentives and Communication to clarify a decision, not simply add another term to remember.
After this lesson
- Use Incentives and Communication to inspect evidence in Leadership; identify who owns Incentives and Communication, then note what still needs checking.
- Use the idea of “Incentives and Communication” 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 “Incentives and Communication” to examine that situation without treating a single term as the answer to every problem.
Use Incentives and Communication to inspect evidence in Leadership; identify who owns Incentives and Communication, then note what still needs checking. 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.
01
Situation
Tool licenses will not create change if workflows, skills, and expectations stay the same. This lesson uses the idea of “Incentives and Communication” to examine that situation without treating a single term as the answer to every problem.
02
Decision
Tool licenses will not create change if workflows, skills, and expectations stay the same. Identify the part of the situation most closely connected to the idea of “Incentives and Communication”. Use the case as a thinking tool, not as proof that one solution fits every context.
03
Review
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.
Visual model
Map the parts before choosing what to do.
Read the diagram as a map of Incentives and Communication: 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 Incentives and Communication
Useful when
- Use Incentives and Communication to inspect evidence in Leadership; identify who owns Incentives and Communication, then note what still needs checking.
- Use the idea of “Incentives and Communication” to interpret one realistic situation.
- Use Incentives and Communication to inspect evidence in Leadership; identify who owns Incentives and Communication, then note what still needs checking. Build trust, capability, incentives, communication, and adoption measures that support appropriate AI use. Connect the term to a decision someone genuinely needs to make.
Pause and check
- 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.
- 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.
- Choose one real situation related to Incentives and Communication.
- Separate what you can observe from what you are assuming.
- Write one decision, its owner, and the evidence needed to review it.
- 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 “Incentives and Communication”. 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.
Pause for a moment
What evidence could change this decision?
Answer before opening the discussion. Name one fact and one assumption.
Open the discussion
Use Incentives and Communication to inspect evidence in Leadership; identify who owns Incentives and Communication, then note what still needs checking. Look at Incentives and Communication through a decision: what information is available, who owns the result, and what happens if the assumptions are wrong. The goal is to use Incentives and Communication to clarify a decision, not simply add another term to remember.
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
Look at Incentives and Communication 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.
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 “Incentives and Communication”. The larger module activity is: Prepare a change plan for the first 90 days.
Summary
- Use Incentives and Communication to inspect evidence in Leadership; identify who owns Incentives and Communication, 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
- 90-Day Roadmap: Continue the idea from Adoption and Change with a closely related example.
- Offline and Online Metrics: Connect this lesson to Product Thinking 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
- Artificial intelligence and the world of work: International Labour Organization · official-research. Primary reference for the definition, evidence, or limits discussed in “Incentives and Communication”.
- AI and Work: OECD · official-research. Further evidence and context for checking the explanation in “Incentives and Communication”.
- Recommendation on the Ethics of Artificial Intelligence: UNESCO · official-recommendation. Further evidence and context for checking the explanation in “Incentives and Communication”.