Conflict of Interest
Competing loyalties that compromise judgment.
"Disclosure is the bandage; structural separation is the cure."
What is Conflict of Interest? Competing loyalties that compromise judgment. Org structures with built-in COIs leak trust continuously.
An advisor paid by the product they recommend.
Org structures with built-in COIs leak trust continuously.
Model vendors evaluating their own models on their own benchmarks.
Separate decision rights from financial interest.
Pick a reaction to Conflict of Interest
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The full taxonomy entry
Every concept in the Atlas uses the same structure — so Conflict of Interest can be compared, recombined, and cited like an element on a periodic table.
- Business
- Leadership
- Government
- Healthcare
- Education
- Sales
- Marketing
- AI
- Negotiation
- Media
- Public Policy
- Relationships
- Where in our org would Conflict of Interest most often show up unnoticed?
- Which metric, ritual, or contract clause quietly rewards Conflict of Interest?
- If we removed every payoff for Conflict of Interest, what behavior would replace it?
- Who benefits when Conflict of Interest persists — and who pays the cost?
- People defend the status quo using the language of conflict of interest.
- Decisions cluster around the easiest narrative rather than the strongest evidence.
- New data changes the slide deck but not the decision.
- Anyone naming the pattern is treated as the problem.
Every Atlas entry is a node in a knowledge graph. See the related rail below to follow the connections.
See Conflict of Interest through 4 lenses
Each layer of the Incentives OS reframes this concept with its own thinkers, vocabulary, and diagnostic question.
- Layer 8Organizational Psychology
What is the org actually rewarding — versus claiming to reward?
- Layer 12Moral Philosophy
Whose good is being served — and whose is being externalized?
- Layer 13Leadership
What kind of leadership move does this situation actually require?
- Layer 15AI & Alignment
What proxy reward is the AI optimizing — and what is it ignoring?
Do you actually know Conflict of Interest?
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Which best describes Conflict of Interest?
Worked example, counter-example & concept map
On-demand AI analysis grounded in the Lab's research. Cached on your device after first run.
When you encounter Conflict of Interest, your insula registers the body's discomfort before your mind can name it — that 'something's off' feeling is data, not noise.
Disgust, fairness, gut-feel, interoception (sensing your own body). Why an obviously rational deal can feel viscerally wrong. Why fairness violations make you queasy.
See Insula in the Brain Atlas →Picked for you, from the Atlas
Ranked by shared learning paths, overlapping chips, and what you've saved.
Perceived fairness of outcomes, process, and treatment.
Visible information about decisions, processes, and tradeoffs.
Clear ownership of outcomes, not just tasks.
Asymmetric information attracts the worst counterparties.
We defer to perceived expertise, rank, or uniform.
Vastness that exceeds existing schemas dissolves the self briefly.
Send the card, not just the link
A pre-rendered social card with the title, eyebrow, and URL. Copy the link, post it anywhere, or download the SVG for slides.
More definitions to follow
Every term in the Atlas connects to a dozen others. Pick any of these and see where it takes you.
Grant cycles favor safe, incremental work over high-risk breakthroughs.
Optimizing tools and systems can become a sophisticated form of avoiding hard work.
A 'good' act gives moral permission for a later 'bad' one.
Schools evaluated on test scores teach to the test.
Clear ownership of outcomes, not just tasks.
Conflict between belligerents with very different resources and tactics.
Resourcing past memories with the state you needed at the time, so old triggers stop firing the old response.
We pay a real price to keep control of an outcome, even when delegating would pay better.
System 1 is fast, automatic, intuitive; System 2 is slow, effortful, deliberate.
We notice what's present more than what's absent.
Decision time grows with the number of choices.
A diverse set of models from many disciplines, used together.