Domain Dependence
Insights from one domain don't automatically transfer to another.
"We're smart in one room, dumb in the next."
What is Domain Dependence? Insights from one domain don't automatically transfer to another. Cross-domain transfer requires deliberate work.
Brilliant strategists who make poor personal financial decisions.
Cross-domain transfer requires deliberate work.
Explicitly translate models across contexts. Don't assume the lesson generalizes.
Use the model. Pick the move.
Insights from one domain don't automatically transfer to another. You've just seen this: Brilliant strategists who make poor personal financial decisions. Which lever does the model recommend?
Pick a lever. There are no neutral ones — every incentive funds a behavior somewhere.
Pick a reaction to Domain Dependence
One tap. We'll point you at the most useful next surface based on how this hits.
The full taxonomy entry
Every concept in the Atlas uses the same structure — so Domain Dependence 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 Domain Dependence most often show up unnoticed?
- Which metric, ritual, or contract clause quietly rewards Domain Dependence?
- If we removed every payoff for Domain Dependence, what behavior would replace it?
- Who benefits when Domain Dependence persists — and who pays the cost?
- People defend the status quo using the language of domain dependence.
- 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 Domain Dependence through 2 lenses
Each layer of the Incentives OS reframes this concept with its own thinkers, vocabulary, and diagnostic question.
Do you actually know Domain Dependence?
Three quick questions. Result is saved into your review streak — come back when the term is due to lock it in.
Which best describes Domain Dependence?
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 Domain Dependence, your prefrontal cortex has to do extra work to override the automatic response — and that override budget is finite.
Executive control, planning, impulse override, working memory, System 2. First thing to go offline under stress, fatigue, or low blood sugar. Why your 4pm decisions are worse than your 9am ones.
See Prefrontal in the Brain Atlas →Picked for you, from the Atlas
Ranked by shared learning paths, overlapping chips, and what you've saved.
Your capacity to learn, unlearn, and relearn faster than the environment changes.
Malcolm Knowles's principles of adult learning: self-direction, experience as resource, readiness, problem-centered orientation, intrinsic motivation.
Amishi Jha's research: attention is a finite, depletable, but trainable cognitive resource — short daily mindfulness measurably improves it.
Approach a situation as if you knew nothing.
Unusual or bizarre material is more memorable than common material.
Hierarchy of cognitive learning: Remember → Understand → Apply → Analyze → Evaluate → Create. Benjamin Bloom, 1956 (revised 2001).
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.
Painful self-evaluation against a social standard.
Modeling what others think, feel, and intend.
Your capacity to learn, unlearn, and relearn faster than the environment changes.
Auditors paid by the firms they audit have predictable blind spots.
People look better in groups than as individuals.
Stress hormone with cognitive and immune-system consequences.
Self-control draws from a limited daily pool. (Contested in lab; observed in life.)
Federal policy forces homeowners to rebuild doomed structures while waiting on mitigation buyouts.
Systems paid per filled bed have weak incentives to invest in prevention or community health.
When quality is hard to verify, bad products drive out good ones.
Key node of the brain's reward circuit; tracks anticipation of rewards.
Organize around outcomes and projects rather than fixed org-chart roles.