Resistance Mapping
Pre-deployment analysis of who loses what.
"Resistance you didn't see coming will see you coming."
What is Resistance Mapping? Pre-deployment analysis of who loses what. Change management foundation.
Stakeholder analysis adapted for AI rollouts.
Change management foundation.
Before deploying: map the loss landscape. Plan compensation.
Pick what to reward the model for.
Pre-deployment analysis of who loses what. In the wild: Stakeholder analysis adapted for AI rollouts.
Pick a lever. There are no neutral ones — every incentive funds a behavior somewhere.
Pick a reaction to Resistance Mapping
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 Resistance Mapping 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 Resistance Mapping most often show up unnoticed?
- Which metric, ritual, or contract clause quietly rewards Resistance Mapping?
- If we removed every payoff for Resistance Mapping, what behavior would replace it?
- Who benefits when Resistance Mapping persists — and who pays the cost?
- People defend the status quo using the language of resistance mapping.
- 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 Resistance Mapping through 2 lenses
Each layer of the Incentives OS reframes this concept with its own thinkers, vocabulary, and diagnostic question.
Do you actually know Resistance Mapping?
Three quick questions. Result is saved into your review streak — come back when the term is due to lock it in.
Which best describes Resistance Mapping?
Worked example, counter-example & concept map
On-demand AI analysis grounded in the Lab's research. Cached on your device after first run.
Your nervous system has a region for this.
When you encounter Resistance Mapping, your dopamine system is tracking the gap between what you expected and what you got — and that gap is what's driving the next move, not the reward itself.
Wanting, anticipation, prediction error, motivational salience. Predictable rewards stop motivating. The phone buzz fires dopamine; the message itself rarely does.
See Dopamine in the Brain Atlas →Picked for you, from the Atlas
Ranked by shared learning paths, overlapping chips, and what you've saved.
Innovators → early adopters → majority → laggards, AI-specific.
Discounting algorithmic advice even when superior.
AI bolted onto existing workflows to look forward-leaning.
Redesigning roles around AI capability.
AI pilots that succeed and never scale.
Teams under-reporting AI capability to protect comp or status.
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.
Attacking the person rather than the argument.
Auditors paid by the firms they audit have predictable blind spots.
Every unnecessary element in a story must be removed, or it will be expected to matter.
Treating two things that move together as one causing the other.
Interdependent network of actors evolving together.
Percentage-of-AUM fees reward gathering assets regardless of net performance.
The mythical fully rational, self-interested, utility-maximizing agent neoclassical models assume.
Giving up after repeated exposure to uncontrollable negative events.
A bias against ideas or products that originated outside the group.
Individual speed gains hide collective quality decline.
A belief that becomes true because people act as if it is true.
Schools evaluated on test scores teach to the test.