Resistance Mapping is pre-deployment analysis of who loses what. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0234, within the Adoption family. The core principle: pre-deployment analysis of who loses what. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.
Scientific Definition
Pre-deployment analysis of who loses what.
Plain-English Definition
Pre-deployment analysis of who loses what.
Feynman Explanation
Resistance you didn't see coming will see you coming.
Core Principle
Pre-deployment analysis of who loses what.
Mechanisms
Pending editorial review.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
Resistance you didn't see coming will see you coming.
Examples
- Stakeholder analysis adapted for AI rollouts.
- Change management foundation.
Pending editorial review.
Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.
Why this element matters to incentive design
Most organizations meet this element as a personnel problem. It is not one. The mechanism underneath it operates in the Incentives dimension — what makes behavior more or less likely?. You can recognize it in the field by its signature: resistance you didn't see coming will see you coming. Every element in the Incentives dimension changes the perceived payoff of an action before the action happens, which is exactly where incentive design has leverage.
How it gets exploited
Left undesigned, change management foundation. It is amplified whenever change management foundation. Inside organizations that shows up as change management foundation. The pattern is the same one Goodhart's Law describes: the measurable proxy attracts the effort, and the purpose behind it quietly loses funding.
How the Lab designs around it
The redesign move is to before deploying: map the loss landscape. Plan compensation. Treat it as infrastructure. Once you can see it in your own system, most of the argument about culture resolves itself.
Famous Experiments
Pending editorial review.
Design Principles
- Before deploying: map the loss landscape. Plan compensation.
Measurement Approaches
Pending editorial review.
Evidence
Pending editorial review.
Pending editorial review.
The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Before deploying: map the loss landscape. Plan compensation.
Pending editorial review.
Pending editorial review.
Interactive Mini Network
Click any neighbor to re-center the graph and follow the threads of connection.
Knowledge Graph Neighbors
Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.
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.
Employees using unauthorized AI tools to get work done.
AI doesn't just replace tasks — it threatens identities.
Written rules about how AI may be used internally.
AI system that takes actions to achieve goals, often across tools.
When the agent acts, who's responsible?
Augmentation strategy vs. substitution strategy.
Where Resistance Mapping is cited in the corpus
Essays, field guides, and diagnostics from The Incentives Lab that apply this element.
- Field guideIncentives: definition, types, examples
The parent field guide for this element.
- ReferenceThe laws of incentives
Goodhart, Campbell, and the Cobra Effect.
- EssayAI Agents Inherit Your Incentives
How this element propagates into automated systems.
- ReferenceThe incentive glossary
Definitions for every mental model, bias, and fallacy in the corpus.
- CourseIncentives 101
The free ten-part primer on reading a payoff structure.
- ReferenceThe Periodic Table of Human Behavior
The full 1,267-element map this page belongs to.
Questions about Resistance Mapping
- What is Resistance Mapping?
- Resistance Mapping is pre-deployment analysis of who loses what. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0234, within the Adoption family. The core principle: pre-deployment analysis of who loses what. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.
- What is an example of Resistance Mapping?
- Change management foundation. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-INC-0234).
- How is Resistance Mapping exploited?
- Change management foundation.
- How do you design around Resistance Mapping?
- Before deploying: map the loss landscape. Plan compensation.
- Which behavioral dimension does Resistance Mapping belong to?
- Resistance Mapping is classified in the Incentives dimension (INC) of the Human Behavior Taxonomy™, family "Adoption", class "AI-Behavioral Coupling". Its permanent identifier is HBT-INC-0234 and its evidence grade is C.