Preference is an ordering of options by expected satisfaction — often constructed in the moment rather than retrieved. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0544, within the Economics family. The core principle: an ordering of options by expected satisfaction — often constructed in the moment rather than retrieved. 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
An ordering of options by expected satisfaction — often constructed in the moment rather than retrieved.
Plain-English Definition
An ordering of options by expected satisfaction — often constructed in the moment rather than retrieved.
Feynman Explanation
Ask twice. Watch the order change.
Core Principle
An ordering of options by expected satisfaction — often constructed in the moment rather than retrieved.
Mechanisms
Pending editorial review.
An ordering of options by expected satisfaction — often constructed in the moment rather than retrieved.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Customer 'preferences' are not stable inputs; they are partly artifacts of how you ask.
Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
Ask twice. Watch the order change.
Examples
- Survey-based 'preferences' that flip under reframing.
- Customer 'preferences' are not stable inputs; they are partly artifacts of how you ask.
Pending editorial review.
Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.
Why this element matters to incentive design
The mistake with this element is treating it as irrationality. It is almost always a rational response to a payoff nobody wrote down. The mechanism underneath it is straightforward: an ordering of options by expected satisfaction — often constructed in the moment rather than retrieved. You can recognize it in the field by its signature: ask twice. Watch the order change. Every element in the Cognition 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, customer 'preferences' are not stable inputs; they are partly artifacts of how you ask. It is amplified whenever customer 'preferences' are not stable inputs; they are partly artifacts of how you ask. Inside organizations that shows up as customer 'preferences' are not stable inputs; they are partly artifacts of how you ask. 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 triangulate stated, revealed, and behavioral preference signals. 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
- Triangulate stated, revealed, and behavioral preference signals.
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.
- Triangulate stated, revealed, and behavioral preference signals.
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.
Exploiting price differences between markets for risk-free profit.
The study of how real humans actually decide — bounded, social, emotional, and inconsistent.
With clear property rights and low transaction costs, parties negotiate to efficient outcomes.
Specialize in what you give up the least to do.
Complements raise each other's value; substitutes lower it.
Fixed costs don't scale with output; variable costs do.
Innovation destroys old industries and creates new ones.
Each additional unit produces less marginal benefit.
A long-run planner self in conflict with a short-run impulsive self.
Owning something raises its valuation — sellers want more to give it up than buyers will pay to acquire.
Bad money drives out good when both are legally equivalent.
The mythical fully rational, self-interested, utility-maximizing agent neoclassical models assume.
Where Preference is cited in the corpus
Essays, field guides, and diagnostics from The Incentives Lab that apply this element.
- EssayGoodhart's Law in the Real World
How measurable proxies capture judgment.
- EssayThe Perverse Incentives Hiding in Your KPIs
Cognitive shortcuts turned into scorecards.
- 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.
- ReferenceThe Periodic Table of Human Behavior
The full 1,267-element map this page belongs to.
Questions about Preference
- What is Preference?
- Preference is an ordering of options by expected satisfaction — often constructed in the moment rather than retrieved. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0544, within the Economics family. The core principle: an ordering of options by expected satisfaction — often constructed in the moment rather than retrieved. 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 Preference?
- Customer 'preferences' are not stable inputs; they are partly artifacts of how you ask. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0544).
- How is Preference exploited?
- Customer 'preferences' are not stable inputs; they are partly artifacts of how you ask.
- How do you design around Preference?
- Triangulate stated, revealed, and behavioral preference signals.
- Which behavioral dimension does Preference belong to?
- Preference is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Economics", class "Mental Model". Its permanent identifier is HBT-COG-0544 and its evidence grade is B.