Felder-Silverman Learning Style Model is four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0311, within the Learning family. The core principle: four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global. 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
Four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global.
Plain-English Definition
Four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global.
Feynman Explanation
Two equally smart engineers learn the same lecture in opposite orders.
Core Principle
Four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global.
Mechanisms
Pending editorial review.
Four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Pending editorial review.
Technical training design; pair-programming and mentoring matches.
Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
Two equally smart engineers learn the same lecture in opposite orders.
Examples
- Engineering education research at NC State.
- Technical training design; pair-programming and mentoring matches.
Pending editorial review.
Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.
Why this element matters to incentive design
Executives usually notice this element only after it has cost something. By then it looks like a one-off. It is not. The mechanism underneath it is straightforward: four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global. You can recognize it in the field by its signature: two equally smart engineers learn the same lecture in opposite orders. 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, technical training design; pair-programming and mentoring matches. It is amplified whenever technical training design; pair-programming and mentoring matches. Inside organizations that shows up as technical training design; pair-programming and mentoring matches. 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 cover both poles on each dimension across a curriculum. Design against it the way you would design against a known failure mode — assume it will appear, and price the exploit before someone finds it.
Famous Experiments
Pending editorial review.
Design Principles
- Cover both poles on each dimension across a curriculum.
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.
- Cover both poles on each dimension across a curriculum.
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.
Learners build knowledge by integrating new experience with existing mental structures — not by passive reception.
Targeted reps at the edge of your ability, with fast feedback, on a specific weakness.
Four learner preferences derived from Kolb: Activist, Reflector, Theorist, Pragmatist.
Four-stage cycle: Concrete Experience → Reflective Observation → Abstract Conceptualization → Active Experimentation.
Giving up after repeated exposure to uncontrollable negative events.
Performance improves with practice, but gains slow over time.
A deliberately curated set of people, sources, and feedback loops you draw on to learn faster than alone.
Default identity shift: you read, watch, and listen as a future teacher, not a passive consumer.
Preparing to teach a concept forces deeper encoding than passively studying it.
Pulling information out of memory cements it better than passively re-reading it.
Daily one-line capture of the single most important thing you learned that day.
Bloom-stacked curriculum that pairs passive online content with facilitated, experiential, and implementation phases.
Where Felder-Silverman Learning Style Model 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.
- 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 Felder-Silverman Learning Style Model
- What is Felder-Silverman Learning Style Model?
- Felder-Silverman Learning Style Model is four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0311, within the Learning family. The core principle: four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global. 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 Felder-Silverman Learning Style Model?
- Technical training design; pair-programming and mentoring matches. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0311).
- How is Felder-Silverman Learning Style Model exploited?
- Technical training design; pair-programming and mentoring matches.
- How do you design around Felder-Silverman Learning Style Model?
- Cover both poles on each dimension across a curriculum.
- Which behavioral dimension does Felder-Silverman Learning Style Model belong to?
- Felder-Silverman Learning Style Model is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Learning", class "Mental Model". Its permanent identifier is HBT-COG-0311 and its evidence grade is B.