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HBT-COG-0020 · Dimension COG · Cognition

Affirming the Consequent

If A then B; B happened; therefore A.

Causation Fallacy·Logical Fallacy·Grade B·stub· enriching…
In one paragraph

Affirming the Consequent is if A then B; B happened; therefore A. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0020, within the Causation Fallacy family. The core principle: if A then B; B happened; therefore A. 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

If A then B; B happened; therefore A.

Plain-English Definition

If A then B; B happened; therefore A.

Feynman Explanation

Top performers love the bonus. So the bonus makes top performers. (No.)

Core Principle

If A then B; B happened; therefore A.

Mechanisms

Psychological

If A then B; B happened; therefore A.

Behavioral Economic

Pending editorial review.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Top performers love the bonus. So the bonus makes top performers. (No.)

Examples

Everyday
  • Promoting bonus expansion because high performers always cash theirs.
Modern (Organizational)
  • Correlation upgraded to causation in performance management.
Historical

Pending editorial review.

Lab Commentary

Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.

Why this element matters to incentive design

This element is common enough to feel like human nature and specific enough to be engineered around. The mechanism underneath it is straightforward: if A then B; B happened; therefore A. You can recognize it in the field by its signature: top performers love the bonus. So the bonus makes top performers. (No.). 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, correlation upgraded to causation in performance management. It is amplified whenever correlation upgraded to causation in performance management. Inside organizations that shows up as correlation upgraded to causation in performance management. 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 make the desired behavior observable, remove whatever currently pays for its opposite, and attach the reward to the behavior rather than to the noisy outcome downstream of it. The leverage is not in explaining the behavior to people. It is in changing what the behavior earns.

Famous Experiments

Pending editorial review.

Design Principles

Pending editorial review.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
3 / 5
Consensus
Pending editorial review (HBT v1.0 auto-seed).
Limitations
Pending editorial review (HBT v1.0 auto-seed).
Open Research Questions

Pending editorial review.

Primary References

Pending editorial review.

Signature Section

The Perverse Incentive Lens™

How this behavior is exploited — and how to redesign around it.

Exploitation
Correlation upgraded to causation in performance management.
Amplifying Incentives
Correlation upgraded to causation in performance management.
Org Failure Modes
Correlation upgraded to causation in performance management.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Pending editorial review (HBT v1.0 auto-seed).
Diagnostic Questions

Pending editorial review.

Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Pending editorial review (HBT v1.0 auto-seed).
Team
Pending editorial review (HBT v1.0 auto-seed).
Organization
Pending editorial review (HBT v1.0 auto-seed).
Policy
Pending editorial review (HBT v1.0 auto-seed).
AI Implications
Detection
Pending editorial review (HBT v1.0 auto-seed).
Measurement
Pending editorial review (HBT v1.0 auto-seed).
Mitigation
Pending editorial review (HBT v1.0 auto-seed).
Responsible Use
Pending editorial review (HBT v1.0 auto-seed).

Interactive Mini Network

Click any neighbor to re-center the graph and follow the threads of connection.

HBT-COG-0020 · COG
Affirming the Consequent
ATAFArgument from Final …CICorrelation Implies …CHCum Hoc Ergo Propter…DTDenying the AntecedentGRGalaxy-Brain ReasoningPHPost Hoc Ergo Propte…SCSingle Cause FallacySSSlippery SlopeSSSlippery Slope (caus…AHAd Hominem

Knowledge Graph Neighbors

Where Affirming the Consequent is cited in the corpus

Questions about Affirming the Consequent

What is Affirming the Consequent?
Affirming the Consequent is if A then B; B happened; therefore A. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0020, within the Causation Fallacy family. The core principle: if A then B; B happened; therefore A. 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 Affirming the Consequent?
Correlation upgraded to causation in performance management. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0020).
How is Affirming the Consequent exploited?
Correlation upgraded to causation in performance management.
How do you design around Affirming the Consequent?
Name the behavior you want in observable terms, remove what currently pays for the opposite, attach the reward to the behavior rather than a lagging proxy, and publish how you will detect gaming.
Which behavioral dimension does Affirming the Consequent belong to?
Affirming the Consequent is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Causation Fallacy", class "Logical Fallacy". Its permanent identifier is HBT-COG-0020 and its evidence grade is B.

Version History

v1.1.0 · 2026-06-28Initial auto-seed from corpus.