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HBT-COG-0138 · Dimension COG · Cognition

Choice-Supportive Bias

We remember our past choices as better than they were.

Memory Bias·Cognitive Bias·Grade B·draft· enriching…
In one paragraph

Choice-Supportive Bias is we remember our past choices as better than they were. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0138, within the Memory Bias family. The core principle: we remember our past choices as better than they were. 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

We remember our past choices as better than they were.

Plain-English Definition

We remember our past choices as better than they were.

Feynman Explanation

We rewrote history; that's why our track record is so clean.

Core Principle

We remember our past choices as better than they were.

Mechanisms

Psychological

We remember our past choices as better than they were.

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

We rewrote history; that's why our track record is so clean.

Examples

Everyday
  • Failed acquisitions remembered fondly because we chose them.
Modern (Organizational)
  • Track records inflated in retrospect; lessons unlearned.
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

When this element shows up in a diagnostic, the instinct is to train people out of it. Training rarely moves it. The mechanism underneath it is straightforward: we remember our past choices as better than they were. You can recognize it in the field by its signature: we rewrote history; that's why our track record is so clean. 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, aI vendor selections defended long past the audit. It is amplified whenever track records inflated in retrospect; lessons unlearned. Inside organizations that shows up as track records inflated in retrospect; lessons unlearned. 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 keep contemporaneous decision journals. Read them later, painfully. 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

  • Keep contemporaneous decision journals. Read them later, painfully.

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
AI vendor selections defended long past the audit.
Amplifying Incentives
Track records inflated in retrospect; lessons unlearned.
Org Failure Modes
Track records inflated in retrospect; lessons unlearned.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Keep contemporaneous decision journals. Read them later, painfully.
Diagnostic Questions
  • Keep contemporaneous decision journals. Read them later, painfully.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Keep contemporaneous decision journals. Read them later, painfully.
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
AI vendor selections defended long past the audit.
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-0138 · COG
Choice-Supportive Bias
CBAHAvailability HeuristicHBHindsight BiasPRPeak-End RuleRBRecency BiasRRRosy RetrospectionABAction BiasAHAffect HeuristicAAAmbiguity AversionABAnchoring BiasApApophenia

Knowledge Graph Neighbors

Where Choice-Supportive Bias is cited in the corpus

Questions about Choice-Supportive Bias

What is Choice-Supportive Bias?
Choice-Supportive Bias is we remember our past choices as better than they were. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0138, within the Memory Bias family. The core principle: we remember our past choices as better than they were. 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 Choice-Supportive Bias?
Track records inflated in retrospect; lessons unlearned. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0138).
How is Choice-Supportive Bias exploited?
AI vendor selections defended long past the audit.
How do you design around Choice-Supportive Bias?
Keep contemporaneous decision journals. Read them later, painfully.
Which behavioral dimension does Choice-Supportive Bias belong to?
Choice-Supportive Bias is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Memory Bias", class "Cognitive Bias". Its permanent identifier is HBT-COG-0138 and its evidence grade is B.

Version History

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