Skip to main content
HBT-COG-0070 · Dimension COG · Cognition

Attentional Bias

Our perception is shaped by what we selectively pay attention to.

Decision·Mental Model·Grade B·draft· enriching…
In one paragraph

Attentional Bias is our perception is shaped by what we selectively pay attention to. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0070, within the Decision family. The core principle: our perception is shaped by what we selectively pay attention to. 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

Our perception is shaped by what we selectively pay attention to.

Plain-English Definition

Our perception is shaped by what we selectively pay attention to.

Feynman Explanation

What you look for is what you find. What you ignore is what hurts you.

Core Principle

Our perception is shaped by what we selectively pay attention to.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Our perception is shaped by what we selectively pay attention to.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Dashboards create attentional bias by what they display.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

What you look for is what you find. What you ignore is what hurts you.

Examples

Everyday
  • A sales team only notices deals that are closing, missing churn signals.
Modern (Organizational)
  • Dashboards create attentional bias by what they display.
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

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: our perception is shaped by what we selectively pay attention to. You can recognize it in the field by its signature: what you look for is what you find. What you ignore is what hurts you. 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, dashboards create attentional bias by what they display. It is amplified whenever dashboards create attentional bias by what they display. Inside organizations that shows up as dashboards create attentional bias by what they display. 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 rotate what is measured and highlight the metrics no one is watching. Watch for it at the boundaries: handoffs, promotions, incident reviews, and budget cycles are where this element gets its power.

Famous Experiments

Pending editorial review.

Design Principles

  • Rotate what is measured and highlight the metrics no one is watching.

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
Dashboards create attentional bias by what they display.
Amplifying Incentives
Dashboards create attentional bias by what they display.
Org Failure Modes
Dashboards create attentional bias by what they display.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Rotate what is measured and highlight the metrics no one is watching.
Diagnostic Questions
  • Rotate what is measured and highlight the metrics no one is watching.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Rotate what is measured and highlight the metrics no one is watching.
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-0070 · COG
Attentional Bias
ABRu10/10/10 RuleAbAbsent-MindednessABAlternative BlindnessAPAlternative PathsAPAnalysis ParalysisAnAnchoringADAsian Disease ProblemABAutomation BiasBEBezold EffectBRBounded Rationality

Knowledge Graph Neighbors

Where Attentional Bias is cited in the corpus

Questions about Attentional Bias

What is Attentional Bias?
Attentional Bias is our perception is shaped by what we selectively pay attention to. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0070, within the Decision family. The core principle: our perception is shaped by what we selectively pay attention to. 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 Attentional Bias?
Dashboards create attentional bias by what they display. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0070).
How is Attentional Bias exploited?
Dashboards create attentional bias by what they display.
How do you design around Attentional Bias?
Rotate what is measured and highlight the metrics no one is watching.
Which behavioral dimension does Attentional Bias belong to?
Attentional Bias is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Decision", class "Mental Model". Its permanent identifier is HBT-COG-0070 and its evidence grade is B.

Version History

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