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HBT-COG-0447 · Dimension COG · Cognition

Loaded Question

A question with a built-in unproven assumption.

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

Loaded Question is a question with a built-in unproven assumption. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0447, within the Ambiguity Fallacy family. The core principle: a question with a built-in unproven assumption. 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

A question with a built-in unproven assumption.

Plain-English Definition

A question with a built-in unproven assumption.

Feynman Explanation

'When are we going to stop wasting money on this?' Question won.

Core Principle

A question with a built-in unproven assumption.

Mechanisms

Psychological

A question with a built-in unproven assumption.

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

'When are we going to stop wasting money on this?' Question won.

Examples

Everyday
  • 'Why is morale so bad on your team?' assumes the premise.
Modern (Organizational)
  • Frames the room before it deliberates.
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: a question with a built-in unproven assumption. You can recognize it in the field by its signature: 'When are we going to stop wasting money on this?' Question won. 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, frames the room before it deliberates. It is amplified whenever frames the room before it deliberates. Inside organizations that shows up as frames the room before it deliberates. 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. 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

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
Frames the room before it deliberates.
Amplifying Incentives
Frames the room before it deliberates.
Org Failure Modes
Frames the room before it deliberates.
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-0447 · COG
Loaded Question
LQEqEquivocationLLLoaded LanguageTCThought-Terminating …AHAd HominemATAffirming the Conseq…AEAnecdotal EvidenceATAppeal to AuthorityATAppeal to Common SenseATAppeal to ConsequencesATAppeal to Emotion

Knowledge Graph Neighbors

Where Loaded Question is cited in the corpus

Questions about Loaded Question

What is Loaded Question?
Loaded Question is a question with a built-in unproven assumption. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0447, within the Ambiguity Fallacy family. The core principle: a question with a built-in unproven assumption. 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 Loaded Question?
Frames the room before it deliberates. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0447).
How is Loaded Question exploited?
Frames the room before it deliberates.
How do you design around Loaded Question?
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 Loaded Question belong to?
Loaded Question is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Ambiguity Fallacy", class "Logical Fallacy". Its permanent identifier is HBT-COG-0447 and its evidence grade is B.

Version History

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