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HBT-COG-0445 · Dimension COG · Cognition

Linear Thinking

Expecting change to happen at a constant rate.

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

Linear Thinking is expecting change to happen at a constant rate. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0445, within the Reasoning family. The core principle: expecting change to happen at a constant rate. 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

Expecting change to happen at a constant rate.

Plain-English Definition

Expecting change to happen at a constant rate.

Feynman Explanation

The future is not a straight line from the past.

Core Principle

Expecting change to happen at a constant rate.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Expecting change to happen at a constant rate.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Linear projections miss compounding, saturation, and shocks.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

The future is not a straight line from the past.

Examples

Everyday
  • Assuming revenue grows by the same percentage every quarter.
Modern (Organizational)
  • Linear projections miss compounding, saturation, and shocks.
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 is one of the elements leaders describe as a values gap. It is a payoff gap. The mechanism underneath it is straightforward: expecting change to happen at a constant rate. You can recognize it in the field by its signature: the future is not a straight line from the past. 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, linear projections miss compounding, saturation, and shocks. It is amplified whenever linear projections miss compounding, saturation, and shocks. Inside organizations that shows up as linear projections miss compounding, saturation, and shocks. 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 model nonlinear scenarios, including S-curves and step changes. The test of any redesign here is simple: after the change, can you name what the organization is now doing less of? If not, the payoff structure did not actually move.

Famous Experiments

Pending editorial review.

Design Principles

  • Model nonlinear scenarios, including S-curves and step changes.

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
Linear projections miss compounding, saturation, and shocks.
Amplifying Incentives
Linear projections miss compounding, saturation, and shocks.
Org Failure Modes
Linear projections miss compounding, saturation, and shocks.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Model nonlinear scenarios, including S-curves and step changes.
Diagnostic Questions
  • Model nonlinear scenarios, including S-curves and step changes.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Model nonlinear scenarios, including S-curves and step changes.
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-0445 · COG
Linear Thinking
LTAbAbstractionsABAdaptive BiasABAdditive BiasAAAffirming a DisjunctADAgent DetectionARAlder's RazorAlAlgorithmsAMAll Models Are WrongABAllegiance BiasAFAnecdotal Fallacy

Knowledge Graph Neighbors

Where Linear Thinking is cited in the corpus

Questions about Linear Thinking

What is Linear Thinking?
Linear Thinking is expecting change to happen at a constant rate. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0445, within the Reasoning family. The core principle: expecting change to happen at a constant rate. 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 Linear Thinking?
Linear projections miss compounding, saturation, and shocks. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0445).
How is Linear Thinking exploited?
Linear projections miss compounding, saturation, and shocks.
How do you design around Linear Thinking?
Model nonlinear scenarios, including S-curves and step changes.
Which behavioral dimension does Linear Thinking belong to?
Linear Thinking is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Reasoning", class "Mental Model". Its permanent identifier is HBT-COG-0445 and its evidence grade is B.

Version History

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