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HBT-COG-0433 · Dimension COG · Cognition

Law of Triviality + Goodhart Combined

When trivial metrics become the target, the trivial becomes the strategy.

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

Law of Triviality + Goodhart Combined is when trivial metrics become the target, the trivial becomes the strategy. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0433, within the Decision Bias family. The core principle: when trivial metrics become the target, the trivial becomes the strategy. 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

When trivial metrics become the target, the trivial becomes the strategy.

Plain-English Definition

When trivial metrics become the target, the trivial becomes the strategy.

Feynman Explanation

We measured what was easy. So we did what was easy.

Core Principle

When trivial metrics become the target, the trivial becomes the strategy.

Mechanisms

Psychological

When trivial metrics become the target, the trivial becomes the strategy.

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 measured what was easy. So we did what was easy.

Examples

Everyday
  • Engagement metrics tracked because they were measurable; outcomes ignored because they weren't.
Modern (Organizational)
  • Operating system slowly optimized for ease of measurement, not value.
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

Most organizations meet this element as a personnel problem. It is not one. The mechanism underneath it is straightforward: when trivial metrics become the target, the trivial becomes the strategy. You can recognize it in the field by its signature: we measured what was easy. So we did what was easy. 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 evaluation built on the metrics that were already in the dashboard. It is amplified whenever operating system slowly optimized for ease of measurement, not value. Inside organizations that shows up as operating system slowly optimized for ease of measurement, not value. 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 build the metric for the outcome, not the outcome for the metric. Measure the behavior, not the sentiment. A survey will tell you how people feel about this; only observed action tells you whether it changed.

Famous Experiments

Pending editorial review.

Design Principles

  • Build the metric for the outcome, not the outcome for the metric.

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 evaluation built on the metrics that were already in the dashboard.
Amplifying Incentives
Operating system slowly optimized for ease of measurement, not value.
Org Failure Modes
Operating system slowly optimized for ease of measurement, not value.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Build the metric for the outcome, not the outcome for the metric.
Diagnostic Questions
  • Build the metric for the outcome, not the outcome for the metric.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Build the metric for the outcome, not the outcome for the metric.
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 evaluation built on the metrics that were already in the dashboard.
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-0433 · COG
Law of Triviality + Goodhart Combined
LOABAction BiasAHAffect HeuristicABAnchoring BiasDEDecoy EffectDEDefault EffectEEEndowment EffectFEFraming EffectHDHyperbolic DiscountingIEIKEA EffectIBInformation Bias

Knowledge Graph Neighbors

Where Law of Triviality + Goodhart Combined is cited in the corpus

Questions about Law of Triviality + Goodhart Combined

What is Law of Triviality + Goodhart Combined?
Law of Triviality + Goodhart Combined is when trivial metrics become the target, the trivial becomes the strategy. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0433, within the Decision Bias family. The core principle: when trivial metrics become the target, the trivial becomes the strategy. 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 Law of Triviality + Goodhart Combined?
Operating system slowly optimized for ease of measurement, not value. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0433).
How is Law of Triviality + Goodhart Combined exploited?
AI evaluation built on the metrics that were already in the dashboard.
How do you design around Law of Triviality + Goodhart Combined?
Build the metric for the outcome, not the outcome for the metric.
Which behavioral dimension does Law of Triviality + Goodhart Combined belong to?
Law of Triviality + Goodhart Combined is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Decision Bias", class "Cognitive Bias". Its permanent identifier is HBT-COG-0433 and its evidence grade is B.

Version History

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