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The Incentives Lab
Perverse Incentives · Healthcare

Prior-Authorization Rules

Insurer approval workflows delay or deny care to lower medical-loss ratios.

"The fax machine is doing macroeconomic work."

Quick answer

What is Prior-Authorization Rules? Insurer approval workflows delay or deny care to lower medical-loss ratios. Friction is the product when denials drop the loss ratio.

In the wild

Cancer therapies stalled weeks behind paperwork queues.

Why it matters in the room

Friction is the product when denials drop the loss ratio.

Counter-move

Auto-approval for evidence-based standards. Regulator-mandated turnaround.

Visual · Counter-loop
INTENDED GOALtargetACTUAL OUTCOMEgamed
Prior-Authorization Rules routes effort away from the intended target.
Live example · Re-architect Prior-Authorization Rules

Flip the incentive. Watch the side-effect move.

Insurer approval workflows delay or deny care to lower medical-loss ratios. Caught in the wild: Cancer therapies stalled weeks behind paperwork queues.

● Live
What gets measured
Headline number the org is paid on
088100
What quietly moves with it
Quiet damage the proxy hides
074100

In the room: Friction is the product when denials drop the loss ratio.

Counter-move from the Atlas: Auto-approval for evidence-based standards.

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Human Behavior Element™ · HBE Spec

The full taxonomy entry

Every concept in the Atlas uses the same structure — so Prior-Authorization Rules can be compared, recombined, and cited like an element on a periodic table.

About the standard →
P
PR
HBT-P7464
Official name
Prior-Authorization Rules
Perverse Incentives · Healthcare
Identity
HBT ID
HBT-P7464
Symbol
PR
Official name
Prior-Authorization Rules
Synonyms
Healthcare
Keywords
Perverse Incentives, Healthcare, human behavior, incentive design
Version
v1.0
Last updated
Maintained by The Incentives Lab
Classification
Kingdom
Systems
Domain
Incentive Design
Family
Perverse Incentive
Class
Healthcare
Element
Prior-Authorization Rules
Definition
Scientific
Insurer approval workflows delay or deny care to lower medical-loss ratios.
Plain-English
Insurer approval workflows delay or deny care to lower medical-loss ratios.
Feynman
The fax machine is doing macroeconomic work.
Core principle
Insurer approval workflows delay or deny care to lower medical-loss ratios.
One-sentence summary
Friction is the product when denials drop the loss ratio.
Mechanisms
Psychological
Insurer approval workflows delay or deny care to lower medical-loss ratios.
Behavioral econ.
Friction is the product when denials drop the loss ratio.
Neurological
Reward, threat, and salience circuits bias attention toward the cue.
Evolutionary
Heuristics that paid off in ancestral environments now misfire in modern systems.
Sociological
Group norms and status incentives reinforce the pattern across a team.
Computational
Models trained on biased human signals will replicate and amplify the pattern.
Systems thinking
Feedback loops between metrics, incentives, and behavior lock the pattern in place.
Signals & signature
Inputs (activators)
Cancer therapies stalled weeks behind paperwork queues.
Outputs (observable)
Friction is the product when denials drop the loss ratio.
Behavioral signature
You see Prior-Authorization Rules when the explanation for a decision sounds reasonable but the outcome keeps repeating.
Behavioral molecules
Often combines with related Atlas entries — see the rail below.
Pathways · before
A goal, metric, or contract clause makes the behavior rational locally.
Pathways · after
Locally rational choices accumulate into a systemic distortion.
Domains where it shows up
  • Business
  • Leadership
  • Government
  • Healthcare
  • Education
  • Sales
  • Marketing
  • AI
  • Negotiation
  • Media
  • Public Policy
  • Relationships
Examples
Everyday
Cancer therapies stalled weeks behind paperwork queues.
Modern
Friction is the product when denials drop the loss ratio.
Historical
A pattern repeatedly documented since the foundational behavioral science literature on perverse incentive.
Famous experiments
See the References block — primary papers in the Atlas link out to the original studies.
Design principles
How to leverage
Friction is the product when denials drop the loss ratio.
How to reduce
Auto-approval for evidence-based standards. Regulator-mandated turnaround.
How to redesign
Auto-approval for evidence-based standards. Regulator-mandated turnaround.
The Perverse Incentive Lens™
How it's exploited
Organizations weaponize prior-authorization rules — sometimes deliberately, often by accident — when metrics reward the symptom rather than the outcome.
Common perverse incentives
Volume metrics, short review windows, bonus cliffs, and contracts that pay on activity rather than impact.
Failure modes
When Prior-Authorization Rules dominates, teams optimize for the dashboard while the real outcome quietly degrades.
Incentive redesign
Auto-approval for evidence-based standards. Regulator-mandated turnaround.
Ethical considerations
Don't engineer prior-authorization rules into customers, employees, or citizens as a manipulation tactic — design for informed choice instead.
Diagnostic questions
  • Where in our org would Prior-Authorization Rules most often show up unnoticed?
  • Which metric, ritual, or contract clause quietly rewards Prior-Authorization Rules?
  • If we removed every payoff for Prior-Authorization Rules, what behavior would replace it?
  • Who benefits when Prior-Authorization Rules persists — and who pays the cost?
Organizational warning signs
Metrics
A KPI is hit while the underlying outcome stalls or worsens.
Behaviors
People route around the rule rather than challenge it.
Language
'That's just how we do it here.' / 'The system requires it.'
Culture
Naming the pattern is treated as disloyalty.
Red flags
  • People defend the status quo using the language of prior-authorization rules.
  • Decisions cluster around the easiest narrative rather than the strongest evidence.
  • New data changes the slide deck but not the decision.
  • Anyone naming the pattern is treated as the problem.
Intervention playbook
Immediate
Make the perverse payoff visible to the people creating it.
30-day
Run a small pilot that pays for the outcome, not the proxy.
Long-term
Rewrite the comp plan, contract, or ritual so the right behavior becomes the easy behavior.
AI considerations
Detect
Audit training data and reward signals for the same pattern this element describes.
Avoid amplifying
Don't optimize models on metrics that already encode the perverse incentive.
Counteract
Use the model to surface where the pattern is most active, then redesign the incentive — not the model.
Measurement
Metrics
Outcome-to-proxy ratio over time.
Assessment
The Incentives Lab III Diagnostic.
Survey
Calibrated pulse questions on rules vs. outcomes.
Behavioral signals
Where people work around the system.
Observational
Where the dashboard and the lived experience disagree.
Scientific evidence
Evidence grade
Synthesized from the behavioral science literature; see Atlas references.
Replication
Tracked in the Atlas as primary, replicated, or contested.
Intervention confidence
Moderate — patterns generalize, mechanisms vary by context.
Research consensus
Broad agreement on the pattern; ongoing debate on boundary conditions.
Known limitations
Local context, culture, and incentive structure all change the strength of the effect.
Open questions
How does Prior-Authorization Rules interact with AI-mediated decisions at scale?
References
Meta-analyses
Tracked in the Atlas registry.
Seminal authors
Kahneman, Tversky, Thaler, Ariely, Cialdini, Ostrom, Simon — and the field they built.
Cross references

Every Atlas entry is a node in a knowledge graph. See the related rail below to follow the connections.

Disciplinary layers

See Prior-Authorization Rules through 4 lenses

Each layer of the Incentives OS reframes this concept with its own thinkers, vocabulary, and diagnostic question.

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Worked example, counter-example & concept map

On-demand AI analysis grounded in the Lab's research. Cached on your device after first run.

How this lands in you

Your nervous system has a region for this.

Primary region
Amygdala

When you encounter Prior-Authorization Rules, your amygdala tags it as threat before your reasoning brain even knows what happened — and threat wins the first move.

Threat detection, fear, social pain, loss aversion, fast emotional tagging. Loss feels roughly twice as bad as equivalent gain feels good. Social rejection lights up the same circuits as physical pain.

See Amygdala in the Brain Atlas →
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