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The Incentives Lab
Mental Models · Social

Energy Vampires

People, tasks, and inputs that quietly drain disproportionate energy relative to value returned.

"The cost shows up in your evenings, not on the invoice."

Quick answer

What is Energy Vampires? People, tasks, and inputs that quietly drain disproportionate energy relative to value returned. Engagement, retention, and execution quality.

In the wild

Repeat low-trust clients, doom-scroll feeds, recurring 'sync' meetings with no decision.

Why it matters in the room

Engagement, retention, and execution quality.

Counter-move

Track energy after each recurring commitment for two weeks; cut the bottom quartile.

Visual · Pattern
Energy Vampires — a recurring shape in how people decide.
Live example · Apply Energy Vampires

Use the model. Pick the move.

People, tasks, and inputs that quietly drain disproportionate energy relative to value returned. You've just seen this: Repeat low-trust clients, doom-scroll feeds, recurring 'sync' meetings with no decision. Which lever does the model recommend?

● Live

Pick a lever. There are no neutral ones — every incentive funds a behavior somewhere.

How does this land?

Pick a reaction to Energy Vampires

One tap. We'll point you at the most useful next surface based on how this hits.

Human Behavior Element™ · HBE Spec

The full taxonomy entry

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

About the standard →
M
EV
HBT-M6634
Official name
Energy Vampires
Mental Models · Social
Identity
HBT ID
HBT-M6634
Symbol
EV
Official name
Energy Vampires
Synonyms
Social
Keywords
Mental Models, Social, human behavior, incentive design
Version
v1.0
Last updated
Maintained by The Incentives Lab
Classification
Kingdom
Cognition
Domain
Frameworks
Family
Mental Model
Class
Social
Element
Energy Vampires
Definition
Scientific
People, tasks, and inputs that quietly drain disproportionate energy relative to value returned.
Plain-English
People, tasks, and inputs that quietly drain disproportionate energy relative to value returned.
Feynman
The cost shows up in your evenings, not on the invoice.
Core principle
People, tasks, and inputs that quietly drain disproportionate energy relative to value returned.
One-sentence summary
Engagement, retention, and execution quality.
Mechanisms
Psychological
People, tasks, and inputs that quietly drain disproportionate energy relative to value returned.
Behavioral econ.
Engagement, retention, and execution quality.
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)
Repeat low-trust clients, doom-scroll feeds, recurring 'sync' meetings with no decision.
Outputs (observable)
Engagement, retention, and execution quality.
Behavioral signature
You see Energy Vampires 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
Repeat low-trust clients, doom-scroll feeds, recurring 'sync' meetings with no decision.
Modern
Engagement, retention, and execution quality.
Historical
A pattern repeatedly documented since the foundational behavioral science literature on mental model.
Famous experiments
See the References block — primary papers in the Atlas link out to the original studies.
Design principles
How to leverage
Engagement, retention, and execution quality.
How to reduce
Track energy after each recurring commitment for two weeks; cut the bottom quartile.
How to redesign
Track energy after each recurring commitment for two weeks; cut the bottom quartile.
The Perverse Incentive Lens™
How it's exploited
Organizations weaponize energy vampires — 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 Energy Vampires dominates, teams optimize for the dashboard while the real outcome quietly degrades.
Incentive redesign
Track energy after each recurring commitment for two weeks; cut the bottom quartile.
Ethical considerations
Don't engineer energy vampires into customers, employees, or citizens as a manipulation tactic — design for informed choice instead.
Diagnostic questions
  • Where in our org would Energy Vampires most often show up unnoticed?
  • Which metric, ritual, or contract clause quietly rewards Energy Vampires?
  • If we removed every payoff for Energy Vampires, what behavior would replace it?
  • Who benefits when Energy Vampires 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 energy vampires.
  • 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 Energy Vampires 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 Energy Vampires through 5 lenses

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

Test yourself · 60 seconds

Do you actually know Energy Vampires?

Three quick questions. Result is saved into your review streak — come back when the term is due to lock it in.

Question 1 of 3Score: 0/3

Which best describes Energy Vampires?

Go deeper

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
Default Mode Network

When you encounter Energy Vampires, your default mode network folds the experience into your ongoing story-of-self — which is why the same fact lands differently depending on who you think you are.

Self-referential thought, mind-wandering, narrative-of-self, mental time travel. Most of your waking thought is this network running scenarios about you, your status, your past, and your future.

See Default Mode in the Brain Atlas →
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