Bonus Structure Gameability
Narrowly tied bonuses get gamed; people optimize the metric, not the underlying goal.
"Pay for the indicator, get the indicator. And nothing else."
What is Bonus Structure Gameability? Narrowly tied bonuses get gamed; people optimize the metric, not the underlying goal. Comp narrowness predicts gaming.
Sandbagged sales, padded quarterly closes.
Comp narrowness predicts gaming.
Composite, lagged, peer-relative comp.
Flip the incentive. Watch the side-effect move.
Narrowly tied bonuses get gamed; people optimize the metric, not the underlying goal. Caught in the wild: Sandbagged sales, padded quarterly closes.
In the room: Comp narrowness predicts gaming.
Counter-move from the Atlas: Composite, lagged, peer-relative comp.
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The full taxonomy entry
Every concept in the Atlas uses the same structure — so Bonus Structure Gameability can be compared, recombined, and cited like an element on a periodic table.
- Business
- Leadership
- Government
- Healthcare
- Education
- Sales
- Marketing
- AI
- Negotiation
- Media
- Public Policy
- Relationships
- Where in our org would Bonus Structure Gameability most often show up unnoticed?
- Which metric, ritual, or contract clause quietly rewards Bonus Structure Gameability?
- If we removed every payoff for Bonus Structure Gameability, what behavior would replace it?
- Who benefits when Bonus Structure Gameability persists — and who pays the cost?
- People defend the status quo using the language of bonus structure gameability.
- 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.
Every Atlas entry is a node in a knowledge graph. See the related rail below to follow the connections.
See Bonus Structure Gameability through this lens
Each layer of the Incentives OS reframes this concept with its own thinkers, vocabulary, and diagnostic question.
Long-form essays that cite Bonus Structure Gameability
From the Research Center — where this concept gets argued, applied, and stress-tested.
Do you actually know Bonus Structure Gameability?
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Which best describes Bonus Structure Gameability?
Worked example, counter-example & concept map
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Your nervous system has a region for this.
When you encounter Bonus Structure Gameability, your striatum has built a reward association — and the next time the cue appears, it will push you toward the behavior whether you decide to or not.
Reward learning, habit formation, anticipation, craving, action selection. Habits live here. So do addictions. Variable rewards train this circuit faster than fixed ones.
See Striatum in the Brain Atlas →Picked for you, from the Atlas
Ranked by shared learning paths, overlapping chips, and what you've saved.
Earn-outs designed to retain founders often demotivate the team they bought.
Funnels rewarded for new logos under-invest in retention and lifetime value.
Cuts that lift margin this quarter erode product quality and brand equity over years.
Re-hires often get raises larger than internal promotions.
Pay tied to stock price encourages short-term price management.
CEO pay tied to size rewards deal-making even when acquisitions destroy value.
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More definitions to follow
Every term in the Atlas connects to a dozen others. Pick any of these and see where it takes you.
Quietly redefining a term mid-argument.
Systematic testing of model quality, safety, and capability.
The deepest level of listening — where new possibility emerges that neither party brought into the room.
One party has more or better information than another.
Assuming the truth must lie between two extremes.
People are promoted until they reach a position where they are incompetent.
People preferentially process experience visually, auditorily, or kinesthetically. Match the channel; match the mind.
Zoning, parking minimums, and road funding subsidize low-density car dependence.
Shared identity ('we') drives compliance harder than shared interest.
Discounting algorithmic advice even when superior.
Passion is inversely proportional to the amount of real information available.
Firing two opposing emotional anchors simultaneously to neutralize a negative state.