Forecast Sandbagging is sales forecasts under-set to ensure attainment bonus. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0132, within the Corporate Perverse Pattern family. The core principle: sales forecasts under-set to ensure attainment bonus. 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
Sales forecasts under-set to ensure attainment bonus.
Plain-English Definition
Sales forecasts under-set to ensure attainment bonus.
Feynman Explanation
Predict the easy number. Beat the easy number. Get paid.
Core Principle
Sales forecasts under-set to ensure attainment bonus.
Mechanisms
Pending editorial review.
Sales forecasts under-set to ensure attainment bonus.
Pending editorial review.
Pending editorial review.
Forecast quality degraded by comp design.
Pending editorial review.
Pending editorial review.
Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
Predict the easy number. Beat the easy number. Get paid.
Examples
- Pipeline forecasting across nearly every salesforce.
- Forecast quality degraded by comp design.
Pending editorial review.
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: sales forecasts under-set to ensure attainment bonus. You can recognize it in the field by its signature: predict the easy number. Beat the easy number. Get paid. Every element in the Incentives 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, forecast quality degraded by comp design. It is amplified whenever forecast quality degraded by comp design. Inside organizations that shows up as forecast quality degraded by comp design. 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 decouple forecast accuracy from quota attainment in comp. Treat it as infrastructure. Once you can see it in your own system, most of the argument about culture resolves itself.
Famous Experiments
Pending editorial review.
Design Principles
- Decouple forecast accuracy from quota attainment in comp.
Measurement Approaches
Pending editorial review.
Evidence
Pending editorial review.
Pending editorial review.
The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Decouple forecast accuracy from quota attainment in comp.
Pending editorial review.
Pending editorial review.
Interactive Mini Network
Click any neighbor to re-center the graph and follow the threads of connection.
Knowledge Graph Neighbors
Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.
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Cuts that lift margin this quarter erode product quality and brand equity over years.
Narrowly tied bonuses get gamed; people optimize the metric, not the underlying goal.
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.
Capital tied to growth rates funds unsustainable scaling and unit-economics denial.
Managers measured by team size grow teams beyond need.
Awards reward visible novelty; quiet excellence goes unrecognized.
Innovation programs designed to signal innovation, not to produce it.
Managers hoard talent; cross-team mobility dies.
Where Forecast Sandbagging is cited in the corpus
Essays, field guides, and diagnostics from The Incentives Lab that apply this element.
- Field guideIncentives: definition, types, examples
The parent field guide for this element.
- ReferenceThe laws of incentives
Goodhart, Campbell, and the Cobra Effect.
- CourseIncentives 101
The free ten-part primer on reading a payoff structure.
- ReferenceThe incentive glossary
Definitions for every mental model, bias, and fallacy in the corpus.
- ReferenceThe Periodic Table of Human Behavior
The full 1,267-element map this page belongs to.
Questions about Forecast Sandbagging
- What is Forecast Sandbagging?
- Forecast Sandbagging is sales forecasts under-set to ensure attainment bonus. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0132, within the Corporate Perverse Pattern family. The core principle: sales forecasts under-set to ensure attainment bonus. 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 Forecast Sandbagging?
- Forecast quality degraded by comp design. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-INC-0132).
- How is Forecast Sandbagging exploited?
- Forecast quality degraded by comp design.
- How do you design around Forecast Sandbagging?
- Decouple forecast accuracy from quota attainment in comp.
- Which behavioral dimension does Forecast Sandbagging belong to?
- Forecast Sandbagging is classified in the Incentives dimension (INC) of the Human Behavior Taxonomy™, family "Corporate Perverse Pattern", class "Perverse Incentive". Its permanent identifier is HBT-INC-0132 and its evidence grade is C.