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All case studies

Catastrophic failureAutomotive2015

Volkswagen AG

Volkswagen Dieselgate Emissions Fraud

Estimated impact: $33B+ in fines and settlements; CEO imprisoned; brand devastation

F12

Decision Quality Index

Critical — 6 biases detected, 3 toxic combinations

VW installed defeat devices in 11 million diesel vehicles worldwide that detected emissions tests and reduced NOx output only during testing. Normal driving produced up to 40x the legal limit. The fraud was systematic, spanning multiple model years and brands (VW, Audi, Porsche).

Decision context

Whether to use defeat device software to pass emissions standards rather than investing in genuinely clean diesel technology, when the engineering team determined the cost and performance targets were incompatible with compliance.

Deep hindsight-stripped analysis coming soon. This case is part of our ongoing backfill to reconstruct what the platform would have flagged at decision time. The summary and bias profile below are drawn from primary sources.

Biases present in the decision

★ GroupthinkAuthority BiasFraming EffectLoss AversionOverconfidence BiasHalo Effect

3D Decision Knowledge Graph

Volkswagen AG — 6 biases, 3 toxic combinations

Drag to rotate · Scroll to zoom · Click to explore

Decision

Critical

High

Medium

Toxic

Bias Intensity Profile

Severity × confidence across 6 detected biases

Toxic combinations

Echo Chamber
Yes Committee
Golden Child

Reference class base rates

Across all 146 curated case studies in our library:

90%

base failure rate

10%

base success rate

Lessons learned

Groupthink in VW's hierarchical culture made it impossible for engineers to say "clean diesel at this price point is technically infeasible"
Authority bias from aggressive top-down targets created pressure to cheat rather than report failure
The fraud persisted for years because each participant assumed others had approved it — diffusion of ethical responsibility

Source: U.S. EPA Notice of Violation (2015); DOJ criminal indictment; German Bundestag inquiry (Post Mortem)

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Related cases in Automotive

Catastrophic failure2015

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Volkswagen Dieselgate Emissions Scandal

Catastrophic failure2014

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Catastrophic failure2013

Takata Corporation

Takata Airbag Defect and Bankruptcy

Lessons learned

Groupthink in VW's hierarchical culture made it impossible for engineers to say "clean diesel at this price point is technically infeasible"

Authority bias from aggressive top-down targets created pressure to cheat rather than report failure

The fraud persisted for years because each participant assumed others had approved it — diffusion of ethical responsibility