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Bias Specific Decision Audit

Audit high-stakes decisions for the specific bias vulnerabilities most likely to distort that decision type.

The Diagnostic Story

Symptom: The same generic review form is applied to every consequential decision. Reviewers can name a dozen biases but cannot say which one most threatens the decision sitting in front of them. Critical scrutiny arrives after public commitment, when correction is embarrassing. Findings go into a report that changes nothing about criteria, evidence flow, or who owns the call.

Pivot: Link the audit to the specific decision type and its known distortion pathways. Select proportionate checks for the biases most likely to corrupt this kind of reasoning, apply them before commitment, and record findings in a form that revises the process or documents residual risk.

Resolution: Review effort is concentrated where it can actually change the decision. Earlier corrections remove distorted evidence before it compounds. Repeated decisions of the same type accumulate process learning rather than repeating the same checklist theater.

Reach for this when you hear…

[venture capital] “We do the same due diligence checklist for every deal, but the bias that killed our last portfolio company was specific to founder-market fit assessments — nobody audits for that.”

[hospital credentialing] “We review every candidate the same way, but the systematic problem is affinity bias in peer references, and our current process doesn't even name it.”

[procurement] “We added three more sign-offs after the last procurement scandal, but we still haven't fixed the part where the vendor is already selected before the formal review starts.”

Mechanisms / Implementations

  • Bias Audit
  • Blind or Masked Review
  • Decision Checklist
  • Decision Log
  • Diagnostic Debiasing Check
  • Hiring Review Rubric
  • Independent Estimation
  • Red-Team Review
  • Reference-Class Forecasting: Forecasts how long the subject will persist by placing it in a class of genuinely comparable cases and reading its lifetime off that class's distribution, instead of trusting a bottom-up guess.
  • Structured Review Form

Abstractions this archetype builds on — directly (a source ingredient) or as a related pattern. Links follow the typed catalog namespace.

Built directly on (4)

Also references 8 related abstractions

Variants

Narrower or domain-specific specializations that share this archetype's core structure. Recognized variants are established; candidate variants are provisional.

Disconfirming Evidence Protocol · subtype · recognized

A bias-specific audit subtype that requires active search for evidence that could disprove a favored claim, diagnosis, plan, or interpretation.

Planning Fallacy Countermeasure · domain variant · recognized

A planning-focused variant that selects reference cases, independent estimates, uncertainty ranges, and buffers when plans are likely to be overoptimistic.

Priming Environment Control · implementation variant · recognized

A cue-environment variant that audits whether order, labels, visual context, exposure, or interface cues are influencing judgment without relevance.

Familiarity Bias Check · subtype · recognized

A variant that checks whether repeated exposure, incumbency, or familiarity is being mistaken for quality, truth, safety, or preference.

Loss-Frame Rebalancing · subtype · recognized

A variant that audits whether anticipated losses, transition costs, or downside framing dominate comparable gains and protections.

Independent Judgment Before Consensus · governance variant · recognized

A group-decision variant that captures individual estimates or views before discussion creates anchors, conformity, or premature agreement.