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Framing Effect Audit

Audit how presentation choices influence perception, judgment, and decision before treating a response or conclusion as stable.

The Diagnostic Story

Symptom: Two teams review the same data and reach opposite conclusions, but neither can explain why until someone notices the wording, baseline, or visual display differs. A survey result, dashboard metric, or evaluation changes noticeably after a minor edit, and the original version is being treated as definitive with no acknowledgment that plausible alternatives exist.

Pivot: Identify the presentation variables that could shape interpretation, construct plausible alternate presentations, compare how judgment shifts across them, and evaluate materiality — then redesign, disclose, pluralize, or select the presentation according to an explicit documented rule.

Resolution: Decision makers know which conclusions are stable across frames and which are presentation-sensitive. Downstream users receive disclosure when sensitivity is material, and presentation choices become documented design decisions rather than invisible defaults that smuggle in hidden baselines or value judgments.

Reach for this when you hear…

[clinical research] “We reported a 50 percent relative risk reduction — the absolute risk moved from 2 to 1 percent, and a colleague pointed out that framing changed whether the committee funded the trial.”

[public opinion polling] “We ran the same question with estate tax and death tax and got a 20-point gap — before reporting anything we needed to decide which frame people would actually encounter.”

[product analytics] “The dashboard showed strong retention and the VP was happy — I switched the baseline to first-week cohort and the trend reversed, so now we have to decide what the right denominator actually is.”

Mechanisms / Implementations

  • Baseline Reference Swap
  • Blinded Frame Review
  • Dashboard Framing Review
  • Gain/Loss Frame Comparison
  • Order-Effect Check
  • Presentation Sensitivity Table
  • Survey Frame Split Sample
  • Visual Framing Audit
  • Wording Test: A sender-side check that vets a question, notice, or clause before it goes out — asking whether every permitted response would concede the same buried premise, and returning a neutral rewrite when it does.

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

Built directly on (3)

Also references 5 related abstractions

Variants

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

Survey Framing Audit · domain variant · recognized

Audit how question wording, order, labels, response options, and context alter survey responses before interpreting results.

Dashboard Framing Audit · domain variant · recognized

Audit whether a dashboard or decision display steers judgment through defaults, layout, color, units, baselines, sorting, or missing context.

Gain/Loss Framing Audit · affective or cognitive variant · recognized

Audit whether equivalent outcomes produce different judgments when presented as gains, losses, savings, costs, survival, or failure.

Reference-Point Framing Audit · subtype · recognized

Audit whether changing the baseline, comparison group, denominator, or reference point changes the interpretation of the same result.

Risk Communication Frame Audit · domain variant · candidate

Audit whether risk information changes interpretation when presented through absolute risk, relative risk, natural frequency, probability, severity, or uncertainty language.