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Swiss Cheese Model: How to Trace Failures Across Safety Barriers

The Swiss-cheese model examines how weaknesses in multiple safety barriers can align, allowing a hazard to pass through and cause harm.
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The Swiss-cheese model explains how a hazard can cause harm when weaknesses in several safety barriers line up. Applying it means examining the barriers, the conditions that weakened them, and how their failures combined—not blaming only the person closest to the event.

What does “Swiss-cheese application” mean?

“Swiss cheese application” is not shown in the available sources as a standardized term. It most likely refers to applying the Swiss-cheese model in safety or risk management. The model treats safeguards as layers: each can help prevent harm, but each may also have gaps. An incident becomes possible when those gaps align and a hazard passes through the defenses.

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The aviation training material attributes the model to James Reason. It is a way to organize analysis, not a formula that predicts whether an incident will occur or proves what caused a particular event.

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How to apply the model to a safety event

Use the model to trace the path from a hazard to possible harm and examine the defenses around it. This sequence is a practical way to apply the idea, rather than a formal protocol established by the sources.

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  1. Identify the hazard and potential harm. State what could cause damage and what the consequences might be.
  2. List the intended barriers. Include the procedures, checks, equipment, training, supervision, and other safeguards meant to stop the hazard.
  3. Look for weaknesses in each barrier. Ask what could make a safeguard incomplete, unclear, unavailable, or ineffective in the circumstances.
  4. Trace the surrounding conditions. Consider organizational decisions, supervision, work conditions, and individual actions that may have shaped how the barriers operated.
  5. Explain how the gaps aligned. Connect the weaknesses into a sequence showing how the hazard could pass through the defenses. Avoid treating one action as the whole explanation if upstream conditions also mattered.

What the model looks like in an aviation example

An aviation safety-management teaching deck dated 12 May 2023 describes an instructional example involving a Boeing 737-300 diverted to Adelaide in August 1998. The deck says that overnight maintenance staff removed all three life rafts, though the over-water-return check should have involved removing one. Later, during preparation, the two permanent rafts were not checked because staff assumed the installation program was complete. The aircraft then flew over water to Wellington without the legally required life rafts.

The teaching material maps contributing conditions across organizational influence, unsafe supervision, preconditions for unsafe acts, and unsafe acts. It identifies factors including a protracted modification process, training deficiencies, unfamiliarity with the procedure, ambiguous instructions, misunderstanding of a job card, and time pressure. Read as an application of the model, the example shows how weaknesses at different levels can interact. The hosted teaching deck is an instructional account, not an independently verified accident investigation.

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How the public-health use differs

The Swiss-cheese analogy also appears in public-health writing, with a different purpose. A 2017 CDC pandemic-influenza community-mitigation report uses it to explain how multiple partially effective nonpharmaceutical interventions can complement one another by addressing different transmission gaps. The report recommends layering interventions in light of pandemic severity and local transmission patterns in its historical context. That is an analogy for combining measures, rather than an analysis of how organizational defenses interacted in a safety event.

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The CDC report says its literature review covered papers through September 2016. Its counts—approximately 191 articles synthesized by CDC staff and approximately 475 individual studies reported within 14 systematic reviews and meta-analyses—describe the influenza-intervention evidence base, not studies measuring the Swiss-cheese model itself.

What the model can—and cannot—establish

  • It can structure an explanation: identify defenses, their weaknesses, and the conditions in which those weaknesses aligned.
  • It can widen the inquiry: include organizational and supervisory conditions rather than stopping at the frontline action.
  • It cannot, by itself, prove causation: a plausible map of interacting weaknesses is an analytical account, not standalone causal evidence.
  • It has no established success rate in the cited sources: none provides a model-specific effectiveness statistic or measured reduction in accidents.

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