Question

Difficulty: MediumCorrelation vs. Causation

Match each argument below to the specific description of the causal flaw it commits.

  • A review of corporate financial records shows that companies whose executives go on frequent luxury retreats tend to report the highest annual revenues. A consultant concludes that sending executives on luxury retreats directly boosts corporate revenue.Confuses a causal relationship in which the effect is mistaken for the cause.
  • Park rangers have recorded that on days with a high number of squirrel sightings near the visitor center, there is a correspondingly high volume of ice cream sales at the concession stand. The rangers hypothesize that seeing squirrels prompts visitors to buy ice cream.Fails to consider that two correlated phenomena may both be caused by an unstated third factor.
  • The university's debate team went on a ten-match winning streak immediately after the debate hall's carpets were changed from blue to red. The team captain attributes their improved performance entirely to the new carpet color.Infers a causal relationship merely from the sequential occurrence of two events.
  • A sociologist noted that over the last twenty years, the national rate of per capita cheese consumption has risen and fallen in exact synchronization with the number of patents filed for mechanical engineering designs. The sociologist concludes that consuming cheese stimulates engineering innovation.Treats a correlation that is likely the result of mere coincidence as evidence of a causal relationship.

Answer

The corporate retreats argument matches the reverse causation flaw; the squirrel argument matches the third factor flaw; the debate team argument matches the sequential occurrence flaw; and the cheese consumption argument matches the mere coincidence flaw.
Each argument represents a distinct variant of the correlation-to-causation fallacy. The corporate argument exhibits reverse causation (wealth allows retreats). The park argument ignores a third variable (weather). The debate argument relies on timeline (post hoc fallacy). The cheese argument assumes causality for a purely spurious statistical alignment.

Step-by-Step Solution

1
Analyze the corporate luxury retreats argument.
Identify that companies with high revenues have the surplus funds required to pay for luxury retreats.
Recognizing that the stated effect (high revenue) is actually the prerequisite cause for the stated cause (luxury retreats) perfectly aligns with the reverse causation flaw.
2
Analyze the squirrel sightings and ice cream argument.
Identify that a common underlying condition, such as pleasant weather, drives both phenomena simultaneously.
When two correlated events are both byproducts of an external condition, the argument suffers from an unstated third factor flaw.
3
Analyze the debate team carpet argument.
Identify that the only evidence provided for the causal link is that the winning streak happened 'immediately after' the carpet change.
Arguing that X causes Y simply because X preceded Y is the definition of inferring causation from sequential occurrence.
4
Analyze the cheese consumption and engineering patents argument.
Identify that these two macro-level trends lack any plausible real-world connection despite their statistical synchronization.
When two wildly unrelated variables track together over time without a logical mechanism, treating the link as causal is the mere coincidence flaw.

Key Concept

Correlation vs. Causation
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