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fallacy_of_the_single_cause
The fallacy of the single cause assumes that a complex outcome has only one cause when it is actually the result of multiple interacting factors. It oversimplifies causal chains by isolating one contributing factor and treating it as the sole explanation. While identifying individual causes can be useful, declaring one factor as 'the' cause obscures the full causal picture and can lead to ineffective solutions.
"The economy crashed because the central bank raised interest rates." (Ignoring consumer debt levels, trade policy, housing market dynamics, investor sentiment, and dozens of other contributing factors.)
After a school's test scores improved, the principal announced: 'We introduced a new reading curriculum, and scores went up — the curriculum is the reason students are succeeding.' This ignores that a new group of students enrolled, teachers received pay raises boosting morale, and a disruptive cohort graduated.
A viral tweet claims: 'Teen mental health collapsed because of smartphones.' While screen time is a contributing factor, researchers point to economic precarity, academic pressure, reduced sleep, climate anxiety, and changes in social dynamics as equally significant causes that the single-cause narrative erases.
Cause(A, B) [when actually Cause(A AND C AND D..., B)]
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is a single cause being identified for a complex outcome?
Type: binaryAre other contributing factors being ignored or dismissed?
Type: binaryCould multiple causes be jointly responsible for the effect?
Type: binaryThe fallacy of the single cause assumes that a complex outcome has only one cause when it is actually the result of multiple interacting factors. It oversimplifies causal chains by isolating one contributing factor and treating it as the sole explanation. While identifying individual causes can be useful, declaring one factor as 'the' cause obscures the full causal picture and can lead to ineffective solutions.
Simple causal stories are easier to understand, remember, and act upon. The human preference for narrative coherence favors single-cause explanations over complex multi-factor analyses.
Ask: 'What other factors contributed to this outcome?' Introduce the concept of necessary vs. sufficient causes and emphasize that complex systems typically have multiple interacting causes.
Dominates media explanations of economic events, historical narratives, public health debates, and any discourse about complex social phenomena where nuance is sacrificed for a compelling story.
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