🧪 This platform is in early beta. Features may change and you might encounter bugs. We appreciate your patience!
post_hoc
Post hoc ergo propter hoc ('after this, therefore because of this') is the specific fallacy of concluding that because one event preceded another, the first event caused the second. While temporal sequence is a necessary condition for causation, it is not sufficient. Many events that follow others are coincidental, caused by confounding factors, or part of a broader pattern unrelated to the preceding event.
"I wore my lucky socks and we won the game. My socks caused us to win!" or more seriously: "Crime rates dropped after we installed security cameras on Main Street, proving the cameras reduced crime." (Ignoring seasonal trends, economic changes, and other interventions.)
A CEO introduces a new office meditation room, and the following quarter profits rise. She announces at the all-hands meeting: 'The meditation room is driving our financial performance.' She ignores that a major competitor went bankrupt the same quarter, sending their clients to her company.
A city mayor bans plastic straws, and two months later the local beach water quality scores improve. Environmental groups credit the straw ban, overlooking that a large industrial plant upstream had simultaneously been fined and forced to upgrade its water filtration systems.
Before(A, B) -> Cause(A, B)
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is causation being inferred solely from temporal sequence?
Type: binaryDid event A occur before event B?
Type: binaryIs there independent evidence of a causal mechanism linking A and B?
Type: binaryPost hoc ergo propter hoc ('after this, therefore because of this') is the specific fallacy of concluding that because one event preceded another, the first event caused the second. While temporal sequence is a necessary condition for causation, it is not sufficient. Many events that follow others are coincidental, caused by confounding factors, or part of a broader pattern unrelated to the preceding event.
Temporal proximity is the most basic and intuitive cue for causation. Our brains evolved to learn from sequences (touching fire leads to burning), making post hoc reasoning feel natural and reliable even when it is not.
Ask for a plausible mechanism connecting the two events and whether alternative explanations have been ruled out. Point out that correlation and temporal sequence do not establish causation without controlled comparison.
Foundational to superstitions, alternative medicine testimonials, policy evaluation without proper controls, and sports rituals. It is one of the most common reasoning errors in everyday life.
Use these tools to detect, analyze, or train this aspect.