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For instance, a tobacco company executive once suggested that cancer caused smoking as a matter of pain relief, to explain the high correlation between them.
In other cases it may simply be unclear which is the cause and which is the effect. For example:
This could easily be the other way round; that is, violent children like watching more TV than less violent ones.
See also: joint effect.