Post hoc ergo propter hoc is a logical fallacy that translates to 'after this, therefore because of this.' It occurs when it is assumed that just because one event follows another, the first event must be the cause of the second. This fallacy can lead to faulty reasoning and misinterpretation of cause and effect relationships, which is crucial for effective critical thinking and analysis.