Correct answer: C). Variables that relate to the topic
An invalid study can occur if the survey or the test questions are poorly designed or it is misinterpreted. It can also occur if the insufficient data is collected. They can also occur if the unrecognized variable interferes with the results.
Hence, all the three option are the part of invalid study except option C ''Variables that relate to the topic''.