The mistakes in interpreting data are very often related to mistaking natural variation in data as meaningful. Combining this with our brains ability to find patterns (even from random data) and confirmation bias this creates problems. Using data is very powerful but it is not enough, you need to use data properly...
continue reading: How to Use Data and Avoid Being Mislead by Data