These tests vary widely in their design and orientation - which can make them difficult to unilaterally decipher.
If you really want to get into it, I think it would help knowing how they are designed. That way you can understand the nuances of each test.
Design, Evaluation, and Analysis of Questionnaires for Survey Research is a good resource for that.
Other criticisms are easily found on Google