Research Methods in CJ: What are some problems typically encountered when using tests of statistical significance? How might these be considered and minimized in advance?

What are some problems typically encountered when using tests of statistical significance? How might these be considered and minimized in advance?
Maxfield, M. G., & Babbie, E. R. (2015). Research methods for criminal justice and criminology. Stamford: Cengage Learning.