Understand ex post facto, single group posttest only and single group pretest-posttest designs. What are their weaknesses (i.e., what potential confounds are not controlled)?

Understand ex post facto, single group posttest only and single group pretest-posttest designs.  What are their weaknesses (i.e., what potential confounds are not controlled)?