This study guide is written for students who are looking for understanding on statistical techniques application in their graduation research and how to analyze their data in SPSS. It is also written for practicing researchers who want to update their statistical knowledge condensed in study guide fashion with relevant examples without flooding too much mathematics. Having said that students can use this book to prepare for demanding job opportunities. The author had tried to write the guide in practical way so that students can simulate work experience while still at campus. Every statistical study tested is presented with hand calculation as well as on SPSS to reinforce interpretation of the analysis result.The study guide clearly demonstrates both in theory and in SPSS parametric test for one sample, two sample and k samples as well as their non-parametric counterparts.