03593nam 2200517 450 99646639120331620230427143402.0981-16-0193-3(CKB)5590000000503274(MiAaPQ)EBC6668445(Au-PeEL)EBL6668445(OCoLC)1258659961(PPN)269152776(EXLCZ)99559000000050327420220325h20212021 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierData analysis with SPSS for survey-based research /Saiyidi Mat Roni, Hadrian Geri DjajadikertaSingapore :Springer,[2021]©20211 online resource (273 pages) illustrations981-16-0192-5 9789811601927 Includes bibliographical references and index.Intro -- Preface -- Acknowledgement -- Preliminary Data Analysis Checklist -- Contents -- About the Authors -- Chapter 1: Research Instrument Design and Sample -- 1.1 Survey -- 1.1.1 Working with Directly Observed Variables -- 1.1.2 Designing Questions for Latent Variables -- 1.2 Sample Size -- References -- Chapter 2: SPSS Basics -- 2.1 Data and Variable Views -- 2.2 Output Window -- 2.3 SPSS Syntax -- Chapter 3: Preliminary Data Analysis: An Analysis Before the Analysis -- 3.1 Cleaning up Your Data: Monotone -- 3.2 Polishing Your Data: Missing Values and Outliers -- 3.2.1 Identifying and Recoding Missing Values -- 3.3 Missing Values Analysis (MVA) -- 3.3.1 Multiple Imputation (MI) -- 3.3.2 Expected Maximisation (EM) -- 3.3.3 Identifying and Treating Outliers -- 3.4 Normal Distribution -- 3.5 Data Transformation -- References -- Chapter 4: Factor Analysis: Combining Related Question-Items into Latent Variables -- References -- Chapter 5: Assess the Quality of Your Instrument -- 5.1 Reliability -- 5.2 Validity -- References -- Chapter 6: Latent Variable -- 6.1 Addressing Biases -- 6.1.1 Non-Response Bias -- 6.1.2 Common Method Bias -- References -- Chapter 7: Test of Differences Among Groups -- 7.1 t-Test: Testing Differences Between Two Groups -- 7.1.1 Independent Samples t-Test -- 7.1.2 Paired Samples t-Test -- 7.2 ANOVA: Testing More than Two Groups -- 7.3 ANCOVA: Testing Differences and Controlling for Covariate -- References -- Chapter 8: Test of Correlations -- 8.1 Pearson Correlation -- 8.2 Pearson Correlation with Bootstrap -- References -- Chapter 9: Regression -- 9.1 Simple Regression -- 9.1.1 Regression with Bootstrap -- 9.1.2 Quantile Regression -- 9.2 Multiple Regression -- 9.3 Hierarchical Multiple Regression -- References -- Chapter 10: Non-Parametric Tests -- 10.1 Mann-Whitney U -- 10.2 Kruskal-Wallis -- 10.3 Jonckheere-Terpstra.10.4 Chi-Square -- 10.5 Wilcoxon´s Sign Rank -- 10.6 Spearman Rho and Kendall Tau Correlation -- References -- Bibliography -- Index.Social sciencesStatistical methodsComputer programsCiències socialsthubEstadísticathubLlibres electrònicsthubSocial sciencesStatistical methodsComputer programs.Ciències socialsEstadística005.55Roni Saiyidi Mat1219391Djajadikerta Hadrian GeriMiAaPQMiAaPQMiAaPQBOOK996466391203316Data analysis with SPSS for survey-based research2819578UNISA