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101 0 $aeng
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181   $ctxt$2rdacontent
182   $cc$2rdamedia
183   $acr$2rdacarrier
200 10$aData analysis with SPSS for survey-based research /$fSaiyidi Mat Roni, Hadrian Geri Djajadikerta
210  1$aSingapore :$cSpringer,$d[2021]
210  4$d©2021
215   $a1 online resource (273 pages) $cillustrations
311 08$a981-16-0192-5 
311 08$a9789811601927 
320   $aIncludes bibliographical references and index.
327   $aIntro -- 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.
327   $a10.4 Chi-Square -- 10.5 Wilcoxon´s Sign Rank -- 10.6 Spearman Rho and Kendall Tau Correlation -- References -- Bibliography -- Index.
606   $aSocial sciences$xStatistical methods$xComputer programs
606   $aCičncies socials$2thub
606   $aEstadística$2thub
608   $aLlibres electrňnics$2thub
615  0$aSocial sciences$xStatistical methods$xComputer programs.
615  7$aCičncies socials
615  7$aEstadística
676   $a005.55
700   $aRoni$b Saiyidi Mat$01219391
702   $aDjajadikerta$b Hadrian Geri
801  0$bMiAaPQ
801  1$bMiAaPQ
801  2$bMiAaPQ
906   $aBOOK
912   $a996466391203316
996   $aData analysis with SPSS for survey-based research$92819578
997   $aUNISA