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[null,"1.","Record Nr.",null,"UNINA9910485605903321"]
[null,null,"Autore",null,"Roni Saiyidi Mat"]
[null,null,"Titolo",null,"Data analysis with SPSS for survey-based research / / Saiyidi Mat Roni, Hadrian Geri Djajadikerta"]
[null,null,"Pubbl/distr/stampa",null,"Singapore : , : Springer, , [2021]"]
[{"$nulls":4},"©2021"]
[null,null,"ISBN",null,"981-16-0193-3"]
[null,null,"Descrizione fisica",null,"1 online resource (273 pages) : illustrations"]
[null,null,"Disciplina",null,"005.55"]
[null,null,"Soggetti",null,"Social sciences - Statistical methods - Computer programs"]
[{"$nulls":4},"Ciències socials"]
[{"$nulls":4},"Estadística"]
[{"$nulls":4},"Llibres electrònics"]
[null,null,"Lingua di pubblicazione",null,"Inglese"]
[null,null,"Formato",null,"Materiale a stampa"]
[null,null,null,"Livello bibliografico","Monografia"]
[null,null,null,"Nota di bibliografia","Includes bibliographical references and index."]
[null,null,"Nota di contenuto",null,"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: "]
[{"$nulls":4},"Test of Correlations -- 8.1 Pearson Correlation -- 8.2 Pearson Correlation with Bootstrap -- References -- Chapter 9: Regression -- 9.1 Simple Regression -- 9.1.1 Regression with Bootstrap -- 9.1.2 Quantile Regression -- 9.2 Multiple Regression -- 9.3 Hierarchical Multiple Regression -- References -- Chapter 10: Non-Parametric Tests -- 10.1 Mann-Whitney U -- 10.2 Kruskal-Wallis -- 10.3 Jonckheere-Terpstra."]
[{"$nulls":4},"10.4 Chi-Square -- 10.5 Wilcoxon´s Sign Rank -- 10.6 Spearman Rho and Kendall Tau Correlation -- References -- Bibliography -- Index."]