Data Analysis with SPSS for Survey-based Research:
Gespeichert in:
Hauptverfasser: | , |
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Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Singapore
Springer
[2021]
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Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | XIV, 264 Seiten Illustrationen |
ISBN: | 9789811601927 |
Internformat
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Datensatz im Suchindex
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Contents 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. 2 SPSS 2.1 2.2 2.3 Basics. Data and Variable Views. Output Window. SPSS Syntax. 9 9 12 13 3 Preliminary Data Analysis: An Analysis Before the Analysis. 3.1 Cleani ng 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. 15 20 23 23 29 30 36 39 44 50 53 4 Factor Analysis: Combining Related Question-Items into Latent Variables. References. 55 66 Assess the Quality of Your Instrument. 5.1 Reliability. 5.2 Validity. References. 69 70 76 88 5 1 1 2 4 5 7 xiii
Contents xiv 6 Latent Variable. 6.1 Addressing Biases. 6.1.1 Non-Response Bias. 6.1.2 Common Method Bias. References. 7 Test of Differences Among Groups 7.1 r-Test: Testing Differences Between Two Groups. 7.1.1 Independent Samples t-Test. 7.1.2 Paired Samples /-Test. 7.2 ANOVA: Testing More than Two Groups. 7.3 ANCOVA: Testing Differences and Controlling for Covariate. References. 8 Test of Correlations. 8.1 Pearson Correlation. 8.2 Pearson Correlation with Bootstrap. References. 144 156 160 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. 161 163 176 179 187 199 217 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. 219 219 226 233 240 246 253 շ6()
Bibliography. 261 Index. |
adam_txt |
Contents 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. 2 SPSS 2.1 2.2 2.3 Basics. Data and Variable Views. Output Window. SPSS Syntax. 9 9 12 13 3 Preliminary Data Analysis: An Analysis Before the Analysis. 3.1 Cleani ng 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. 15 20 23 23 29 30 36 39 44 50 53 4 Factor Analysis: Combining Related Question-Items into Latent Variables. References. 55 66 Assess the Quality of Your Instrument. 5.1 Reliability. 5.2 Validity. References. 69 70 76 88 5 1 1 2 4 5 7 xiii
Contents xiv 6 Latent Variable. 6.1 Addressing Biases. 6.1.1 Non-Response Bias. 6.1.2 Common Method Bias. References. 7 Test of Differences Among Groups 7.1 r-Test: Testing Differences Between Two Groups. 7.1.1 Independent Samples t-Test. 7.1.2 Paired Samples /-Test. 7.2 ANOVA: Testing More than Two Groups. 7.3 ANCOVA: Testing Differences and Controlling for Covariate. References. 8 Test of Correlations. 8.1 Pearson Correlation. 8.2 Pearson Correlation with Bootstrap. References. 144 156 160 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. 161 163 176 179 187 199 217 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. 219 219 226 233 240 246 253 շ6()
Bibliography. 261 Index. |
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author | Roni, Saiyidi Mat Djajadikerta, Hadrian Geri |
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dewey-ones | 519 - Probabilities and applied mathematics |
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dewey-search | 519.5 |
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dewey-tens | 510 - Mathematics |
discipline | Soziologie Mathematik |
discipline_str_mv | Soziologie Mathematik |
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spelling | Roni, Saiyidi Mat Verfasser (DE-588)1237851432 aut Data Analysis with SPSS for Survey-based Research by Saiyidi Mat Roni, Hadrian Geri Djajadikerta Singapore Springer [2021] © 2021 XIV, 264 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier Applied Statistics Statistics SPSS (DE-588)4056588-9 gnd rswk-swf Demoskopie (DE-588)4011425-9 gnd rswk-swf Demoskopie (DE-588)4011425-9 s SPSS (DE-588)4056588-9 s DE-604 Djajadikerta, Hadrian Geri (DE-588)1075609127 aut Erscheint auch als Online-Ausgabe 978-981-1601-93-4 Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=033704970&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Roni, Saiyidi Mat Djajadikerta, Hadrian Geri Data Analysis with SPSS for Survey-based Research Applied Statistics Statistics SPSS (DE-588)4056588-9 gnd Demoskopie (DE-588)4011425-9 gnd |
subject_GND | (DE-588)4056588-9 (DE-588)4011425-9 |
title | Data Analysis with SPSS for Survey-based Research |
title_auth | Data Analysis with SPSS for Survey-based Research |
title_exact_search | Data Analysis with SPSS for Survey-based Research |
title_exact_search_txtP | Data Analysis with SPSS for Survey-based Research |
title_full | Data Analysis with SPSS for Survey-based Research by Saiyidi Mat Roni, Hadrian Geri Djajadikerta |
title_fullStr | Data Analysis with SPSS for Survey-based Research by Saiyidi Mat Roni, Hadrian Geri Djajadikerta |
title_full_unstemmed | Data Analysis with SPSS for Survey-based Research by Saiyidi Mat Roni, Hadrian Geri Djajadikerta |
title_short | Data Analysis with SPSS for Survey-based Research |
title_sort | data analysis with spss for survey based research |
topic | Applied Statistics Statistics SPSS (DE-588)4056588-9 gnd Demoskopie (DE-588)4011425-9 gnd |
topic_facet | Applied Statistics Statistics SPSS Demoskopie |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=033704970&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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