Experiment design and statistical methods: for behavioural and social research
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
London [u.a.]
Chapman & Hall
1995
|
| Ausgabe: | 1. ed. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Literaturverz. S. 258 |
| Beschreibung: | VIII, 264 S. graph. Darst. |
| ISBN: | 0412542307 |
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Datensatz im Suchindex
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| adam_text | Contents
Preface
Part One: Statistical Design and Analysis for Basic Experiments 1
1 Introduction 3
1.1 Structure and scope of Part One 3
1.2 Inference for descriptive and experimental research 3
1.3 What is experimental research? 4
1.4 Theory testing, generalization and cost effectiveness 5
2 Introduction to four basic designs 6
2.1 Single factor independent groups design 6
2.2 Single factor repeated measures design 8
2.3 Two factor design 10
2.4 Single factor independent groups design with use of
covariate 14
3 Overview of concepts and techniques 17
3.1 Variance 17
3.2 Variance of means 18
3.3 Random sampling and randomization 19
3.4 Confidence intervals 20
3.5 Sampling fluctuation and sampling error 20
3.6 Statistical significance 21
3.7 Formulating decision making as a test of hypotheses 21
3.8 Power 23
3.9 Sensitivity 24
3.10 Efficiency 24
3.11 Bias 25
3.12 Logistical constraints 25
4 Single factor independent groups design 26
4.1 Introduction 26
4.2 The principles of the analysis of variance 26
4.3 Analysis of variance and significance test 28
4.4 The summary table and the decomposition of the total SS 31
4.5 Computational formulae for degrees of freedom and SSs 33
4.6 Underlying model and assumptions for tests of significance 34
4.7 Concept linkage for analysis of variance 35
4.8 Exercises 36
5 Single factor repeated measures design 38
5.1 Introduction 38
5.2 Variation present in the repeated measures design 38
5.3 The principles of the analysis of variance 40
5.4 Analysis of variance and significance test 41
5.5 Computational formulae for SS and degrees of freedom 45
5.6 Underlying model and assumptions for tests of signi¬
ficance 46
5.7 Exercises 47
6 Two factor independent groups design SO
6.1 Introduction 50
6.2 Example of two factor design 50
6.3 The effect of the interaction of the factors 53
6.4 The principles of the analysis of variance 55
6.5 The summary table and tests of significance 60
6.6 Formulae for hand calculation of SSs 62
6.7 Underlying model and assumptions for tests of signi¬
ficance 65
6.8 Exercises 65
7 Single factor independent groups design with covariate 68
7.1 Introduction 68
7.2 The concept and technique of covariate adjustment 68
7.3 The effect of covariate adjustment on variance esti¬
mates 70
7.4 Underlying model and assumptions for tests of signi¬
ficance 73
7.5 Exercises 74
8 Contrasts and comparisons among means 76
8.1 Introduction 76
8.2 Formulating and testing a comparison among means 76
8.3 A posteriori tests of comparisons 80
8.4 Overview of decisions for contrasts and comparisons of
means 82
8.5 Exercises 83
9 Power and sensitivity in design decisions 84
9.1 Introduction 84
9.2 Sensitivity and efficiency gains from a continuous
covariate 84
9.3 Sensitivity and efficiency gains from a category covariate 86
9.4 Choice of sample size 89
9.5 Choice of within or between subjects design 93
9.6 Summary of influences on design decisions 95
9.7 Exercises 95
Part Two: Unbalanced, Non Randomized and Survey Designs 99
10 Unbalanced and confounded designs 101
10.1 Introduction 101
10.2 Two factor unbalanced design 102
10.3 Confounding in one variable non randomized designs 113
10.4 Exercises 125
11 Multiple regression 130
11.1 Introduction 130
11.2 Overview of designs, variables and orthogonality 130
11.3 Comparison of models with category and continuous
independent variables 131
11.4 Glossary of terms for multiple regression 138
11.5 Sequential model construction 139
11.6 Exercises 142
Part Three: Analysis for Further Experiment Designs 143
12 Two factor designs with between and within subjects factors 145
12.1 Introduction 145
12.2 Example of a BW design 145
12.3 Example of a WW design 149
12.4 Overview of rules for the ANOVA summary table for
designs BB, BW and WW 151
12.5 Tests of significance for simple effects in BW and WW
designs 153
12.6 Calculation pro forma for simple effects in two factor designs 156
12.7 Contrasts and comparisons in the BW and WW designs 157
12.8 Exercises 158
13 Three factor designs 161
13.1 Introduction 161
13.2 Example of a BBB design 162
13.3 Example of a BBW design 169
13.4 Example of a BWW design 170
13.5 Summary of rules for analysis of BBB, BBW, BWW and
WWW designs 173
13.6 Exercises 183
Appendix A: Hints on use of computer programs 186
Appendix B: Additional exercises for Chapters 5 13 188
Appendix C: Solutions to exercises for Chapters 4 13 216
Appendix D: Approximate degrees of freedom for test of significance
for simple effects in BW and WW designs 241
Appendix E: Rationale for approximate sample size formula 242
Appendix F: Tables of critical values 243
References 258
Index 259
|
| adam_txt |
Contents
Preface
Part One: Statistical Design and Analysis for Basic Experiments 1
1 Introduction 3
1.1 Structure and scope of Part One 3
1.2 Inference for descriptive and experimental research 3
1.3 What is experimental research? 4
1.4 Theory testing, generalization and cost effectiveness 5
2 Introduction to four basic designs 6
2.1 Single factor independent groups design 6
2.2 Single factor repeated measures design 8
2.3 Two factor design 10
2.4 Single factor independent groups design with use of
covariate 14
3 Overview of concepts and techniques 17
3.1 Variance 17
3.2 Variance of means 18
3.3 Random sampling and randomization 19
3.4 Confidence intervals 20
3.5 Sampling fluctuation and sampling error 20
3.6 Statistical significance 21
3.7 Formulating decision making as a test of hypotheses 21
3.8 Power 23
3.9 Sensitivity 24
3.10 Efficiency 24
3.11 Bias 25
3.12 Logistical constraints 25
4 Single factor independent groups design 26
4.1 Introduction 26
4.2 The principles of the analysis of variance 26
4.3 Analysis of variance and significance test 28
4.4 The summary table and the decomposition of the total SS 31
4.5 Computational formulae for degrees of freedom and SSs 33
4.6 Underlying model and assumptions for tests of significance 34
4.7 Concept linkage for analysis of variance 35
4.8 Exercises 36
5 Single factor repeated measures design 38
5.1 Introduction 38
5.2 Variation present in the repeated measures design 38
5.3 The principles of the analysis of variance 40
5.4 Analysis of variance and significance test 41
5.5 Computational formulae for SS and degrees of freedom 45
5.6 Underlying model and assumptions for tests of signi¬
ficance 46
5.7 Exercises 47
6 Two factor independent groups design SO
6.1 Introduction 50
6.2 Example of two factor design 50
6.3 The effect of the interaction of the factors 53
6.4 The principles of the analysis of variance 55
6.5 The summary table and tests of significance 60
6.6 Formulae for hand calculation of SSs 62
6.7 Underlying model and assumptions for tests of signi¬
ficance 65
6.8 Exercises 65
7 Single factor independent groups design with covariate 68
7.1 Introduction 68
7.2 The concept and technique of covariate adjustment 68
7.3 The effect of covariate adjustment on variance esti¬
mates 70
7.4 Underlying model and assumptions for tests of signi¬
ficance 73
7.5 Exercises 74
8 Contrasts and comparisons among means 76
8.1 Introduction 76
8.2 Formulating and testing a comparison among means 76
8.3 A posteriori tests of comparisons 80
8.4 Overview of decisions for contrasts and comparisons of
means 82
8.5 Exercises 83
9 Power and sensitivity in design decisions 84
9.1 Introduction 84
9.2 Sensitivity and efficiency gains from a continuous
covariate 84
9.3 Sensitivity and efficiency gains from a category covariate 86
9.4 Choice of sample size 89
9.5 Choice of within or between subjects design 93
9.6 Summary of influences on design decisions 95
9.7 Exercises 95
Part Two: Unbalanced, Non Randomized and Survey Designs 99
10 Unbalanced and confounded designs 101
10.1 Introduction 101
10.2 Two factor unbalanced design 102
10.3 Confounding in one variable non randomized designs 113
10.4 Exercises 125
11 Multiple regression 130
11.1 Introduction 130
11.2 Overview of designs, variables and orthogonality 130
11.3 Comparison of models with category and continuous
independent variables 131
11.4 Glossary of terms for multiple regression 138
11.5 Sequential model construction 139
11.6 Exercises 142
Part Three: Analysis for Further Experiment Designs 143
12 Two factor designs with between and within subjects factors 145
12.1 Introduction 145
12.2 Example of a BW design 145
12.3 Example of a WW design 149
12.4 Overview of rules for the ANOVA summary table for
designs BB, BW and WW 151
12.5 Tests of significance for simple effects in BW and WW
designs 153
12.6 Calculation pro forma for simple effects in two factor designs 156
12.7 Contrasts and comparisons in the BW and WW designs 157
12.8 Exercises 158
13 Three factor designs 161
13.1 Introduction 161
13.2 Example of a BBB design 162
13.3 Example of a BBW design 169
13.4 Example of a BWW design 170
13.5 Summary of rules for analysis of BBB, BBW, BWW and
WWW designs 173
13.6 Exercises 183
Appendix A: Hints on use of computer programs 186
Appendix B: Additional exercises for Chapters 5 13 188
Appendix C: Solutions to exercises for Chapters 4 13 216
Appendix D: Approximate degrees of freedom for test of significance
for simple effects in BW and WW designs 241
Appendix E: Rationale for approximate sample size formula 242
Appendix F: Tables of critical values 243
References 258
Index 259 |
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| discipline | Soziologie Psychologie Wirtschaftswissenschaften |
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| id | DE-604.BV021929823 |
| illustrated | Illustrated |
| index_date | 2024-07-02T16:06:15Z |
| indexdate | 2024-07-09T20:47:38Z |
| institution | BVB |
| isbn | 0412542307 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-015144980 |
| oclc_num | 31641936 |
| open_access_boolean | |
| owner | DE-706 DE-11 DE-188 |
| owner_facet | DE-706 DE-11 DE-188 |
| physical | VIII, 264 S. graph. Darst. |
| publishDate | 1995 |
| publishDateSearch | 1995 |
| publishDateSort | 1995 |
| publisher | Chapman & Hall |
| record_format | marc |
| spelling | Boniface, David R. Verfasser aut Experiment design and statistical methods for behavioural and social research 1. ed. London [u.a.] Chapman & Hall 1995 VIII, 264 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Literaturverz. S. 258 Experimenteel ontwerp gtt Statistische methoden gtt Sozialwissenschaften Experimental design Social sciences Statistical methods Statistik (DE-588)4056995-0 gnd rswk-swf Experimentelle Psychologie (DE-588)4016005-1 gnd rswk-swf Versuchsplanung (DE-588)4078859-3 gnd rswk-swf Verhaltenswissenschaften (DE-588)4133253-2 gnd rswk-swf Psychometrie (DE-588)4176236-8 gnd rswk-swf Methode (DE-588)4038971-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Empirische Sozialforschung (DE-588)4014606-6 gnd rswk-swf Forschungsplanung (DE-588)4155051-1 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 s DE-604 Empirische Sozialforschung (DE-588)4014606-6 s Forschungsplanung (DE-588)4155051-1 s Statistik (DE-588)4056995-0 s DE-188 Verhaltenswissenschaften (DE-588)4133253-2 s Experimentelle Psychologie (DE-588)4016005-1 s Versuchsplanung (DE-588)4078859-3 s Methode (DE-588)4038971-6 s 1\p DE-604 Psychometrie (DE-588)4176236-8 s 2\p DE-604 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015144980&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Boniface, David R. Experiment design and statistical methods for behavioural and social research Experimenteel ontwerp gtt Statistische methoden gtt Sozialwissenschaften Experimental design Social sciences Statistical methods Statistik (DE-588)4056995-0 gnd Experimentelle Psychologie (DE-588)4016005-1 gnd Versuchsplanung (DE-588)4078859-3 gnd Verhaltenswissenschaften (DE-588)4133253-2 gnd Psychometrie (DE-588)4176236-8 gnd Methode (DE-588)4038971-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd Forschungsplanung (DE-588)4155051-1 gnd |
| subject_GND | (DE-588)4056995-0 (DE-588)4016005-1 (DE-588)4078859-3 (DE-588)4133253-2 (DE-588)4176236-8 (DE-588)4038971-6 (DE-588)4055916-6 (DE-588)4014606-6 (DE-588)4155051-1 |
| title | Experiment design and statistical methods for behavioural and social research |
| title_auth | Experiment design and statistical methods for behavioural and social research |
| title_exact_search | Experiment design and statistical methods for behavioural and social research |
| title_exact_search_txtP | Experiment design and statistical methods for behavioural and social research |
| title_full | Experiment design and statistical methods for behavioural and social research |
| title_fullStr | Experiment design and statistical methods for behavioural and social research |
| title_full_unstemmed | Experiment design and statistical methods for behavioural and social research |
| title_short | Experiment design and statistical methods |
| title_sort | experiment design and statistical methods for behavioural and social research |
| title_sub | for behavioural and social research |
| topic | Experimenteel ontwerp gtt Statistische methoden gtt Sozialwissenschaften Experimental design Social sciences Statistical methods Statistik (DE-588)4056995-0 gnd Experimentelle Psychologie (DE-588)4016005-1 gnd Versuchsplanung (DE-588)4078859-3 gnd Verhaltenswissenschaften (DE-588)4133253-2 gnd Psychometrie (DE-588)4176236-8 gnd Methode (DE-588)4038971-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd Forschungsplanung (DE-588)4155051-1 gnd |
| topic_facet | Experimenteel ontwerp Statistische methoden Sozialwissenschaften Experimental design Social sciences Statistical methods Statistik Experimentelle Psychologie Versuchsplanung Verhaltenswissenschaften Psychometrie Methode Empirische Sozialforschung Forschungsplanung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015144980&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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