Essential statistics for applied linguistics: using R or JASP
Assuming no prior knowledge, this text provides a concise, practical and accessible introduction to using, analysing and interpreting statistics and methodologies in empirical work using R or JASP. It takes an activity-based approach, in which students are first stimulated to consider a problem or q...
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
London ; New York ; Oxford ; New Delhi ; Sydney
Bloomsbury Academic
2020
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| Ausgabe: | Second edition |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Zusammenfassung: | Assuming no prior knowledge, this text provides a concise, practical and accessible introduction to using, analysing and interpreting statistics and methodologies in empirical work using R or JASP. It takes an activity-based approach, in which students are first stimulated to consider a problem or question and find their own solution before the conventional way of solving that problem or question is introduced. 'How To' guides on R and JASP, which take students step-by-step through statistical analyses and practical assignments, are available on the book's companion website.This book will be an invaluable resource for undergraduate and postgraduate students of Applied Linguistics |
| Beschreibung: | "This edition published 2020 by RED GLOBE PRESS. Previous editions published under the imprint PALGRAVE. Reprinted by Bloomsbury Academic" (Impressum) |
| Beschreibung: | x, 248 Seiten Illustrationen, Diagramme |
| ISBN: | 9781352007817 |
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Datensatz im Suchindex
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CONTENTS Preface: How to Use This Book ix PART 1 1 1. Types of Research 1.1 Introduction 1.2 Hypothesis generating vs. hypothesis testing 1.3 Case studies vs. group studies 1.4 Description vs. explanation 1.5 1.6 1.7 1.8 1.9 1.10 2. Systematicity in Statistics: Variables 2.1 2.2 2.3 2.4 3. 4. Non-experimental vs. experimental Process research vs. product research Longitudinal vs. cross-sectional Qualitative vs. quantitative ln-situ/naturalistic research vs. laboratory research The approaches taken in this book Introduction Why do we need statistics? Variables and operationalization Statistical dangers and limitations 3 3 4 7 8 9 11 12 14 15 18 19 19 20 21 24 Descriptive Statistics 27 3.1 3.2 3.3 3.4 3.5 27 27 29 35 37 Introduction Statistics: Means versus relationships Describing datasets: Means and dispersion A different view on variability Frequency distributions Statistical Logic 43 4.1 Introduction 4.2 Independent versusdependent variables 4.3 Statistical decisions 4.4 The sample and the population 4.5 Degrees of freedom 4.6 Checking assumptions 43 43 45 52 55 55 V
CONTENTS 5. 6. 7. 4.7 Alpha, beta, and effect sizes 4.8 Significance revisited 4.9 Steps in statistical studies 57 59 60 Assessing Relationships and Comparing Groups 63 5.1 5.2 5.3 63 63 73 Simple and Multiple Linear Regression Analyses 80 6.1 6.2 6.3 6.4 80 80 88 Introduction Assessing relationships and simple regression Multiple linear regression Assumptions for regression and(non-parametric) alternatives 95 7.1 7.2 7.3 7.4 95 96 101 Introduction Comparing more than two groups: The ANOVA Factorial ANOVA Alternatives for comparing means in case of assumption violations Effect sizes Summary and Concluding Remarks 8.1 8.2 8.3 8.4 Introduction Overviewand summary of tests Additional statistics Concluding remarks PART 2-R Practicals in R/RStudio Getting ready to start using R and RStudio 107 109 111 111 111 118 122 127 129 Why use R? Download and start using R and RStudio 129 130 R PRACTICAL 1: Exploring R and RStudio and Entering Variables (Chapter 2) 132 Part A: Simple calculations, vectors, and scripts Part B: Installing packages - R Markdown Part C: Importing and looking at data vi 92 Additional Statistics for Group Comparisons 7.5 8. Introduction Assessing relationships Comparing two groups 132 137 140
CONTENTS R PRACTICAL 2: Descriptive Statistics (Chapter 3) Part A Part В Parte 146 146 150 151 R PRACTICAL 3: Calculations using R (Chapter 4) Part A Part В 154 154 161 R PRACTICAL 4: Inductive Statistics (Chapter 5) Part A: Reading and listening Part B: Social class Part C: Gender and intelligence Part D: Alpha - This assignment is slightly more advanced 162 162 165 167 171 R PRACTICAL 5: Regression/Miscellaneous Assignments (Chapter 5/6) 173 Part A: Nativeness ratings and self-perceived L2 speaking skills 173 Part B: Age and writing scores 174 Part C: Instruction, age, and writing scores - This part is slightly more advanced 177 R PRACTICAL 6: More Advanced Group Comparisons (Chapter 7) Part A: Exposure and vocabulary scores Part B: Instruction and writing scores Part C: Subtitles and vocabulary learning 181 181 182 186 R PRACTICAL 7: Exam Practice 191 PART 2-JASP Practicals in JASP 195 Getting ready to start using JASP Why use JASP? Download and start usingJASP 197 197 197 JASP PRACTICAL 1: Exploring JASP and Entering Variables (Chapter 2) Part A: Importing and looking at data Part B: Preparing a data file 200 200 202 vii
CONTENTS JASP PRACTICAL 2: Descriptive Statistics (Chapter 3) 203 Part A 203 Part В 206 Part C 206 JASP PRACTICAL 3: Calculations using JASP (Chapter 4) 208 Part A Part В 208 214 JASP PRACTICAL 4: Inductive Statistics (Chapter 5) 215 Part A: Reading and listening Part B: Social class 217 PartC: Gender and intelligence Part D: Alpha - This assignment is slightly more advanced 219 223 JASP PRACTICAL 5: Regression/Miscellaneous Assignments (Chapter 5/6) Part A: Nativeness ratings and self-perceived L2 speaking skills Part B: Age and writing scores viii 215 224 224 225 JASP PRACTICAL 6: More Advanced Group Comparisons (Chapter 7) 228 Part A: Exposure and vocabulary scores Part B: Instruction and writing scores Part C: Subtitles and Vocabulary Learning 228 229 232 JASP PRACTICAL 7: Exam Practice 236 References 239 Index 242 Packages used in 2-R 246 Functions used in 2-R 247 |
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| institution | BVB |
| isbn | 9781352007817 |
| language | English |
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| spelling | Loerts, Hanneke Verfasser (DE-588)120576366X aut Essential statistics for applied linguistics using R or JASP Hanneke Loerts, Wander Lowie and Bregtje Seton Second edition London ; New York ; Oxford ; New Delhi ; Sydney Bloomsbury Academic 2020 x, 248 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier "This edition published 2020 by RED GLOBE PRESS. Previous editions published under the imprint PALGRAVE. Reprinted by Bloomsbury Academic" (Impressum) Assuming no prior knowledge, this text provides a concise, practical and accessible introduction to using, analysing and interpreting statistics and methodologies in empirical work using R or JASP. It takes an activity-based approach, in which students are first stimulated to consider a problem or question and find their own solution before the conventional way of solving that problem or question is introduced. 'How To' guides on R and JASP, which take students step-by-step through statistical analyses and practical assignments, are available on the book's companion website.This book will be an invaluable resource for undergraduate and postgraduate students of Applied Linguistics Statistik (DE-588)4056995-0 gnd rswk-swf Angewandte Linguistik (DE-588)4127822-7 gnd rswk-swf Angewandte Linguistik (DE-588)4127822-7 s Statistik (DE-588)4056995-0 s DE-604 Lowie, Wander 1959- Verfasser (DE-588)131680668 aut Seton, Bregtje 1983- Verfasser (DE-588)1034875469 aut Äquivalent BV046628654 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=035236415&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Loerts, Hanneke Lowie, Wander 1959- Seton, Bregtje 1983- Essential statistics for applied linguistics using R or JASP Statistik (DE-588)4056995-0 gnd Angewandte Linguistik (DE-588)4127822-7 gnd |
| subject_GND | (DE-588)4056995-0 (DE-588)4127822-7 |
| title | Essential statistics for applied linguistics using R or JASP |
| title_auth | Essential statistics for applied linguistics using R or JASP |
| title_exact_search | Essential statistics for applied linguistics using R or JASP |
| title_full | Essential statistics for applied linguistics using R or JASP Hanneke Loerts, Wander Lowie and Bregtje Seton |
| title_fullStr | Essential statistics for applied linguistics using R or JASP Hanneke Loerts, Wander Lowie and Bregtje Seton |
| title_full_unstemmed | Essential statistics for applied linguistics using R or JASP Hanneke Loerts, Wander Lowie and Bregtje Seton |
| title_short | Essential statistics for applied linguistics |
| title_sort | essential statistics for applied linguistics using r or jasp |
| title_sub | using R or JASP |
| topic | Statistik (DE-588)4056995-0 gnd Angewandte Linguistik (DE-588)4127822-7 gnd |
| topic_facet | Statistik Angewandte Linguistik |
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