Bit by bit: social research in the digital age
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Princeton ; Oxford
Princeton University Press
[2018]
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Literaturverzeichnis: Seite 367-412 |
| Beschreibung: | xix, 423 Seiten Illustrationen, Diagramme |
| ISBN: | 9780691158648 0691158649 |
Internformat
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Datensatz im Suchindex
| _version_ | 1804177864082325504 |
|---|---|
| adam_text | CONTENTS
PREFACE xv
CHAPTER 1 · INTRODUCTION 1
1.1 An ink blot................................................ 1
1.2 Welcome to the digital age................................. 2
1.3 Research design............................................ 5
1.4 Themes of this book........................................ 6
1.5 Outline of this book....................................... 9
What to read next......................................... 11
CHAPTER 2 · OBSERVING BEHAVIOR 13
2.1 Introduction.............................................. 13
2.2 Big data.................................................. 14
2.3 Ten common characteristics of big data.................... 17
2.3.1 Big................................................. 17
2.3.2 Always-on........................................... 21
2.3.3 Nonreactive......................................... 23
2.3.4 Incomplete.......................................... 24
2.3.5 Inaccessible........................................ 27
2.3.6 Nonrepresentative................................... 29
2.3.7 Drifting............................................ 33
2.3.8 Algorithmically confounded.......................... 35
2.3.9 Dirty............................................... 37
2.3.10 Sensitive.......................................... 39
2.4 Research strategies....................................... 41
2.4.1 Counting things..................................... 41
2.4.2 Forecasting and nowcasting.......................... 46
2.4.3 Approximating experiments........................... 50
IX
2.5 Conclusion................................................ 61
Mathematical notes........................................ 62
What to read next......................................... 70
Activities................................................ 77
CHAPTER 3 · ASKING QUESTIONS 85
3.1 Introduction.............................................. 85
3.2 Asking versus observing................................... 87
3.3 The total survey error framework.......................... 89
3.3.1 Representation...................................... 91
3.3.2 Measurement......................................... 94
3.3.3 Cost................................................ 98
3.4 Who to ask................................................ 99
3.5 New ways of asking questions..............................107
3.5.1 Ecological momentary assessments....................108
3.5.2 Wiki surveys........................................111
3.5.3 Gamification........................................115
3.6 Surveys linked to big data sources........................117
3.6.1 Enriched asking.....................................118
3.6.2 Amplified asking....................................122
3.7 Conclusion................................................130
Mathematical notes........................................130
What to read next....................................... 136
Activities................................................141
CHAPTER k · RUNNING EXPERIMENTS 147
4.1 Introduction..............................................147
4.2 What are experiments?.....................................149
4.3 Two dimensions of experiments: lab-field and analog-digital.151
4.4 Moving beyond simple experiments..........................158
4.4.1 Validity............................................161
4.4.2 Heterogeneity of treatment effects..................167
4.4.3 Mechanisms..........................................169
4.5 Making it happen..........................................174
4.5.1 Use existing environments...........................175
4.5.2 Build your own experiment...........................178
x
CONTENTS
4.5.3 Build your own product.................................182
4.5.4 Partner with the powerful..............................183
4.6 Advice.......................................................188
4.6.1 Create zero variable cost data......................190
4.6.2 Build ethics into your design: replace, refine,
and reduce.............................................196
4.7 Conclusion...................................................202
Mathematical notes...........................................203
What to read next............................................209
Activities...................................................220
CHAPTER 5 · CREATING MASS COLLABORATION 231
5.1 Introduction.................................................231
5.2 Human computation............................................233
5.2.1 Galaxy Zoo.............................................234
5.2.2 Crowd-coding of political manifestos...................241
5.2.3 Conclusion.............................................244
5.3 Open calls...................................................246
5.3.1 Netflix Prize..........................................246
5.3.2 Foldit.................................................249
5.3.3 Peer-to-Patent.........................................252
5.3.4 Conclusion.............................................254
5.4 Distributed data collection..................................256
5.4.1 eBird..................................................257
5.4.2 PhotoCity..............................................259
5.4.3 Conclusion.............................................262
5.5 Designing your own...........................................265
5.5.1 Motivate participants..................................265
5.5.2 Leverage heterogeneity.................................266
5.5.3 Focus attention........................................267
5.5.4 Enable surprise........................................267
5.5.5 Be ethical.............................................268
5.5.6 Final design advice....................................269
5.6 Conclusion...................................................271
What to read next............................................272
Activities...................................................277
CONTENTS
XI
CHAPTER 6 · ETHICS 281
6.1 Introduction................................................281
6.2 Three examples.............................................283
6.2.1 Emotional Contagion..................................284
6.2.2 Tastes, Ties, and Time..............................285
6.2.3 Encore...............................................286
6.3 Digital is different........................................288
6.4 Four principles.............................................294
6.4.1 Respect for Persons..................................295
6.4.2 Beneficence..........................................296
6.4.3 Justice..............................................298
6.4.4 Respect for Law and Public Interest..................299
6.5 Two ethical frameworks......................................301
6.6 Areas of difficulty........................................303
6.6.1 Informed consent.....................................303
6.6.2 Understanding and managing informational risk........307
6.6.3 Privacy..............................................314
6.6.4 Making decisions in the face of uncertainty..........317
6.7 Practical tips............................................ 321
6.7.1 The IRB is a floor, not a ceiling....................321
6.7.2 Put yourself in everyone else s shoes................322
6.7.3 Think of research ethics as continuous, not discrete.324
6.8 Conclusion..................................................324
Historical appendix.........................................325
What to read next...........................................331
Activities..................................................338
CHAPTER 7 · THE FUTURE 355
7.1 Looking forward.............................................355
7.2 Themes of the future........................................355
7.2.1 The blending of readymades and custommades...........355
7.2.2 Participant-centered data collection.................356
7.2.3 Ethics in research design............................357
7.3 Back to the beginning.......................................358
CONTENTS
ACKNOWLEDGMENTS 361
REFERENCES 367
INDEX 613
XIII
CONTENTS
|
| any_adam_object | 1 |
| author | Salganik, Matthew J. 1976- |
| author_GND | (DE-588)1151536377 |
| author_facet | Salganik, Matthew J. 1976- |
| author_role | aut |
| author_sort | Salganik, Matthew J. 1976- |
| author_variant | m j s mj mjs |
| building | Verbundindex |
| bvnumber | BV044520808 |
| classification_rvk | ST 650 MR 2200 MR 2400 |
| classification_tum | SOZ 700f SOZ 611f |
| ctrlnum | (OCoLC)1019724010 (DE-599)BVBBV044520808 |
| discipline | Informatik Soziologie |
| format | Book |
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| institution | BVB |
| isbn | 9780691158648 0691158649 |
| language | English |
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| physical | xix, 423 Seiten Illustrationen, Diagramme |
| publishDate | 2018 |
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| spelling | Salganik, Matthew J. 1976- Verfasser (DE-588)1151536377 aut Bit by bit social research in the digital age Matthew J. Salganik Princeton ; Oxford Princeton University Press [2018] © 2018 xix, 423 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Literaturverzeichnis: Seite 367-412 Digitalisierung (DE-588)4123065-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 gnd rswk-swf Big Data (DE-588)4802620-7 gnd rswk-swf Digitale Daten (DE-588)4535099-1 gnd rswk-swf Datenerhebung (DE-588)4155272-6 gnd rswk-swf Social Media (DE-588)4639271-3 gnd rswk-swf Forschungsmethode (DE-588)4155046-8 gnd rswk-swf Empirische Sozialforschung (DE-588)4014606-6 gnd rswk-swf Sozialwissenschaften (DE-588)4055916-6 s Forschungsmethode (DE-588)4155046-8 s Digitale Daten (DE-588)4535099-1 s DE-604 Empirische Sozialforschung (DE-588)4014606-6 s Big Data (DE-588)4802620-7 s Social Media (DE-588)4639271-3 s Digitalisierung (DE-588)4123065-6 s Datenerhebung (DE-588)4155272-6 s 1\p DE-604 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=029920334&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Salganik, Matthew J. 1976- Bit by bit social research in the digital age Digitalisierung (DE-588)4123065-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Big Data (DE-588)4802620-7 gnd Digitale Daten (DE-588)4535099-1 gnd Datenerhebung (DE-588)4155272-6 gnd Social Media (DE-588)4639271-3 gnd Forschungsmethode (DE-588)4155046-8 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd |
| subject_GND | (DE-588)4123065-6 (DE-588)4055916-6 (DE-588)4802620-7 (DE-588)4535099-1 (DE-588)4155272-6 (DE-588)4639271-3 (DE-588)4155046-8 (DE-588)4014606-6 |
| title | Bit by bit social research in the digital age |
| title_auth | Bit by bit social research in the digital age |
| title_exact_search | Bit by bit social research in the digital age |
| title_full | Bit by bit social research in the digital age Matthew J. Salganik |
| title_fullStr | Bit by bit social research in the digital age Matthew J. Salganik |
| title_full_unstemmed | Bit by bit social research in the digital age Matthew J. Salganik |
| title_short | Bit by bit |
| title_sort | bit by bit social research in the digital age |
| title_sub | social research in the digital age |
| topic | Digitalisierung (DE-588)4123065-6 gnd Sozialwissenschaften (DE-588)4055916-6 gnd Big Data (DE-588)4802620-7 gnd Digitale Daten (DE-588)4535099-1 gnd Datenerhebung (DE-588)4155272-6 gnd Social Media (DE-588)4639271-3 gnd Forschungsmethode (DE-588)4155046-8 gnd Empirische Sozialforschung (DE-588)4014606-6 gnd |
| topic_facet | Digitalisierung Sozialwissenschaften Big Data Digitale Daten Datenerhebung Social Media Forschungsmethode Empirische Sozialforschung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029920334&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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