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Part 1: Document Description
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Citation |
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Title: |
Replication Data for Crowdsourced Adaptive Surveys |
Identification Number: |
doi:10.7910/DVN/QVOLDN |
Distributor: |
Harvard Dataverse |
Date of Distribution: |
2024-12-05 |
Version: |
1 |
Bibliographic Citation: |
Velez, Yamil, 2024, "Replication Data for Crowdsourced Adaptive Surveys", https://doi.org/10.7910/DVN/QVOLDN, Harvard Dataverse, V1, UNF:6:3MWn5WLKmcM3f1hANpHaUw== [fileUNF] |
Citation |
|
Title: |
Replication Data for Crowdsourced Adaptive Surveys |
Identification Number: |
doi:10.7910/DVN/QVOLDN |
Authoring Entity: |
Velez, Yamil (Columbia University) |
Producer: |
<i>Political Analysis</i> |
Distributor: |
Harvard Dataverse |
Access Authority: |
Velez, Yamil |
Depositor: |
Velez, Yamil |
Date of Deposit: |
2024-10-30 |
Holdings Information: |
https://doi.org/10.7910/DVN/QVOLDN |
Study Scope |
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Keywords: |
Social Sciences |
Abstract: |
Public opinion surveys are vital for informing democratic decision-making, but responding to rapidly evolving information environments and measuring beliefs within niche communities can be challenging for traditional survey methods. This paper introduces a crowdsourced adaptive survey methodology (CSAS) that unites advances in natural language processing and adaptive algorithms to generate question banks that evolve with user input. The CSAS method converts open-ended text provided by participants into survey items and applies a multi-armed bandit algorithm to determine which questions should be prioritized in the survey. The method's adaptive nature allows for the exploration of new survey questions, while imposing minimal costs in survey length. Applications in the domains of Latino information environments, national issue importance, and local politics showcase CSAS's ability to identify topics that might otherwise escape the notice of survey researchers. I conclude by highlighting CSAS's potential to bridge conceptual gaps between researchers and participants in survey research. |
Methodology and Processing |
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Data Access |
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Other Study Description Materials |
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File Description--f10676531 |
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File: cr_issues.tab |
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File: cr_local.tab |
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File: cr_misinfo.tab |
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File: unique_claims.tab |
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Variable Format: character Notes: UNF:6:2NxjSXxUVAanIg5mPbqvOg== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:cJzbswOp5VhuN8P+6VtUJw== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:xSJxeCyrkCdOQ7e4uSf4lA== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:+syvV/ri9JWgohhS/bhf1g== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:baMwwG6rN87UG2lEtoT2gA== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:lqgGJO2/2WmF4Ii4Fm4yOw== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:4iw9H9A5LHP8vYeeChFjFQ== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:vzletRyZgWdRBhVvqbeDiA== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:XsgfjqgbYEvZraZLz1w3+A== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:QJ81kJJKQQFv6hM8wi+6Xw== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:fGbHNYJbM9HlRwKziGkKpg== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:IggviQUY2/t9bQc7BGpzNg== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:Xc0gbU5//gTOOJHjCH2N2Q== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:0VppF6N3UA52eAaWFHBzIw== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:I/FAKOi1IS34uOCQJlGgpA== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:a4ESSulBMgJ+yq11jfAedw== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:vgue2KelUe0rtVwCm4P1KQ== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:h9EkKk8yRMOjTcMISa9yeg== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:C9EvR3kfOGZOWPWXgkRyoQ== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:GxsJeTkFnD9h4GnKKpI16Q== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:QWkHVS/hjlnihq08C/+iDg== |
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Variable Format: character Notes: UNF:6:QkvoH1+GWKxvqaTUYY69eQ== |
f10676527 Location: |
Variable Format: character Notes: UNF:6:4lTATRPZPL10FuHwscrCTA== |
f10676537 Location: |
Summary Statistics: Min. 0.65; Mean 0.82375; Valid 8.0; StDev 0.12046783803156758; Max. 0.99 Variable Format: numeric Notes: UNF:6:Xt1g/9LqpXpI4eaLUKFR1w== |
f10676537 Location: |
Variable Format: character Notes: UNF:6:H46lOrBeqdNlKf7pRqRHsA== |
f10676537 Location: |
Variable Format: character Notes: UNF:6:ilbt1oyljUoYnp/maoPzoQ== |
f10676538 Location: |
Summary Statistics: Min. 0.65; Valid 8.0; Max. 0.99; StDev 0.12046783803156758; Mean 0.82375 Variable Format: numeric Notes: UNF:6:Xt1g/9LqpXpI4eaLUKFR1w== |
f10676538 Location: |
Variable Format: character Notes: UNF:6:1APY3GQjmgRQz4pHD/of/g== |
f10676542 Location: |
Variable Format: character Notes: UNF:6:LunrIYNyfjI4pvA0l24D1Q== |
f10676542 Location: |
Variable Format: character Notes: UNF:6:Rgt+5Vn/YjSgbXZa6QKPNA== |
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Variable Format: character Notes: UNF:6:CgPvWpkTz2pugxxZmZF6AA== |
f10676541 Location: |
Variable Format: character Notes: UNF:6:jiGqNZoJHDnvzHkoeJWN/A== |
f10676541 Location: |
Variable Format: character Notes: UNF:6:ZzTsX0wAfL93Cib2Xgm81g== |
f10676541 Location: |
Variable Format: character Notes: UNF:6:PCRBpzf0fRJ0YvQQQ2E1MQ== |
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Variable Format: character Notes: UNF:6:Yy/xPCjbNrt7ffvFOfJjuA== |
f10676536 Location: |
Variable Format: character Notes: UNF:6:nmljuX5FfW167OwqyN2G0A== |
f10676536 Location: |
Variable Format: character Notes: UNF:6:D1bczvcQi8BeQL1mrck/bA== |
f10676536 Location: |
Summary Statistics: Max. 3.0; Mean 1.6295843520782394; StDev 0.503067771981561; Min. 1.0; Valid 818.0; Variable Format: numeric Notes: UNF:6:kTLdhGYA7pDuQ0LZtKdKJQ== |
f10676536 Location: |
Variable Format: character Notes: UNF:6:m3F1vfgAQ+xSiBpKYFIPiA== |
f10676534 Location: |
Variable Format: character Notes: UNF:6:CgPvWpkTz2pugxxZmZF6AA== |
f10676534 Location: |
Variable Format: character Notes: UNF:6:jiGqNZoJHDnvzHkoeJWN/A== |
f10676534 Location: |
Variable Format: character Notes: UNF:6:ZzTsX0wAfL93Cib2Xgm81g== |
f10676534 Location: |
Variable Format: character Notes: UNF:6:PCRBpzf0fRJ0YvQQQ2E1MQ== |
f10676534 Location: |
Variable Format: character Notes: UNF:6:JHAR4Lek9u/JSnH7F6n8dw== |
f10676534 Location: |
Variable Format: character Notes: UNF:6:zMFJAVwmjRo8RyZfZWYZTQ== |
f10676534 Location: |
Summary Statistics: StDev 0.7514887281439231; Valid 279.0; Mean 1.4480286738351253; Min. 1.0; Max. 3.0 Variable Format: numeric Notes: UNF:6:1KmJgM32Gjzk+hFK85XUiQ== |
f10676534 Location: |
Summary Statistics: Valid 279.0; Max. 3.0; Mean 1.3942652329749103; StDev 0.7409667619725283; Min. 1.0 Variable Format: numeric Notes: UNF:6:zYt3wdXnDiYqODXy1ZhOcg== |
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Variable Format: character Notes: UNF:6:fBUB8dDdTasiSxbY6Pgesg== |
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Variable Format: character Notes: UNF:6:Rgt+5Vn/YjSgbXZa6QKPNA== |
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Variable Format: character Notes: UNF:6:jqKO5YHzWpkCDh1eE99y4Q== |
f10676533 Location: |
Variable Format: character Notes: UNF:6:I20HKBTM5WOxsSnw04F8wQ== |
f10676533 Location: |
Variable Format: character Notes: UNF:6:5zxWeDbRGlVxOJ8hRY286A== |
f10676533 Location: |
Variable Format: character Notes: UNF:6:GbXIR/ijXyJiXo6Ld/G3LA== |
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Variable Format: character Notes: UNF:6:y+AEvl2qJlBA7EoMuOlx/Q== |
f10676535 Location: |
Variable Format: character Notes: UNF:6:bLcmtbnr5uSOkRz/zMXi6g== |
f10676535 Location: |
Variable Format: character Notes: UNF:6:tsyozTPXzmqRhWeALfuctQ== |
f10676535 Location: |
Variable Format: character Notes: UNF:6:aRy+9j98RiPU+MjbXcDbog== |
f10676535 Location: |
Variable Format: character Notes: UNF:6:pAdbPfbc7il4/4F8KfMtwA== |
f10676535 Location: |
Variable Format: character Notes: UNF:6:UdkSLXWqljg9ldgwccGEkQ== |
Label: |
ReadMe.txt |
Notes: |
text/plain |
Label: |
replication.html |
Notes: |
text/html |
Label: |
replication.Rmd |
Notes: |
text/x-r-notebook |
Label: |
main.py |
Notes: |
text/x-python-script |
Label: |
main2.py |
Notes: |
text/x-python-script |