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Part 1: Document Description
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Citation |
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Title: |
Replication Data for: A Practical Guide to Dealing with Attrition in Political Science Experiments |
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Identification Number: |
doi:10.7910/DVN/O2IAWW |
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Distributor: |
Harvard Dataverse |
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Date of Distribution: |
2023-03-13 |
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Version: |
1 |
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Bibliographic Citation: |
Lo, Adeline Y.; Renshon, Jonathan; Bassan-Nygate, Lotem, 2023, "Replication Data for: A Practical Guide to Dealing with Attrition in Political Science Experiments", https://doi.org/10.7910/DVN/O2IAWW, Harvard Dataverse, V1, UNF:6:PJLl5857dzvPQ3caSCycrg== [fileUNF] |
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Citation |
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Title: |
Replication Data for: A Practical Guide to Dealing with Attrition in Political Science Experiments |
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Identification Number: |
doi:10.7910/DVN/O2IAWW |
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Authoring Entity: |
Lo, Adeline Y. (University of Wisconsin -- Madison) |
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Renshon, Jonathan (University of Wisconsin -- Madison) |
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Bassan-Nygate, Lotem (University of Wisconsin -- Madison) |
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Distributor: |
Harvard Dataverse |
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Access Authority: |
Bassan-Nygate, Lotem |
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Depositor: |
Bassan-Nygate, Lotem |
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Date of Deposit: |
2023-01-18 |
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Holdings Information: |
https://doi.org/10.7910/DVN/O2IAWW |
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Study Scope |
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Keywords: |
Social Sciences, Attrition |
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Abstract: |
Despite admonitions to address attrition in experiments - missingness on Y - alongside best practices designed to encourage transparency, most political science researchers all but ignore it. A quantitative literature search of this journal - where we’d expect to find the most conscientious reporting of attrition - shows low rates of discussion of the issue. We suspect that there are few options to convincingly demonstrate low or less-concerning attrition when this occurs, confusion on the link between when attrition occurs and the type of validity it threatens when it does occur, and limited connection to and guidance on which estimands are threatened by different attrition patterns. This is exacerbated by limited tools to identify, investigate and report types of attrition. We offer the R package attritevis - to visualize attrition over time, by intervention, and include a step-by-step guide to identifying and addressing attrition that balances post-hoc analytical tools with guidance for revising designs to ameliorate problematic attrition. |
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Methodology and Processing |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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File Description--f6917375 |
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File: lit_review.tab |
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Notes: |
UNF:6:PJLl5857dzvPQ3caSCycrg== |
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List of Variables: |
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Variables |
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f6917375 Location: |
Summary Statistics: Min. 1.0; Max. 131.0; Valid 131.0; StDev 37.960505792204614; Mean 66.0 Variable Format: numeric Notes: UNF:6:eGwYQzIjYWsSpi7PQ4vOnA== |
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f6917375 Location: |
Summary Statistics: Min. 2014.0; Max. 2021.0; Valid 131.0; StDev 2.3171093823137885; Mean 2017.9847328244275 Variable Format: numeric Notes: UNF:6:amSNPXoiayQzY/1mfx1eqA== |
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f6917375 Location: |
Summary Statistics: Valid 131.0; Max. 8.0; Mean 4.98473282442748; StDev 2.3171093823137885; Min. 1.0 Variable Format: numeric Notes: UNF:6:+3HGhPmFPXbDB8ZRgovXUA== |
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f6917375 Location: |
Summary Statistics: Min. 1.0; StDev 0.7658292378911408; Mean 1.854961832061069; Max. 3.0; Valid 131.0 Variable Format: numeric Notes: UNF:6:Kul+V+4enEfbE+iSgTvo2g== |
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f6917375 Location: |
Variable Format: character Notes: UNF:6:dLR0b9m59zQueKi6N+lJKw== |
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Variable Format: character Notes: UNF:6:N5QNtcuiOmH/8Ud2PCiYGA== |
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Label: |
attritevis_vignette.html |
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Notes: |
text/html |
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attritevis_vignette.Rmd |
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Notes: |
text/x-r-notebook |
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cards.png |
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image/png |
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color-text1.lua |
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application/octet-stream |
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color-text.lua |
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application/octet-stream |
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paper_replication.html |
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text/html |
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paper_replication.Rmd |
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text/x-r-notebook |
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plot1.png |
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image/png |
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plot2.png |
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image/png |
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plot3.png |
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image/png |
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praise.png |
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image/png |
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README.md |
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text/markdown |
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test_data.csv |
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Notes: |
text/csv |