The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.

Opt-in surveys are the most widespread method used to study participation in online communities, but produce biased results in the absence of adjustments for non-response. A 2008 survey conducted by the Wikimedia Foundation and United Nations University at Maastricht is the source of a frequently ci...

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Main Authors: Benjamin Mako Hill, Aaron Shaw
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3694126?pdf=render
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author Benjamin Mako Hill
Aaron Shaw
author_facet Benjamin Mako Hill
Aaron Shaw
author_sort Benjamin Mako Hill
collection DOAJ
description Opt-in surveys are the most widespread method used to study participation in online communities, but produce biased results in the absence of adjustments for non-response. A 2008 survey conducted by the Wikimedia Foundation and United Nations University at Maastricht is the source of a frequently cited statistic that less than 13% of Wikipedia contributors are female. However, the same study suggested that only 39.9% of Wikipedia readers in the US were female - a finding contradicted by a representative survey of American adults by the Pew Research Center conducted less than two months later. Combining these two datasets through an application and extension of a propensity score estimation technique used to model survey non-response bias, we construct revised estimates, contingent on explicit assumptions, for several of the Wikimedia Foundation and United Nations University at Maastricht claims about Wikipedia editors. We estimate that the proportion of female US adult editors was 27.5% higher than the original study reported (22.7%, versus 17.8%), and that the total proportion of female editors was 26.8% higher (16.1%, versus 12.7%).
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spelling doaj.art-7cb81db09c6249edb2a503db9b5475682022-12-21T18:53:08ZengPublic Library of Science (PLoS)PLoS ONE1932-62032013-01-0186e6578210.1371/journal.pone.0065782The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.Benjamin Mako HillAaron ShawOpt-in surveys are the most widespread method used to study participation in online communities, but produce biased results in the absence of adjustments for non-response. A 2008 survey conducted by the Wikimedia Foundation and United Nations University at Maastricht is the source of a frequently cited statistic that less than 13% of Wikipedia contributors are female. However, the same study suggested that only 39.9% of Wikipedia readers in the US were female - a finding contradicted by a representative survey of American adults by the Pew Research Center conducted less than two months later. Combining these two datasets through an application and extension of a propensity score estimation technique used to model survey non-response bias, we construct revised estimates, contingent on explicit assumptions, for several of the Wikimedia Foundation and United Nations University at Maastricht claims about Wikipedia editors. We estimate that the proportion of female US adult editors was 27.5% higher than the original study reported (22.7%, versus 17.8%), and that the total proportion of female editors was 26.8% higher (16.1%, versus 12.7%).http://europepmc.org/articles/PMC3694126?pdf=render
spellingShingle Benjamin Mako Hill
Aaron Shaw
The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.
PLoS ONE
title The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.
title_full The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.
title_fullStr The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.
title_full_unstemmed The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.
title_short The Wikipedia Gender Gap Revisited: Characterizing Survey Response Bias with Propensity Score Estimation.
title_sort wikipedia gender gap revisited characterizing survey response bias with propensity score estimation
url http://europepmc.org/articles/PMC3694126?pdf=render
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