Misplaced Pages

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{{Short description|Studies of Misplaced Pages published in an academic journal or some such}}
In recent years there have been ] '''] studies about ]''' in ] publications. This research can be grouped into two categories. The first analyzed the production and reliability of the encyclopedia content, while the second investigated social aspects, such as usage and administration.
{{for|Misplaced Pages's internal page|Misplaced Pages:Academic studies of Misplaced Pages|selfref=yes}}
{{Primary sources|date=July 2023}}
{{Use dmy dates|date=June 2022}}


] has been studied extensively. Between 2001 and 2010, researchers published at least 1,746 ] articles about the online encyclopedia.<ref>{{Cite journal |last=Park |first=Taemin Kim |date=2011-07-24 |title=The visibility of Misplaced Pages in scholarly publications |url=https://journals.uic.edu/ojs/index.php/fm/article/view/3492 |journal=First Monday |doi=10.5210/fm.v16i8.3492 |issn=1396-0466 |hdl=2022/21757 |hdl-access=free |access-date=17 November 2022 |archive-date=17 October 2022 |archive-url=https://web.archive.org/web/20221017114040/https://journals.uic.edu/ojs/index.php/fm/article/view/3492 |url-status=live |doi-access=free }}</ref> Such studies are greatly facilitated by the fact that Misplaced Pages's database can be downloaded without help from the site owner.<ref>{{Cite book |author=S - tuckman, Jeff |last2=Purtilo |first2=James |title=Proceedings of the 5th International Symposium on Wikis and Open Collaboration |chapter=Measuring the wikisphere |year=2009 |isbn=978-1-60558-730-1 |page=1 |doi=10.1145/1641309.1641326 |s2cid=17770818}}</ref>
== Content ==
=== Production ===
==== A minority of editors produce the majority of persistent content ====


Research topics have included the ] and various forms of ]; social aspects of the ] (including administration, policy, and demographics); the encyclopedia as a dataset for machine learning; and whether Misplaced Pages trends might predict or influence human behaviour.
In a landmark peer-reviewed paper,<ref name=mngrp07>Reid Priesthood, Jilin Chen, Shying (Tony) K. Lam, Katherine Fancier, Loren Terence, John Riled, "Creating, destroying, and restoring value in Misplaced Pages", Prof. GROUP 2007, do: http://doi.acm.org/10.1145/1316624.1316663</ref> which was also mentioned in '']'',<ref>Nicholson Baker (April 10, 2008) The Guardian</ref> a team of six researchers from the ] measured the relationship between editors' edit count and the editors' ability to convey their writings to Misplaced Pages readers, measured in terms of persistent word views (PWV)—the number of times a word introduced by an edit is viewed. The accounting method is best described using the author's own words: "each time an article is viewed, each of its words is also viewed. When a word written by editor X is viewed, he or she is credited with one PWV." The number of times an article was viewed was estimated from the web server logs.


Notable findings include factual accuracy similar to other encyclopedias, the presence of cultural and ] as well as gaps in coverage of the ]; that a tiny minority of editors produce the majority of content; various models for understanding online conflict; and limited correlation between Misplaced Pages trends and various phenomena such as stock market movements or electoral results.
The researchers analyzed 25 ] PWVs attributable to registered users in the interval September 1, 2002 − October 31, 2006. At the end of this period, the top 10% of editors (by edit count) were credited with 86% of PWVs, the top 1% about 70%, and the top 0.1% (4200 users) were attributed 44% of PWVs, i.e. nearly half of Misplaced Pages's "value" as measured in this study. The top 10 editors (by PWV) contributed only 2.6% of PWVs, and only three of them were in top 50 by edit count. From the data, the study authors derived the following relationship:
{{cquote|
Growth of PWV share increases ] by edit count rank; in other words, elite editors (those who edit the most times) account for ''more'' value than they would given a ] relationship.
}}


{{TOC limit|3}}
The study also analyzed the impact of bots on content. By edit count, bots dominate Misplaced Pages; 9 of the top 10 and 20 of the top 50 are bots. In contrast, in the PWV ranking only two bots appear in the top 50, and none in the top 10.


==Content==
Based on the steady growth of the influence on those top 0.1% editors by PWV, the study concluded unequivocally:


===Production===
{{cquote|
Frequent editors dominate what people see when they visit Misplaced Pages and this domination is increasing.
}}


====A minority of editors produce the majority of persistent content====
==== Work distribution and social strata ====


Studies from 2005 to 2007 found that a small minority of editors produce most of the edits on Misplaced Pages, and that the distribution of edits follows a ] with about half of the total edits produced by 1% of the editors. Another 2007 study found that 'elite' editors with many edits produced 30% of the content changes, measured in number of words. These editors were also more likely to add, rather than delete, content.<ref name=":0">{{Cite book |last1=Priedhorsky |first1=Reid |last2=Chen |first2=Jilin |last3=Lam |first3=Shyong (Tony) K. |last4=Panciera |first4=Katherine |last5=Terveen |first5=Loren |last6=Riedl |first6=John |title=Proceedings of the 2007 international ACM conference on Conference on supporting group work - GROUP '07 |chapter=Creating, destroying, and restoring value in wikipedia |date=2007-11-04 |chapter-url=https://doi.org/10.1145/1316624.1316663 |location=New York, NY, USA |publisher=Association for Computing Machinery |pages=259–268 |doi=10.1145/1316624.1316663 |isbn=978-1-59593-845-9|s2cid=15350808 }}</ref>
A peer-reviewed paper noted the "] in the Misplaced Pages society" due to the "admins class". The paper suggested that such stratification could be beneficial in some respects but recognized a "clear subsequent shift in power among levels of stratification" due to the "status and power differentials" between administrators and other editors.<ref>{{cite web|url=http://www.viktoria.se/altchi/submissions/submission_edchi_1.pdf|title=Power of the Few vs. Wisdom of the Crowd: Misplaced Pages and the Rise of the Bourgeoisie|author=Aniket Kittur, Ed Chi, Bryan Pendleton, Bongwon Suh and Todd Mytkowicz|publisher=Proc. alt.chi 2007|accessdate=2007-10-27|format=PDF}}</ref>


A 2007 study from the ] used reader-based measures that weighted content based on the number of times it was viewed (a ''persistent word view'' (''PWV'')). This study analyzed trillions of word views between September 2002 and October 2006 and concluded that 0.1% of the Misplaced Pages community (4,200 editors) produced 44% of the word views during this time. The editors concluded that,<ref name=":0" />
Analyzing the entire edit history of Misplaced Pages up to July 2006, the same study determined that the influence of administrator edits on contents has steadily diminished since 2003, when administrators performed roughly 50% of total edits, to 2006 when only 10% of the edits were performed by administrators. This happened ''despite'' the fact the average number of edits per administrator had increased more than fivefold during the same period. This phenomenon was labeled the "rise of the crowd" by the authors of the paper. An analysis that used as metric the number of words edited instead of the number of edit actions showed a similar pattern. Because the admin class is somewhat arbitrary with respect to the number of edits, the study also considered a breakdown of users in categories based on the number of edits performed. The results for "elite users", i.e. users with more than 10,000 edits, were somewhat in line with those obtained for administrators, except that "the number of words changed by elite users has kept up with the changes made by novice users, even though the number of edits made by novice users has grown proportionally faster". The elite users were attributed about 30% of the changes for 2006. The study concludes:


{{cquote| {{blockquote|
Growth of PWV share increases ] by edit count rank; in other words, elite editors (those who edit the most times) account for ''more'' value than they would given a power-law relationship.
Thus though their influence may have waned in recent years, elite users appear to continue to contribute a sizeable portion of the work done in Misplaced Pages. Furthermore, edits made by elite users appear to be substantial in nature. An analysis removing revert edits does not substantially change the findings.
}}A 2009 study determined that one percent of editors who average more than 1,000 edits/month make 55% of edits.<ref name=":4" />
}}


====Work distribution and social strata====
=== Reliability ===
{{further|Criticism of Misplaced Pages#Social stratification}}
A peer-reviewed paper noted the "] in the Misplaced Pages society" due to the "admins class". The paper suggested that such stratification could be beneficial in some respects but recognized a "clear subsequent shift in power among levels of stratification" due to the "status and power differentials" between administrators and other editors.<ref>{{cite journal|author=Chi, Ed|author2=Kittur, Aniket|author3=Pendleton, Bryan A.|author4=Suh, Bongwon|author5=Mytkowicz, Todd|name-list-style=amp|date=31 January 2007|title=Power of the Few vs. Wisdom of the Crowd: Misplaced Pages and the Rise of the Bourgeoisie|url=https://pdfs.semanticscholar.org/199a/d51560481af9dfa73043c151ddbef6609086.pdf?_ga=2.131880460.2037650727.1597462071-1416250991.1597462071|access-date=23 April 2017|journal=Computer/Human Interaction 2007 Conference|publisher=]|s2cid=14770727|archive-date=13 March 2023|archive-url=https://web.archive.org/web/20230313124137/https://www.semanticscholar.org/paper/Power-of-the-Few-vs-.-Wisdom-of-the-Crowd-%3A-and-the-Kittur-Chi/199ad51560481af9dfa73043c151ddbef6609086?p2df|url-status=live}}</ref>

Analyzing the entire edit history of ] up to July 2006, the same study determined that the influence of administrator edits on contents has steadily diminished since 2003, when administrators performed roughly 50% of total edits, to 2006 when only 10% of the edits were performed by administrators. This happened despite the fact that the average number of edits per administrator had increased more than fivefold during the same period. This phenomenon was labeled the "rise of the crowd" by the authors of the paper. An analysis that used as metric the number of words edited instead of the number of edit actions showed a similar pattern. Because the admin class is somewhat arbitrary with respect to the number of edits, the study also considered a breakdown of users in categories based on the number of edits performed. The results for "elite users", i.e. users with more than 10,000 edits, were somewhat in line with those obtained for administrators, except that "the number of words changed by elite users has kept up with the changes made by novice users, even though the number of edits made by novice users has grown proportionally faster". The study concludes:

{{blockquote|
Thus though their influence may have waned in recent years, elite users appear to continue to contribute a sizeable portion of the work done in Misplaced Pages. Furthermore,&nbsp;... edits made by elite users appear to be substantial in nature. That is, they appear to be doing more than just fixing spelling errors or reformatting citations}}

===Reliability===
<!-- TODO: a summary of the peer-reviewed papers in this area --> <!-- TODO: a summary of the peer-reviewed papers in this area -->
{{main|Reliability of Misplaced Pages#Academia}} {{Main article|Reliability of Misplaced Pages}}

An ] conference paper (2010) assessed whether trust in Misplaced Pages is based on ] or pragmatic merits. While readers may not assess the actual knowledge and expertise of the authors of a given article, they may assess the contributors' passion for the project, and communicative design through which that passion is made manifest, and provide a reason for trust.<ref>Goodwin, Jean. (2010). {{Webarchive|url=https://web.archive.org/web/20160216141638/http://scholar.uwindsor.ca/cgi/viewcontent.cgi?article=1144&context=ossaarchive |date=16 February 2016 }}. In Juho Ritola (Ed.), Argument cultures: Proceedings of the Ontario Society for the Study of Argumentation Conference. Windsor, ON, Canada: Ontario Society for the Study of Argumentation.CD-ROM.24 pp.</ref>

In details, the author argued that Misplaced Pages can't be trusted based on individual expertise, collective knowledge, or past experience of reliability. This is because ] prevent knowledge assessment, and "]" makes it unlikely that this will change. Editing Misplaced Pages may largely be confined to an elite group of editors, without aggregating "]" which in some cases lowers the quality of an article anyway. Personal experiences and empirical studies, confirmed by incidents including ], point to the conclusion that Misplaced Pages is not generally reliable. Hence, these epistemic factors don't justify consulting with Misplaced Pages.

The author then proposed rationale to trust Misplaced Pages based on pragmatic values, which roughly can be summarized into two factors. First, the size and activity around Misplaced Pages indicates that editors are deeply committed to provide the world with knowledge. Second, transparent developments of policies, practices, institutions, and technologies in addition to conspicuous massive efforts, address the possible concerns that one might have in trusting Misplaced Pages. The concerns raised include the definition of provided knowledge, preventing distorted contributions from people not sharing the same commitment, correcting editing damages, and article quality control and improvement.

==== Health information ====
{{main article|Health information on Misplaced Pages}}
Health information on English Misplaced Pages is popularly accessed as results from ] and ], which frequently deliver links to Misplaced Pages articles.<ref name="laurent">{{Cite journal |last1=Laurent |first1=M. R. |last2=Vickers |first2=T. J. |year=2009 |title=Seeking Health Information Online: Does Misplaced Pages Matter? |journal=Journal of the American Medical Informatics Association |volume=16 |issue=4 |pages=471–479 |doi=10.1197/jamia.M3059 |pmc=2705249 |pmid=19390105}}</ref> Independent assessments of the quality of health information provided on Misplaced Pages and of who is accessing the information have been undertaken. The number and demographics of people who seek health information on Misplaced Pages, the scope of health information on Misplaced Pages, and the quality of the information on Misplaced Pages have been studied.<ref>{{cite journal |last1=Heilman |first1=JM |last2=Kemmann |first2=E |last3=Bonert |first3=M |last4=Chatterjee |first4=A |last5=Ragar |first5=B |last6=Beards |first6=GM |last7=Iberri |first7=DJ |last8=Harvey |first8=M |last9=Thomas |first9=B |last10=Stomp |first10=W |last11=Martone |first11=MF |last12=Lodge |first12=DJ |last13=Vondracek |first13=A |last14=de Wolff |first14=JF |last15=Liber |first15=C |date=31 January 2011 |title=Misplaced Pages: a key tool for global public health promotion |journal=Journal of Medical Internet Research |volume=13 |issue=1 |pages=e14 |doi=10.2196/jmir.1589 |pmc=3221335 |pmid=21282098 |last16=Grover |first16=SC |last17=Vickers |first17=TJ |last18=Meskó |first18=B |last19=Laurent |first19=MR |doi-access=free }}</ref> There are drawbacks to using Misplaced Pages as a source of health information.{{explain|date=February 2021}}

=== Bias ===
Research has consistently shown that Misplaced Pages systematically over-represents a point of view (POV) belonging to a particular demographic described as the "average Wikipedian", who is an educated, technically inclined, English speaking white male, aged 15–49 from a developed Christian country in the northern hemisphere.<ref name="Livingstone2010" /> This POV is over-represented in relation to all existing POVs.<ref name="Hube2017">{{Cite book |last=Hube |first=Christoph |title=Proceedings of the 26th International Conference on World Wide Web Companion - WWW '17 Companion |chapter=Bias in Misplaced Pages |date=2017-04-03 |chapter-url=https://doi.org/10.1145/3041021.3053375 |location=Republic and Canton of Geneva, CHE |publisher=International World Wide Web Conferences Steering Committee |pages=717–721 |doi=10.1145/3041021.3053375 |isbn=978-1-4503-4914-7|s2cid=10472970 }}</ref><ref name=":12">{{Cite journal |last=Bjork-James |first=Carwil |date=2021-07-03 |title=New maps for an inclusive Misplaced Pages: decolonial scholarship and strategies to counter systemic bias |url=https://www.tandfonline.com/doi/10.1080/13614568.2020.1865463 |journal=New Review of Hypermedia and Multimedia |volume=27 |issue=3 |pages=207–228 |doi=10.1080/13614568.2020.1865463 |bibcode=2021NRvHM..27..207B |s2cid=234286415 |issn=1361-4568 |access-date=23 November 2022 |archive-date=21 November 2022 |archive-url=https://web.archive.org/web/20221121141123/https://www.tandfonline.com/doi/10.1080/13614568.2020.1865463 |url-status=live }}</ref> This systemic bias in editor demographic results in cultural bias, ], and lack of information about the ].<ref name=":3">{{Cite journal |last1=Ackerly |first1=Brooke A. |last2=Michelitch |first2=Kristin |date=2022 |title=Misplaced Pages and Political Science: Addressing Systematic Biases with Student Initiatives |journal=PS: Political Science & Politics |language=en |volume=55 |issue=2 |pages=429–433 |doi=10.1017/S1049096521001463 |s2cid=247795102 |issn=1049-0965 |doi-access=free }}</ref><ref>{{cite web |author=Graham, Mark |date=12 November 2009 |title=Mapping the Geographies of Misplaced Pages Content |url=http://zerogeography.blogspot.com/2009/11/mapping-geographies-of-wikipedia.html |url-status=dead |archive-url=https://web.archive.org/web/20091208013500/http://zerogeography.blogspot.com/2009/11/mapping-geographies-of-wikipedia.html |archive-date=8 December 2009 |access-date=16 November 2009 |work=Mark Graham: Blog |publisher=ZeroGeography}}</ref>

There are two broad types of bias, which are ''implicit'' (when a topic is omitted) and ''explicit'' (when a certain POV is supported in an article or by references).<ref name="Hube2017" />

Interdisciplinary scholarly assessments of Misplaced Pages articles have found that while articles are typically accurate and free of misinformation, they are also typically incomplete and fail to present all perspectives with a neutral point of view.<ref name=":3" />

Researchers from ] developed a statistical model to measure systematic bias in the behavior of Misplaced Pages's users regarding controversial topics. The authors focused on behavioral changes of the encyclopedia's administrators after assuming the post, writing that systematic bias occurred after the fact.<ref>{{cite conference |last1=Das |first1=Sanmay |last2=Allen |first2=Lavoie |last3=Malik |first3=Magdon-Ismail |date=November 1, 2013 |title=Manipulation among the arbiters of collective intelligence: How Misplaced Pages administrators mold public opinion |url=https://dl.acm.org/citation.cfm?id=2505566 |location=San Francisco |publisher=ACM |pages=1097–1106 |doi=10.1145/2505515.2505566 |isbn=978-1450322638 |book-title=CIKM '13 Proceedings of the 22nd ACM international conference on Information & Knowledge Management}}</ref><ref>{{cite journal |last1=Das |first1=Sanmay |last2=Allen |first2=Lavoie |last3=Malik |first3=Magdon-Ismail |date=December 24, 2016 |title=Manipulation among the arbiters of collective intelligence: How Misplaced Pages administrators mold public opinion |url=https://dl.acm.org/doi/pdf/10.1145/3001937 |journal=ACM Transactions on the Web |volume=10 |issue=4 |pages=1–25 |doi=10.1145/3001937 |s2cid=12585047}}</ref>

==== Geographical bias ====
{{Main|Geographical bias on Misplaced Pages}}
Research conducted in 2009 by the ] showed that ] articles in all language editions of Misplaced Pages covered about half a million places on Earth. However, the geographic distribution of articles was highly uneven: most articles are written about North America, Europe, and East Asia, with very little coverage of large parts of the developing world, including most of Africa.<ref>{{cite web |url=http://zerogeography.blogspot.com/2009/11/mapping-geographies-of-wikipedia.html |title=Mapping the Geographies of Misplaced Pages Content |author=Graham, Mark |work=Mark Graham: Blog |publisher=ZeroGeography |date=12 November 2009 |access-date=16 November 2009 |archive-url=https://web.archive.org/web/20091208013500/http://zerogeography.blogspot.com/2009/11/mapping-geographies-of-wikipedia.html |archive-date=8 December 2009 |url-status=dead }}</ref>

Another 2009 study of 15 language editions determined that each edition was highly "self-focused", with emphasis on the geographic "home region" of that language.<ref>{{Cite journal |last1=Callahan |first1=Ewa S. |last2=Herring |first2=Susan C. |date=2011 |title=Cultural bias in Misplaced Pages content on famous persons |url=https://onlinelibrary.wiley.com/doi/10.1002/asi.21577 |journal=Journal of the American Society for Information Science and Technology |language=en |volume=62 |issue=10 |pages=1899–1915 |doi=10.1002/asi.21577 |s2cid=14767483 |issn=1532-2882 |access-date=17 November 2022 |archive-date=17 November 2022 |archive-url=https://web.archive.org/web/20221117034601/https://onlinelibrary.wiley.com/doi/10.1002/asi.21577 |url-status=live }}</ref>

==== Gender bias ====
{{Main|Gender bias on Misplaced Pages}}
The ] has been widely discussed.<ref name=":4" /> A 2010 survey found that only 13% of editors and 31% of readers were female.<ref name=":4" /> A 2017 paper confirmed that only 15% of the editing community is female.<ref name="Hube2017" />

A 2021 study by ] found that of the roughly 1.5 million biographical articles on the English Misplaced Pages in 2021, only 19% were about women.<ref name="hard">{{cite news |last1=Adams |first1=Kimberly |last2=Alvardo |first2=Jesus |date=27 July 2021 |title=Why it's so hard for biographies about women to stay on Misplaced Pages |publisher=] |url=https://www.marketplace.org/shows/marketplace-tech/why-its-so-hard-for-biographies-about-women-to-stay-on-wikipedia |accessdate=3 August 2021 |archive-date=28 April 2022 |archive-url=https://web.archive.org/web/20220428145754/https://www.marketplace.org/shows/marketplace-tech/why-its-so-hard-for-biographies-about-women-to-stay-on-wikipedia/ |url-status=live }}</ref><ref name="gender">{{cite journal |last=Tripodi |first=Francesca |date=June 2021 |title=Ms. Categorized: Gender, Notability, and Inequality on Misplaced Pages |journal=New Media & Society |volume=25 |issue=7 |pages=1687–1707 |doi=10.1177/14614448211023772 |doi-access=free}}</ref> The study found that biographies that do exist are considerably more likely to be ] than existing articles of men.<ref name="hard" /><ref name="gender" />

==== Addressing bias ====
Some studies have investigated the work of WikiProject Countering Systemic Bias (]),<ref>{{Cite web |url=https://en.wikipedia.org/Wikipedia:WikiProject_Countering_systemic_bias |title=Misplaced Pages:WikiProject Countering systemic bias |access-date=12 February 2023 |archive-date=4 January 2021 |archive-url=https://web.archive.org/web/20210104005153/https://en.wikipedia.org/Wikipedia:WikiProject_Countering_systemic_bias |url-status=live }}</ref> which is a collective effort of some Misplaced Pages editors to broaden the encyclopedia's POV. A 2010 study of 329 editors participating in WP:CSB found that these editors' work favoured topics belonging to the United States and England, and that "the areas of the globe of main concern to WP:CSB proved to be much less represented by the coalition itself."<ref name="Livingstone2010">{{Cite journal |last=Livingstone |first=Randall M. |date=2010-11-23 |title=Let's Leave the Bias to the Mainstream Media: A Misplaced Pages Community Fighting for Information Neutrality |url=https://www.journal.media-culture.org.au/index.php/mcjournal/article/view/315 |journal=M/C Journal |language=en |volume=13 |issue=6 |doi=10.5204/mcj.315 |issn=1441-2616 |doi-access=free |access-date=23 November 2022 |archive-date=21 November 2022 |archive-url=https://web.archive.org/web/20221121135911/https://www.journal.media-culture.org.au/index.php/mcjournal/article/view/315 |url-status=live }}</ref>

A 2021 paper recommended addressing a "sweet spot" within the encyclopedia's bias where existing scholarship includes reliable, peer-reviewed sources that offer a more complete POV than existing Misplaced Pages articles. The study suggested that incorporation of these sources would offer better representation for excluded or marginalized POVs, and that the possibilities for potential improvement are "massive."<ref name=":12"/>

== Natural language processing ==
The textual content and the structured hierarchy of Misplaced Pages has become an important knowledge source for researchers in ] and ]. In 2007 researchers at ] developed a technique called Explicit Semantic Analysis<ref>{{cite conference |citeseerx=10.1.1.76.9790 |title=Computing Semantic Relatedness using Misplaced Pages-based Explicit Semantic Analysis |first1=Evgeniy |last1=Gabrilovich |first2=Shaul |last2=Markovitch |year=2007 |pages=1606–1611 |publisher=Morgan Kaufmann Publishers Inc. |book-title=Proceedings of IJCAI}}</ref> which uses the world knowledge contained in English Misplaced Pages articles. Conceptual representations of words and texts are created automatically and used to compute the similarity between words and between texts.

Researchers at ] use the linguistic and world knowledge encoded in Misplaced Pages and Wiktionary to automatically create linguistic knowledge bases which are similar to expert-built resources like ].<ref>{{cite conference |url=http://atlas.tk.informatik.tu-darmstadt.de/Publications/2008/lrec08_camera_ready.pdf |title=Extracting Lexical Semantic Knowledge from Misplaced Pages and Wiktionary |first1=Torsten |last1=Zesch |first2=Christoph |last2=Müller |first3=Iryna |last3=Gurevych |year=2008 |book-title=Proceedings of the Conference on Language Resources and Evaluation (LREC) |access-date=26 April 2010 |archive-date=19 July 2011 |archive-url=https://web.archive.org/web/20110719095723/http://atlas.tk.informatik.tu-darmstadt.de/Publications/2008/lrec08_camera_ready.pdf |url-status=dead }}</ref> Strube and Ponzetto created an algorithm to identify relationships among words by traversing English Misplaced Pages via its categorization scheme, and concluded that Misplaced Pages had created "a taxonomy able to compete with WordNet on linguistic processing tasks".<ref>{{Cite journal |title=WikiRelate! Computing semantic relatedness using Misplaced Pages psu.edu |author1=M Strube |author2=SP Ponzetto |publisher=Proceedings of the National Conference |year=2006 |url=http://www.aaai.org/Papers/AAAI/2006/AAAI06-223.pdf |access-date=9 June 2010 |archive-date=24 March 2012 |archive-url=https://web.archive.org/web/20120324093812/http://www.aaai.org/Papers/AAAI/2006/AAAI06-223.pdf |url-status=live }}</ref>

==Social aspects==

=== Conflict ===
A 2011 study reported a new way to measure how disputed a Misplaced Pages article is, and verified against 6 ] editions including ].<ref>{{Cite book |last1=Sumi |first1=R. |title=2011 IEEE Third Int'l Conference on Privacy, Security, Risk and Trust and 2011 IEEE Third Int'l Conference on Social Computing |last2=Yasseri |first2=T. |last3=Rung |first3=A. |last4=Kornai |first4=A. |last5=Kertesz |first5=J. |date=1 October 2011 |isbn=978-1-4577-1931-8 |pages=724–727 |chapter=Edit Wars in Misplaced Pages |doi=10.1109/PASSAT/SocialCom.2011.47 |via=IEEE Xplore |arxiv=1107.3689 |s2cid=14151613}}</ref>{{Clarify|date=November 2022}}

A 2013 article in '']'' reported a generic ] model in a collaborative environment involving opinions, conflicts, and consensus, with a specific analogue to Misplaced Pages: "a peaceful article can suddenly become controversial when more people get involved in its editing."<ref>{{cite journal |last1=Török |first1=J |last2=Iñiguez |first2=G |last3=Yasseri |first3=T |last4=San Miguel |first4=M |last5=Kaski |first5=K |last6=Kertész |first6=J |year=2013 |title=Opinions, Conflicts, and Consensus: Modeling Social Dynamics in a Collaborative Environment |journal=Physical Review Letters |volume=110 |issue=8 |pages=088701 |arxiv=1207.4914 |bibcode=2013PhRvL.110h8701T |doi=10.1103/PhysRevLett.110.088701 |pmid=23473207 |s2cid=2496524}} cited


* {{cite journal |last1=Ratkiewicz |first1=Jacob |last2=Fortunato |first2=Santo |last3=Flammini |first3=Alessandro |last4=Menczer |first4=Filippo |last5=Vespignani |first5=Alessandro |year=2010 |title=Characterizing and Modeling the Dynamics of Online Popularity |journal=Physical Review Letters |volume=105 |issue=15 |page=158701 |arxiv=1005.2704 |bibcode=2010PhRvL.105o8701R |doi=10.1103/PhysRevLett.105.158701 |issn=0031-9007 |pmid=21230945 |doi-access=free}}
=== Geography ===
* {{cite journal |last1=Szolnoki |first1=Attila |last2=Yasseri |first2=Taha |last3=Sumi |first3=Robert |last4=Rung |first4=András |last5=Kornai |first5=András |last6=Kertész |first6=János |year=2012 |title=Dynamics of Conflicts in Misplaced Pages |journal=PLOS ONE |volume=7 |issue=6 |pages=e38869 |arxiv=1202.3643 |bibcode=2012PLoSO...738869Y |doi=10.1371/journal.pone.0038869 |issn=1932-6203 |pmc=3380063 |pmid=22745683 |doi-access=free}}
</ref>{{Clarification needed|reason=This sentence doesn't clearly describe the study's conclusions|date=November 2022}}


In 2014 published as a book chapter titled "The Most Controversial Topics in Misplaced Pages: A Multilingual and Geographical Analysis": analysed the volume of editing of articles in various language versions of Misplaced Pages in order to establish the most controversial topics in different languages and groups of languages. For the English version, the top three most controversial articles were ], ] and ]. Topics in other languages causing most controversy were Croatia (German), Ségolène Royal (French), Chile (Spanish) and Homosexuality (Czech).<ref>{{cite book |author1=Yasseri T. |title=Global Misplaced Pages:International and cross-cultural issues in online collaboration |author2=Spoerri A. |author3=Graham M. |author4=Kertész J |publisher=Rowman and Littlefield Press |year=2014 |isbn=978-0-8108-9101-2 |editor1=Fichman P. |location=Lanham, Maryland |chapter=The most controversial topics in Misplaced Pages: A multilingual and geographical analysis |oclc=1026054095 |editor2=Hara N. |arxiv=1305.5566}}</ref>
Misplaced Pages articles cover about half a million places on Earth. However, research conducted by the Oxford Internet Institute has shown that the geographic distribution of articles is highly uneven. Most articles are written about North America, Europe, and East Asia, with very little coverage of large parts of the developing world, including most of Africa.<ref>{{cite web|url=http://zerogeography.blogspot.com/2009/11/mapping-geographies-of-wikipedia.html |title=Mapping the Geographies of Misplaced Pages Content |work=Mark Graham Oxford Internet Institute|publisher=ZeroGeography |accessdate=2009-11-16}}</ref>


===Demographics===
== Social aspects ==
A 2007 study by ], reproduced in '']'' magazine,<ref>{{cite magazine |url=http://www.time.com/time/business/article/0,8599,1614751,00.html |title=Who's Really Participating in Web 2.0 |author=Bill Tancer |magazine=] |date=25 April 2007 |access-date=30 April 2007 |archive-url=https://web.archive.org/web/20070430011528/http://www.time.com/time/business/article/0%2C8599%2C1614751%2C00.html |archive-date=30 April 2007 |url-status=dead}}</ref> found that visitors to Misplaced Pages are almost equally split 50/50 male/female, but that 60% of edits are made by male editors. A 2010 survey found that only 13% of editors and 31% of readers were female.<ref name=":4" /> 2017 paper confirmed that only 15% of the editing community is female.<ref name="Hube2017" />
=== Demographics ===


A 2012 study covering 32 language editions analysed circadian activity of editors and concluded that the shares of contributions to English Misplaced Pages, from North America and Europe-Far East-Australia are almost equal, whereas this increases to 75% of European-Far Eastern-Australian contributions for the ]. The research also covers some other demographic analysis on the other editions in different languages.<ref name="SzolnokiYasseri2012">{{cite journal|last1=Szolnoki|first1=Attila|last2=Yasseri|first2=Taha|last3=Sumi|first3=Robert|last4=Kertész|first4=János|title=Circadian Patterns of Misplaced Pages Editorial Activity: A Demographic Analysis|journal=PLOS ONE|volume=7|issue=1|year=2012|pages=e30091|issn=1932-6203|doi=10.1371/journal.pone.0030091|pmid=22272279|pmc=3260192|arxiv=1109.1746|bibcode=2012PLoSO...730091Y|doi-access=free}}</ref>
A 2007 study by ], reproduced in '']'' magazine,<ref>{{cite web|url=http://www.time.com/time/business/article/0,8599,1614751,00.html|title=Who's Really Participating in Web 2.0|author=Bill Tancer|publisher='']''|date=2007-04-25|accessdate=2007-04-30}}</ref> found that visitors to Misplaced Pages are almost equally split 50/50 male/female, but that 60% of edits are made by male editors.


=== Policies and guidelines === ===Policies and guidelines===


A descriptive study<ref name=buttler07>Buttler et al., "Don't look now, but we've created a bureaucracy: the nature and roles of policies and rules in wikipedia", Proc. CHI 2008, doi: http://doi.acm.org/10.1145/1357054.1357227</ref> that analyzed Misplaced Pages's policies and guidelines up to September 2007 identified a number of key statistics: A descriptive study<ref name=buttler07>{{cite book |last1=Butler |first1=Brian |last2=Joyce |first2=Elisabeth |last3=Pike |first3=Jacqueline |title=Proceedings of the SIGCHI Conference on Human Factors in Computing Systems |chapter=Don't look now, but we've created a bureaucracy |page=1101 |year=2008 |doi=10.1145/1357054.1357227 |isbn=978-1-60558-011-1|s2cid=15211227 }}</ref> that analyzed English language Misplaced Pages's policies and guidelines up to September 2007 identified a number of key statistics:


* 44 official policies * 44 official policies
* 248 guidelines * 248 guidelines


Even a short policy like ] was found to have generated a lot of discussion and clarifications: Even a short policy like "ignore all rules" was found to have generated a lot of discussion and clarifications:


{{cquote| {{blockquote|
While the "Ignore all rules" policy itself is only sixteen words long, the page explaining what the policy means contains over 500 words, refers readers to seven other documents, has generated over 8,000 words of discussion, and has been changed over 100 times in less than a year. While the "Ignore all rules" policy itself is only sixteen words long, the page explaining what the policy means contains over 500 words, refers readers to seven other documents, has generated over 8,000 words of discussion, and has been changed over 100 times in less than a year.
}} }}


The study sampled the expansion of some key policies since their inception: The study sampled the expansion of some key policies since their inception:
*: 3600% (including the additional document explaining it) *]: 3600% (including the additional document explaining it)
*: 1557% *]: 1557%
*: 938% *]: 938%
*: 929% *]: 929%
*]: 580%
*: 580%
*: 124% *]: 124%


The number for Deletion was considered inconclusive however because the policy was split in several sub-policies. The number for "deletion" was considered inconclusive however because the policy was split in several sub-policies.


=== Power plays === ==={{Anchor|Power plays}}Power plays===
{{Undue weight section|date=November 2022|to=one specific study}}
:See also ]
A 2007 joint peer-reviewed study<ref>{{cite book |last1=Kriplean |first1=Travis |last2=Beschastnikh |first2=Ivan |last3=McDonald |first3=David W. |last4=Golder |first4=Scott A. |title=Proceedings of the 2007 international ACM conference on Conference on supporting group work - GROUP '07 |chapter=Community, consensus, coercion, control |page=167 |year=2007 |doi=10.1145/1316624.1316648 |isbn=978-1-59593-845-9|s2cid=14491248 }}</ref> conducted by researchers from the ] and ] examined how policies are employed and how contributors work towards consensus by quantitatively analyzing a sample of active talk pages. Using a November 2006 ] database dump, the study focused on 250 talk pages in the tail of the distribution: 0.3% of all talk pages, but containing 28.4% of all talk page revisions, and more significantly, containing 51.1% of all links to policies. From the sampled pages' histories, the study examined only the months with high activity, called critical sections—sets of consecutive months where both article and talk page revisions were significant in number.
(''Copyright notice: This section makes use of extensive quotations from a paper, but most of the quotations are excerpts from Misplaced Pages itself, with user accounts anonymized.'')

A 2007 joint peer-reviewed study<ref>Travis Kriplean, Ivan Beschastnikh, David W. McDonald, Scott A. Golder, "Community, Consensus, Coercion, Control: CS*W or How Policy Mediates Mass Participation", Proc. GROUP 2007, doi: http://doi.acm.org/10.1145/1316624.1316648</ref> conducted by researchers from the ] and ] examined how policies are employed and how contributors work towards consensus by quantitatively analyzing a sample of active talk pages. Using a November 2006 database dump, the study focused on 250 talk pages in the tail of the distribution: 0.3% of all talk pages, but containing 28.4% of all talk page revisions, and more significantly, containing 51.1% of all links to policies. From the sampled pages' histories, the study examined only the months with high activity, called critical sections—sets of consecutive months where both article and talk page revisions were significant in number.


The study defined and calculated a measure of policy prevalence. A critical section was considered ''policy-laden'' if its policy factor was at least twice the average. Articles were tagged with 3 ]s: The study defined and calculated a measure of policy prevalence. A critical section was considered ''policy-laden'' if its policy factor was at least twice the average. Articles were tagged with 3 ]s:
Line 78: Line 131:
* policy-laden * policy-laden


All possible levels of these three factors yielded 8 sampling categories. The study intended to analyze 9 critical sections from each sampling category, but only 69 critical sections could be selected because only 6 articles (histories) were simultaneously featured, controversial, and policy laden. All possible levels of these three factors yielded 8 sampling categories. The study intended to analyze 9 critical sections from each sampling category, but only 69 critical sections could be selected because only 6 articles (histories) were simultaneously featured, controversial, and policy laden.


The study found that policies were by no means consistently applied. Illustrative of its broader findings, the report presented the following two extracts from ] in obvious contrast: The study found that policies were by no means consistently applied. Illustrative of its broader findings, the report presented the following two extracts from Misplaced Pages talk pages in obvious contrast:


* a discussion where participants decided that calculating a mean from data provided by a government agency constituted ]: * a discussion where participants decided that calculating a mean from data provided by a government agency constituted original research:


{{cquote| {{blockquote|
{{quotation| {{blockquote|
is the mean...not considered original research? <br> is the mean&nbsp;... not considered original research? <br />
It doesn't look like it to me, it looks like the original research was done by or am I missing something? <br> It doesn't look like it to me, it looks like the original research was done by or am I missing something? <br />
If the has not published the actual mean, us "calculating" it would be OR, no? I'm not sure. <br> If the has not published the actual mean, us "calculating" it would be OR, no? I'm not sure. <br />
No, why would it be? Extrapolating data from info already available is not OR. <br> No, why would it be? Extrapolating data from info already available is not OR. <br />
From WP:NOR "articles may not contain any new analysis or synthesis of published arguments, concepts, data, ideas or statements that serves to advance a position." For what' worth... From WP:NOR "articles may not contain any new analysis or synthesis of published arguments, concepts, data, ideas or statements that serves to advance a position." For what' worth
}} }}
}} }}
Line 96: Line 149:
* a discussion where logical deduction was used as counterargument for the original research policy: * a discussion where logical deduction was used as counterargument for the original research policy:


{{cquote| {{blockquote|
{{quotation| {{blockquote|
Your notion is WP:OR. I can easily provide. . . a scholarly article that says that anti-authoritarianism is not central to Panism. You are synthesizing all kinds of ideas here, based on your POV. <br> Your notion is WP:OR. I can easily provide&nbsp;... a scholarly article that says that anti-authoritarianism is not central to Panism. You are synthesizing all kinds of ideas here, based on your POV. <br />
Simple deductive reasoning is not original research. Panism is inherently anti-authoritarian; therefore, an authoritarian economic system cannot be Panist. Which do you disagree with: the premise or the conclusion? Simple deductive reasoning is not original research. Panism is inherently anti-authoritarian; therefore, an authoritarian economic system cannot be Panist. Which do you disagree with: the premise or the conclusion?
}} }}
Line 108: Line 161:
* prior consensus (past decisions presented as absolute and uncontested) * prior consensus (past decisions presented as absolute and uncontested)
* power of interpretation (a sub-community claiming greater interpretive authority than another) * power of interpretation (a sub-community claiming greater interpretive authority than another)
* legitimacy of contributor (his/her expertise) * legitimacy of contributor (his/her expertise etc.)
* threat of sanction (blocking etc.) * threat of sanction (blocking etc.)
* practice on other pages (other pages being considered models to follow) * practice on other pages (other pages being considered models to follow)
* legitimacy of source (authority of references being disputed) * legitimacy of source (the cited reference is disputed)


Due to lack of space, the study detailed only the first 4 types of power plays that were exercised by merely interpreting policy. A fifth power play category was analyzed; it consisted of blatant violations of policy that were forgiven it because the contributor was valued for his contributions despite his lack of respect for rules. Due to lack of space, the study detailed only the first 4 types of power plays that were exercised by merely interpreting policy. A fifth power play category was analyzed; it consisted of blatant violations of policy that were forgiven because the contributor was valued for his or her contributions despite his lack of respect for rules.

==== Article scope ====


====Article scope====
The study considers that Misplaced Pages's policies are ambiguous on scoping issues. The following ] is used to illustrate the claim: The study considers that Misplaced Pages's policies are ambiguous on scoping issues. The following ] is used to illustrate the claim:


{{cquote| {{blockquote|
{{quotation| {{blockquote|
. . . consensus is bullshit because I have the facts on my side. I also have the exhortation of Misplaced Pages to be bold. . . deleting a discussion of the Catholic church’s. . . view of paleocentrism is not only inaccurate, but violates NPOV . . . .Deleting/emasculating it would violate several Misplaced Pages policies: NPOV, be bold. . . If you all want an article just on the scientific theory of paleocentrism, write one yourself. <br> consensus is bullshit because I have the facts on my side. I also have the exhortation of Misplaced Pages to be bold&nbsp;... deleting a discussion of the Catholic church's&nbsp;... view of paleocentrism is not only inaccurate, but violates ]&nbsp;... Deleting/emasculating it would violate several Misplaced Pages policies: NPOV, be bold&nbsp;... If you all want an article just on the scientific theory of paleocentrism, write one yourself. <br />
We DID write an article just on the scientific theory of paleocentrism, before you showed up. . . You’re obviously new here, . . . arguing based on your reading of NPOV and Be bold is a bit ridiculous, like a kid just out of high school arguing points of constitutional law. These things are principles that have an established meaning. People who have been here for years understand them much better than you do. They won’t prove effective weapons for you to wield in this argument. . . <br> We DID write an article just on the scientific theory of paleocentrism, before you showed up&nbsp;... You're obviously new here, &nbsp;... arguing based on your reading of NPOV and Be bold is a bit ridiculous, like a kid just out of high school arguing points of constitutional law. These things are principles that have an established meaning. People who have been here for years understand them much better than you do. They won't prove effective weapons for you to wield in this argument&nbsp;... <br />
The social impact of “paleocentrism” is not “paleocentrism”. . . Misplaced Pages:wiki is not paper, we don’t need to cram every tertiary aspect of the topic into the article proper, and we don’t need to consider it incomplete when we don’t . . . <br> The social impact of "paleocentrism" is not "paleocentrism"&nbsp;... Misplaced Pages:wiki is not paper, we don't need to cram every tertiary aspect of the topic into the article proper, and we don't need to consider it incomplete when we don't&nbsp;... <br />
. . . the first thing the link Misplaced Pages:wiki is not paper says is:””Misplaced Pages ”is” an encyclopedia.”” A real encyclopedia like Encyclopedia Britannica has a fantastic section on paleocentrism, including all the social, political, and philosophical implications. <br> &nbsp;... the first thing the link Misplaced Pages:wiki is not paper says is:""Misplaced Pages "is" an encyclopedia."" A real encyclopedia like Encyclopædia Britannica has a fantastic section on paleocentrism, including all the social, political, and philosophical implications. <br />
As discussed at Misplaced Pages:wiki is not paper, Misplaced Pages articles should give a brief overview of the centrally important aspects of a As discussed at Misplaced Pages:wiki is not paper, Misplaced Pages articles should give a brief overview of the centrally important aspects of a subject. To a biologist like yourself, the centrally aspect of paleocentrism certainly isn't its social implications, but to the rest of society it is.<br />
&nbsp;... What you're talking about isn't "paleocentrism". Central issues to paleocentrism are periodic equilibrium, geomorphous undulation, airation. These are the issues that actually have to do with the process of paleocentrism itself. These "social aspects" you're talking about are "peripheral", "not central". They are "about" paleocentrism, they "surround" paleocentrism, but they "are not paleocentrism"
subject. To a biologist like yourself, the centrally aspect of paleocentrism certainly isn’t its social implications, but to the rest of society it is.. . . <br>
. . . What you’re talking about isn’t ”paleocentrism”. Central issues to paleocentrism are periodic equilibrium, geomorphous undulation, airation. These are the issues that actually have to do with the process of paleocentrism itself. These “social aspects” you’re talking about are ”peripheral”, ”not central”. They are ”about” paleocentrism, they ”surround” paleocentrism, but they ”are not paleocentrism”. . .
}} }}
}} }}
Line 133: Line 184:
The study gives the following interpretation for the heated debate: The study gives the following interpretation for the heated debate:


{{cquote| {{blockquote|
Such struggles over article scope take place even in a hyper-linked environment because the title of an article matters. The “paleocentrism” article is more prestigious and also more likely to be encountered by a reader than an article entitled “the social effect of paleocentrism. Such struggles over article scope take place even in a hyper-linked environment because the title of an article matters. The "paleocentrism" article is more prestigious and also more likely to be encountered by a reader than an article entitled "the social effect of paleocentrism."
}} }}


==== Prior consensus ==== ====Prior consensus====

The study remarks that in Misplaced Pages consensus is never final, and what constitutes consensus can change at any time. The study finds that this temporal ambiguity is fertile ground for power plays, and places the generational struggle over consensus in larger picture of the struggle for article ownership: The study remarks that in Misplaced Pages consensus is never final, and what constitutes consensus can change at any time. The study finds that this temporal ambiguity is fertile ground for power plays, and places the generational struggle over consensus in larger picture of the struggle for article ownership:
{{cquote| {{blockquote|
In practice, there are often ''de facto'' owners of pages or coalitions of contributors that determine article content. Prior consensus within this group can be presented as incontestable, masking the power plays that may have gone into establishing a consensus. At issue is the legitimacy of prior consensus. Longtime contributors do not want to waste time having arguments In practice,&nbsp;... there are often ''de facto'' owners of pages or coalitions of contributors that determine article content. Prior consensus within this group can be presented as incontestable, masking the power plays that may have gone into establishing a consensus.&nbsp;... At issue is the legitimacy of prior consensus. Longtime contributors do not want to waste time having arguments
about issues that they consider to be solved. Pointing to prior consensus, just like linking to policies, provides a method about issues that they consider to be solved. Pointing to prior consensus, just like linking to policies, provides a method
for dealing with trollish behavior. On the other hand, newcomers or fringe contributors often feel that their perspectives for dealing with trollish behavior. On the other hand, newcomers or fringe contributors often feel that their perspectives
Line 149: Line 199:
The study uses the following discussion snippet to illustrate this continuous struggle: The study uses the following discussion snippet to illustrate this continuous struggle:


{{cquote| {{blockquote|
{{quotation| {{blockquote|
Most all the stuff describes below has already been hashed Most all the stuff describes below has already been hashed out&nbsp;... It's like that game of whack-a-mole: they try one angle, it gets refuted; they try a second angle, it gets refuted; they try a third angle, it gets refuted; and then they try the first angle again. <br />
It would be interesting to see how many different users try to contribute to this article and to expand the alternate views only to be bullied away by those who believe in religiously&nbsp;... why don't you consider that perhaps they have a point and that , and the rest of you drive editors away from this article with your heavy-handed, admin-privileged POV push?
out. . . It’s like that game of whack-a-mole: they try one angle,
it gets refuted; they try a second angle, it gets refuted; they try
a third angle, it gets refuted; and then they try the first angle
again. <br>
It would be interesting to see how many different users
try to contribute to this article and to expand the alternate
views only to be bullied away by those who believe in religiously... why don't you consider that perhaps they have a point and that , and the rest of you drive editors away from this article with your heavy-handed, admin-privileged POV push?
}} }}
}} }}


==== Power of interpretation ==== ====Power of interpretation====
A vignette illustrated how administrators overrode consensus and deleted personal accounts of users/patients with an anonymized illness (named Frupism in the study). The administrator's intervention happened as the article was being nominated to become as a featured article.

A vignette illustrated how administrators overrode consensus and deleted personal accounts of user/patients suffering from an anonimized illness (named Frupism in the study). The administrator's intervention happened as the article was being nominated to become as a featured article.

==== Legitimacy of contributor ====


====Legitimacy of contributor====
This type of power play is illustrated by a contributor (U24) that draws on his past contributions to argue against another contributor who is accusing U24 of being unproductive and disruptive: This type of power play is illustrated by a contributor (U24) that draws on his past contributions to argue against another contributor who is accusing U24 of being unproductive and disruptive:


{{cquote| {{blockquote|
{{quotation| {{blockquote|
Oh, you mean "I" hang around to make a point about the lack of quality on Misplaced Pages? Please take another look at my edit count!! LOL. I have over 7,000 edits... As you know, I can take credit for almost entirely writing from scratch 2 of the 6 or 7 FAs in philosophy... Oh, you mean "I" hang around to make a point about the lack of quality on Misplaced Pages? Please take another look at my edit count!! LOL. I have over 7,000 edits&nbsp;... As you know, I can take credit for almost entirely writing from scratch 2 of the 6 or 7 FAs in philosophy
}} }}
}} }}


==== Explicit vie for ownership ==== ====Explicit vie for ownership====

The study finds that there are contributors who consistently and successfully violate policy without sanction: The study finds that there are contributors who consistently and successfully violate policy without sanction:


{{cquote| {{blockquote|
U24 makes several blatant "us or them" vies for power: if U25's actions persist, he will leave. Such actions clearly violate policies against article ownership, civility toward other contributors, and treatment of newcomers. As a newcomer, U25 may not know of these policies, but U26 certainly does. The willing blindness stems from the fact that U24 is a valued contributor to philosophy articles and is not bashful about pointing this out. There is a scarcity of contributors with the commitment to consistently produce high-quality content; the Wikipedian community is willing to tolerate abuse and policy violations if valued work is being done. U24 makes several blatant "us or them" vies for power: if U25's actions persist, he will leave.&nbsp;... Such actions clearly violate policies against article ownership, civility toward other contributors, and treatment of newcomers. As a newcomer, U25 may not know of these policies, but U26 certainly does. The willing blindness stems from the fact that U24 is a valued contributor to philosophy articles and is not bashful about pointing this out. There is a scarcity of contributors with the commitment to consistently produce high-quality content; the Wikipedian community is willing to tolerate abuse and policy violations if valued work is being done.

{{quotation| {{blockquote|
With all due respect, that didn’t answer the question. . . I wanted to know what it was in U25’s proposal which was unacceptable. . . His lack of reference etc. is all a fault, sure, but that’s why I provided one (Enquiry, section 8). <br> With all due respect, that didn't answer the question&nbsp;... I wanted to know what it was in U25's proposal which was unacceptable.&nbsp;... His lack of reference etc. is all a fault, sure, but that's why I provided one (Enquiry, section 8). <br />
. . . this point is already addressed in the article. . . It may need to be expanded a bit. I can easily do that myself when I have time. . . Is there anythin else? Do you also support U25’s vie that the article is “poor”, that is needs to overhauled from top to bottom, the meanignlsess nonsens that he actually did try to insert above or the other OR that he has stated on this page? Basically, there are two sides on this matter, this article can be taken over by cranks like what’s his name, or not? If it does, I go. You can either support me or not. Where do you stand?. . . <br> &nbsp;... this point is already addressed in the article... It may need to be expanded a bit. I can easily do that myself when I have time&nbsp;... Is there anythin else? Do you also support U25's vie that the article is "poor", that is needs to overhauled from top to bottom, the meanignlsess nonsens that he actually did try to insert above or the other OR that he has stated on this page? Basically, there are two sides on this matter, this article can be taken over by cranks like what's his name, or not? If it does, I go. You can either support me or not. Where do you stand?&nbsp;... <br />
I do not by any stretch of the imagination support the view that the article is poor. In fact, I disagree with many of the things U25 has said elsewhere on this page. . . I’m genuinely sorry if this upset you. I do not by any stretch of the imagination support the view that the article is poor. In fact, I disagree with many of the things U25 has said elsewhere on this page&nbsp;... I'm genuinely sorry if this upset you.
}} }}
}} }}


=== Obtaining administratorship === ===Obtaining administratorship===

{{See also|Misplaced Pages administrators}}


Researchers from ] devised<ref>Moira Burke and Robert Kraut, "Taking up the mop: identifying future Misplaced Pages administrators", Pages 3441–3446, doi: http://doi.acm.org/10.1145/1358628.1358871</ref> a ] of editors who have successfully passed the peer review process to become admins. Using only Misplaced Pages metadata, including the text of edit summaries, their model is 74.8% accurate in predicting successful candidates. In 2008, researchers from ] devised a ] of ] editors who had successfully passed ].<ref>{{cite conference |last1=Burke |first1=Moira |last2=Kraut |first2=Robert |title=Taking up the mop |page=3441 |year=2008 |doi=10.1145/1358628.1358871 |journal=Proceedings of the Twenty-Sixth Annual CHI Conference Extended Abstracts on Human Factors in Computing Systems - CHI '08 |isbn=978-1-60558-012-8}}</ref> Using only Misplaced Pages metadata, including the text of edit summaries, their model was 74.8% accurate in predicting successful candidates.


The paper observed that despite protestations to the contrary, "in many ways election to admin is a promotion, distinguishing an elite core group from the large mass of editors." Consequently, the paper used ]<ref>Stumpf, S. A., & London, M. (1981). Capturing rater policies in evaluating candidates for promotion. The Academy of Management Journal, 24(4), 752–766.</ref>{{ndash}} a method that compares nominally important attributes to those that actually lead to promotion in a work environment. The paper observed that despite protestations to the contrary, "in many ways election to admin is a promotion, distinguishing an elite core group from the large mass of editors." Consequently, the paper used ]<ref>{{cite journal |last1=Stumpf |first1=S. A. |last2=London |first2=M. |year=1981 |title=Capturing rater policies in evaluating candidates for promotion |journal=The Academy of Management Journal |volume=24 |issue=4 |pages=752–766 |jstor=256174}}</ref>—a method that compares nominally important attributes to those that actually lead to promotion in a work environment.


The overall success rate for promotion was 53%, dropping from 75% in 2005 to 42% in 2006 and 2007. This sudden increase in failure rate was attributed to a higher standard that recently promoted administrators had to meet, and supported by anecdotal evidence from another recent study<ref>Forte, A., and Bruckman, A. Scaling consensus: Increasing decentralization in Misplaced Pages governance. Proc. HICSS 2008.</ref> quoting some early admins who have expressed doubt that they would pass muster if their election (]) were held recently. In light of these developments the study argued that: The overall success rate for promotion decreased from 75% in 2005, to 53% in 2006, and to 42% in 2007. This sudden increase in failure rate was attributed to a higher standard that recently promoted administrators had to meet, and supported by anecdotal evidence from another recent study<ref>Forte, A., and Bruckman, A. {{Webarchive|url=https://web.archive.org/web/20220702095913/https://dlc.dlib.indiana.edu/dlc/bitstream/handle/10535/5638/ForteBruckmanScalingConsensus.pdf?sequence=1&isAllowed=y |date=2 July 2022 }}. Proc. HICSS 2008.</ref> quoting some early admins who have expressed doubt that they would pass muster if their election (RfA) were held recently. In light of these developments the study argued that:


{{cquote| {{blockquote|
The process once called "]" by the founder of Misplaced Pages has become a fairly big deal. The process once called "no big deal" by the founder of Misplaced Pages has become a fairly big deal.
}} }}

Significant factors affecting RfA outcome, numbers in parentheses are not ] at p<.05:


<!--TODO: make pretty and "float" to the right. --> <!--TODO: make pretty and "float" to the right. -->
{| class="wikitable" border="1" {| class="wikitable"
|+ Probability increase/decrease of successful RfA per unit ]<br />
{{small|(numbers in parentheses are not ] at ])}}
|- |-
! Factor ! Factor
Line 211: Line 254:
! pre–2006 ! pre–2006
|- |-
| number of previous RfA attempts | each previous RfA attempt
| -14.8% | −14.7%
| -11.1% | −11.1%
|- |-
| months since first edit | each month since first edit
| 0.4% | 0.4%
| (0.2%) | (0.2%)
Line 236: Line 279:
|- |-
| each Arb/mediation/wikiquette edit | each Arb/mediation/wikiquette edit
| -0.1% | −0.1%
| -0.2% | −0.2%
|- |-
| diversity score (see text) | each diversity score (see text)
| 2.8% | 2.8%
| 3.7% | 3.7%
|- |-
| each percentage of ] in edit summaries
| minor edits percentage
| 0.2% | 0.2%
| 0.2% | 0.2%
|- |-
| edit summaries percentage | each percentage of human written edit summaries
| 0.5% | 0.5%
| 0.4% | 0.4%
|- |-
| "thanks" in edit summaries | each "thank" in edit summaries
| 0.3% | 0.3%
| (0.0%) | (0.0%)
|- |-
| "POV" in edit summaries | each "POV" indication in edit summaries
| 0.1% | 0.1%
| (0.0%) | (0.0%)
|- |-
| Admin attention/noticeboard edits | each edit in Admin attention/noticeboard
| -0.1% | −0.1%
| (0.2%) | (0.2%)
|} |}


Contrary to expectations perhaps, "running" for administrator multiple times is detrimental to the candidate's chance of success. Each subsequent attempt has a 14.8% lower chance of success than the previous one. Length of participation in the project has only a small contribution to success to RfA chance of success. Contrary to expectations, "running" for administrator multiple times is detrimental to the candidate's chance of success. Each subsequent attempt has a 14.8% lower chance of success than the previous one. Length of participation in the project makes only a small contribution to the chance of a successful RfA.


Another significant finding of the paper is that one Misplaced Pages policy edit or WikiProject edit is worth ten article edits. A related observation is that candidates with experience in multiple areas of the site stood better chance of election. This was measured by the '''diversity score''', a simple count of the number of areas that the editor has participated in. The paper divided Misplaced Pages in 16 areas: article, article talk, articles/categories/templates for deletion (XfD), (un)deletion review, etc. (see paper for full list). For instance, a user who has edited articles, her own user page, and posted once at (un)deletion review would have a diversity score of 3. Making a single edit in any additional region of Misplaced Pages correlated with a 2.8% increased likelihood of success in gaining administratorship. Another significant finding of the paper is that one Misplaced Pages policy edit or WikiProject edit is worth ten article edits. A related observation is that candidates with experience in multiple areas of the site stood better chance of election. This was measured by the ''diversity score'', a simple count of the number of areas that the editor has participated in. The paper divided Misplaced Pages in 16 areas: article, article talk, articles/categories/templates for deletion (XfD), (un)deletion review, etc. ''(see paper for full list)''. For instance, a user who has edited articles, her own user page, and posted once at (un)deletion review would have a diversity score of 3. Making a single edit in any additional region of Misplaced Pages correlated with a 2.8% increased likelihood of success in gaining administratorship.


Making minor edits also helped, although the study authors consider that this may be so because minor edits correlate with experience. In contrast, each edit to an Arbitration or Mediation committee page, or a Wikiquette notice, all of which are venues for dispute resolution, decreases the likelihood of success by 0.1%. Posting messages to administrator noticeboards (]) had a similarly deleterious effect. The study interpreted this as evidence that editors involved in escalating or protracted conflicts lower their chances of becoming administrators. Making minor edits also helped, although the study authors consider that this may be so because minor edits correlate with experience. In contrast, each edit to an Arbitration or Mediation committee page, or a ], all of which are venues for dispute resolution, decreases the likelihood of success by 0.1%. Posting messages to administrator noticeboards had a similarly deleterious effect. The study interpreted this as evidence that editors involved in escalating or protracting conflicts lower their chances of becoming administrators.


Saying "thanks" or variations thereof in edit summaries, and pointing out point of view (]) issues (also only in edit summaries because the study only analyzed metadata) were of minor benefit, contributing to 0.3% and 0.1% to candidate's chances in 2006–2007, but did not reach statistical significance before. Saying "thanks" or variations thereof in edit summaries, and pointing out point of view ("POV") issues (also only in edit summaries because the study only analyzed metadata) were of minor benefit, contributing to 0.3% and 0.1% to candidate's chances in 2006–2007, but did not reach statistical significance before.


A few factors that were found to be irrelevant or marginal at best: A few factors that were found to be irrelevant or marginal at best:
* Editing user pages (including one's own) does not help. Somewhat surprisingly, user talk page edits also do not affect the likelihood of administratorship. * Editing user pages (including one's own) does not help. Somewhat surprisingly, user talk page edits also do not affect the likelihood of administratorship.
* Welcoming newcomers or saying "please" in edit summaries had no effect. * Welcoming newcomers or saying "please" in edit summaries had no effect.
* Participating in consensus-building, such as RfA votes or ], does not increase the likelihood of becoming admin. The study admits however that participation in consensus was measured quantitatively but not qualitatively. * Participating in consensus-building, such as RfA votes or the village pump, does not increase the likelihood of becoming admin. The study admits however that participation in consensus was measured quantitatively but not qualitatively.
* Vandal-fighting as measured by the number of edits to the ] had no effect. Every thousand edits containing variations of "revert" was positively correlated (7%) with adminiship for 2006–2007, but did not attain statistical significance unless one is willing to lower the threshold to p<.1). More confusingly, before 2006 the number of reverts was negatively correlated (-6.8%) with adminship success, against without attaining statistical significance even at p<.1. This may be because of the introduction of a policy known as ] in 2006 to reduce reverts.<ref>] and ], polices which prevent repetitive reverting.</ref> * Vandal-fighting as measured by the number of edits to the vandalism noticeboard had no effect. Every thousand edits containing variations of "revert" was positively correlated (7%) with adminship for 2006–2007, but did not attain statistical significance unless one is willing to lower the threshold to p<.1). More confusingly, before 2006 the number of reverts was negatively correlated (-6.8%) with adminship success, against without attaining statistical significance even at p<.1. This may be because of the introduction of a policy known as "3RR" in 2006 to reduce reverts.<ref>] and ], policies which prevent repetitive reverting.</ref>


The study suggests that some of the 25% unexplained variability in outcomes may be due to factors that were not measured, such as quality of edits or participation in off-site coordination, such as the (explicitly cited) secret mailing list reported in '']''.<ref>http://www.theregister.co.uk/2007/12/04/wikipedia_secret_mailing</ref> The paper concludes: The study suggests that some of the 25% unexplained variability in outcomes may be due to factors that were not measured, such as quality of edits or participation in off-site coordination, such as the (explicitly cited) secret mailing list reported in '']''.<ref>{{cite news |last=Metz |first=Cade |title=Secret mailing list rocks Misplaced Pages |url=https://www.theregister.co.uk/2007/12/04/wikipedia_secret_mailing |website=The Register |access-date=10 August 2017 |archive-date=4 December 2007 |archive-url=https://web.archive.org/web/20071204204534/http://www.theregister.co.uk/2007/12/04/wikipedia_secret_mailing/ |url-status=live }}</ref> The paper concludes:


{{cquote| {{blockquote|
Merely performing a lot of production work is insufficient for “promotion” in Misplaced Pages. Candidates’ article edits were Merely performing a lot of production work is insufficient for "promotion" in Misplaced Pages. Candidates' article edits were
weak predictors of success. They also have to demonstrate more managerial behavior. Diverse experience and contributions to the development of policies and WikiProjects were stronger predictors of ] success. This is consistent with the findings that Misplaced Pages is a bureaucracy<ref name=buttler07/> and that coordination work has increased substantially.<ref>Kittur, A., Suh, B., Pendleton, B. A., Chi., E. "He says, she says: Conflict and coordination in Misplaced Pages". Proc CHI 2007, ACM Press (2007), 453–462.</ref><ref>Viegas, F., Wattenberg, M., Kriss, J., and van Ham, F. "Talk before your type: Coordination in Misplaced Pages". Proc HICSS 2007, 575–582.</ref> Participation in Misplaced Pages policy and WikiProjects was not predictive of adminship prior to 2006, suggesting the community as a whole is beginning to prioritize policymaking and organization experience over simple article-level coordination. weak predictors of success. They also have to demonstrate more managerial behavior. Diverse experience and contributions to the development of policies and WikiProjects were stronger predictors of RfA success. This is consistent with the findings that Misplaced Pages is a bureaucracy<ref name=buttler07/> and that coordination work has increased substantially.<ref>{{cite book |author=Kittur, Aniket |author2=Suh, Bongwon |author3=Pendleton, Bryan A. |author4=Chi, Ed H. |title=Proceedings of the SIGCHI Conference on Human Factors in Computing Systems |chapter=He says, she says |year=2007 |pages=453–462 |doi=10.1145/1240624.1240698 |isbn=978-1-59593-593-9|s2cid=17493296 }}</ref><ref>{{cite book |author1=Viegas, Fernanda B. |author2=Wattenberg, Martin |author3=Kriss, Jesse |author4=van Ham, Frank |title=2007 40th Annual Hawaii International Conference on System Sciences (HICSS'07) |chapter=Talk Before You Type: Coordination in Misplaced Pages |year=2007 |pages=575–582 |doi=10.1109/HICSS.2007.511 |isbn=978-0-7695-2755-0 |citeseerx=10.1.1.210.1057|s2cid=5293547 }}</ref>&nbsp;... Participation in Misplaced Pages policy and WikiProjects was not predictive of adminship prior to 2006, suggesting the community as a whole is beginning to prioritize policymaking and organization experience over simple article-level coordination.
}} }}


Subsequent research by another group<ref>{{cite book | chapter-url=https://link.springer.com/content/pdf/10.1007/978-3-642-21796-8_11.pdf | doi=10.1007/978-3-642-21796-8_11 | chapter=Collaborative Sensemaking during Admin Permission Granting in Misplaced Pages | title=Online Communities and Social Computing | series=Lecture Notes in Computer Science | year=2011 | last1=Derthick | first1=Katie | last2=Tsao | first2=Patrick | last3=Kriplean | first3=Travis | last4=Borning | first4=Alan | last5=Zachry | first5=Mark | last6=McDonald | first6=David W. | volume=6778 | pages=100–109 | isbn=978-3-642-21795-1 | access-date=7 August 2022 | archive-date=20 January 2022 | archive-url=https://web.archive.org/web/20220120131221/http://link.springer.com/content/pdf/10.1007/978-3-642-21796-8_11.pdf | url-status=live }}</ref> probed the sensemaking activities of individuals during their contributions to RfA decisions. This work establishes that decisions about RfA candidates is based on a shared interpretation of evidence in the wiki and histories of prior interactions.
== See also ==

*]
== Readership ==
Several studies have shown that Misplaced Pages is used by doctors, students, journalists and scientists.<ref name=":1">{{Cite journal |last1=Petiška |first1=Eduard |last2=Moldan |first2=Bedřich |date=2021 |title=Indicator of quality for environmental articles on Misplaced Pages at the higher education level |url=http://journals.sagepub.com/doi/10.1177/0165551519888607 |journal=Journal of Information Science |language=en |volume=47 |issue=2 |pages=269–280 |doi=10.1177/0165551519888607 |s2cid=214401940 |issn=0165-5515 |access-date=17 November 2022 |archive-date=8 October 2022 |archive-url=https://web.archive.org/web/20221008170431/https://journals.sagepub.com/doi/10.1177/0165551519888607 |url-status=live }}</ref> One study in 2009 found that 70% of junior physicians used Misplaced Pages weekly to find medical information, and in 26% of their cases.<ref name=":4">{{Cite journal |last1=Thompson |first1=Neil |last2=Hanley |first2=Douglas |date=2018-02-13 |title=Science Is Shaped by Misplaced Pages: Evidence From a Randomized Control Trial |url=https://papers.ssrn.com/abstract=3039505 |language=en |location=Rochester, NY |doi=10.2139/ssrn.3039505 |ssrn=3039505 |s2cid=30918097 |access-date=17 November 2022 |archive-date=13 March 2023 |archive-url=https://web.archive.org/web/20230313124139/https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3039505 |url-status=live }}</ref>

At least one study found that British people trust Misplaced Pages more than the BBC.<ref name=":1" />

=== In education ===
Studies have found that Misplaced Pages is the most commonly used ] in higher education, and is 2,000 times more cost effective than printed textbooks.<ref name=":1" /> It has been found that using Misplaced Pages improves writing students' interest in learning, their investment in their work, their learning and personal development, and creates opportunity for local and international collaborations.<ref>{{Cite journal|last=Hertz|first=Tehila|date=2018|title=Wikishtetl: Commemorating Jewish Communities that Perished in the Holocaust through the Misplaced Pages Platform|url=http://www.quest-cdecjournal.it/focus.php?id=403|journal=Quest|volume=13|access-date=15 January 2020|archive-date=11 July 2020|archive-url=https://web.archive.org/web/20200711080416/http://www.quest-cdecjournal.it/focus.php?id=403|url-status=live}}</ref>{{Additional citation needed|date=May 2021}}

==Machine learning==
Automated ] using ] algorithms is used to "extract machine-processable information at a relatively low complexity cost".<ref>{{cite book |title=Weaving services and people on the World Wide Web |editor1-last=Baeza-Yates |editor1-first=Ricardo |editor2-last=King |editor2-first=Irwin |publisher=Springer |year=2009 |isbn=978-3-642-00569-5 |lccn=2009926100}}</ref> ] uses ] extracted from ]es of Misplaced Pages articles in different languages by machine learning algorithms to create a resource of ] in a ].<ref>{{cite book |title=A Developer's Guide to the Semantic Web |last=Yu |first=Liyang |publisher=Springer |year=2011 |isbn=978-3-642-15969-5 |doi=10.1007/978-3-642-15970-1|bibcode=2011adgt.book.....Y }}</ref>

==As predictor or influence on human behavior==
In a study published in '']''<ref>{{cite journal |author1=Márton Mestyán |author2=Taha Yasseri |author3=János Kertész |title=Early Prediction of Movie Box Office Success Based on Misplaced Pages Activity Big Data |journal=] |volume=8 |issue=8 |pages=e71226 |year=2013 <!-- |access-date=September 2, 2013 --> |doi=10.1371/journal.pone.0071226 |arxiv=1211.0970 |bibcode=2013PLoSO...871226M |pmid=23990938 |pmc=3749192|doi-access=free }}</ref> ] from ] and his colleagues from ] have shown that the page view statistics of articles about movies are well correlated with the box office revenue of them. They developed a mathematical model to predict the box office takings by analysing the page view counts as well as number of edits and unique editors of the Misplaced Pages pages on movies. Although this model was developed against English Misplaced Pages for movies, the language-independent methods can be generalized to other languages and to other kinds of products beyond movies.<ref>{{cite web |url=https://www.theguardian.com/science/2012/nov/08/wikipedia-buzz-blockbuster-movies-takings |title=Misplaced Pages buzz predicts blockbuster movies' takings weeks before release |work=] |date=8 November 2012 |access-date=2 September 2013 |archive-date=17 April 2019 |archive-url=https://web.archive.org/web/20190417224405/https://www.theguardian.com/science/2012/nov/08/wikipedia-buzz-blockbuster-movies-takings |url-status=live }}</ref>

In a work published in '']'' in 2013,<ref>{{cite journal |author=Helen Susannah Moat |author2=Chester Curme |author3=Adam Avakian |author4=Dror Y. Kenett |author5=H. Eugene Stanley |author6=Tobias Preis |author6-link=Tobias Preis |title=Quantifying Misplaced Pages Usage Patterns Before Stock Market Moves |journal=] |volume=3 |pages=1801 |year=2013 <!-- |access-date=August 9, 2013 --> |doi=10.1038/srep01801 |bibcode=2013NatSR...3.1801M|pmc=3647164 }}</ref> ], ] and colleagues demonstrated a link between changes in the number of views of English Misplaced Pages articles relating to financial topics and subsequent large US stock market moves.<ref>{{cite web |url=http://www.ft.com/intl/cms/s/0/97170c1a-b96f-11e2-9a9f-00144feabdc0.html |title=Misplaced Pages's crystal ball |work=] |date=10 May 2013 |access-date=10 August 2013 |archive-date=13 March 2023 |archive-url=https://web.archive.org/web/20230313124201/https://www.ft.com/content/97170c1a-b96f-11e2-9a9f-00144feabdc0 |url-status=live }}</ref><ref>{{cite magazine |url=https://www.wired.co.uk/news/archive/2013-05/8/wikipedia-views-stock-market |title=Misplaced Pages page views could predict stock market changes |magazine=] |author=Kadhim Shubber |date=8 May 2013 |access-date=10 August 2013 |archive-date=12 August 2013 |archive-url=https://web.archive.org/web/20130812140258/http://www.wired.co.uk/news/archive/2013-05/8/wikipedia-views-stock-market |url-status=live }}</ref>

In an article published in '']'',<ref>{{Cite journal |last1=Smith |first1=Benjamin K. |last2=Gustafson |first2=Abel |date=2017-09-07 |title=Using Misplaced Pages to Predict Election Outcomes: Online Behavior as a Predictor of Voting |url=https://doi.org/10.1093/poq/nfx007 |journal=Public Opinion Quarterly |volume=81 |issue=3 |pages=714–735 |doi=10.1093/poq/nfx007 |issn=0033-362X |access-date=23 July 2022 |archive-date=13 March 2023 |archive-url=https://web.archive.org/web/20230313124147/https://academic.oup.com/poq/article-abstract/81/3/714/3800508?redirectedFrom=fulltext |url-status=live }}</ref> Benjamin K. Smith and Abel Gustafon have shown that the data on Misplaced Pages pageviews can improve traditional election forecasting methods like polls.

Between 2019 and 2021, a team of American and Irish researchers conducted a randomised field experiment which found that creating a Misplaced Pages article about a legal precedent increased its likelihood of citation in subsequent court judgments by over 20%, and that the language of the court judgments echoed that of the Misplaced Pages articles.<ref>{{Cite journal |last1=Thompson |first1=Neil |last2=Flanagan |first2=Brian |last3=Richardson |first3=Edana |last4=McKenzie |first4=Brian |last5=Luo |first5=Xueyun |date=2022-07-27 |title=Trial by Internet: A Randomized Field Experiment on Misplaced Pages's Influence on Judges' Legal Reasoning |url=https://papers.ssrn.com/abstract=4174200 |journal= |language=en |location= |doi=10.2139/ssrn.4174200 |ssrn=4174200 |s2cid=251295546 |via=SSRN |access-date=18 September 2022 |archive-date=13 March 2023 |archive-url=https://web.archive.org/web/20230313124141/https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4174200 |url-status=live }}</ref>


== References == ==See also==
*]
*]


==References==
{{reflist|2}}
{{reflist|30em}}


==Further reading==
== External links ==
{{Refbegin|60em}}
* {{cite journal |last1=Aaltonen |first1=A. |last2=Lanzara |first2=G.F. |year=2015 |title=Building governance capability in online social production: Insights from Misplaced Pages |journal=Organization Studies |volume=36 |issue=12 |pages=1649–1673 |doi=10.1177/0170840615584459|doi-access=free |hdl=10535/10559 |hdl-access=free }}
* {{cite journal |last1=Aaltonen |first1=A. |last2=Seiler |first2=S. |year=2016 |title=Cumulative growth in user-generated content production: Evidence from Misplaced Pages |journal=Management Science |volume=62 |issue=7 |pages=2054–2069 |doi=10.1287/mnsc.2015.2253|url=http://wrap.warwick.ac.uk/75775/13/WRAP_cumulative-growth-in-user-generated-content-production-authors-accepted-manuscript.pdf }}
*{{cite book |last1=Adler |first1=B.T. |last2=de Alfaro |first2=L. |date=2007 |chapter=A content-driven reputation system for the Misplaced Pages |title=Proceedings of the 16th international conference on World Wide Web |pages=261–270 |publisher=ACM |location=New York |doi=10.1145/1242572.1242608 |isbn=978-1-59593-654-7|citeseerx=10.1.1.728.9724 |s2cid=405135 }}
* {{cite journal |last1=Amichai-Hamburger |first1=Y. |last2=Lamdan |first2=N. |last3=Madiel |first3=R. |last4=Hayat |first4=T. |year=2008 |title=Personality characteristics of Misplaced Pages members |journal=Cyberpsychology & Behavior |volume=11 |issue=6 |pages=679–681 |doi=10.1089/cpb.2007.0225 |pmid=18954273}}
* {{cite book |last=Blumenstock |first=J. E. |year=2008 |chapter=Size matters: word count as a measure of quality on Misplaced Pages |title=Proceedings of the 17th international conference on World Wide Web |pages=1095–1096 |publisher=ACM |location=New York |isbn=978-1-60558-085-2 |doi=10.1145/1367497.1367673|s2cid=8896540 }}
* {{cite book |last1=Bryant |first1=S. L. |last2=Forte |first2=A. |last3=Bruckman |first3=A. |year=2005 |chapter=Becoming Wikipedian: transformation of participation in a collaborative online encyclopedia |title=GROUP '05 Proceedings of the 2005 international ACM SIGGROUP conference on Supporting group work |publisher=ACM |location=New York |isbn=978-1-59593-223-5 |doi=10.1145/1099203.1099205|s2cid=221349 }}
* {{cite journal |last1=Farrell |first1=H. |last2=Schwartzberg |first2=M. |date=2008 |title=Norms, Minorities, and Collective Choice Online |journal=Ethics & International Affairs |volume=22 |issue=4 |pages=357–367 |url=http://www.cceia.org/resources/journal/22_4/essays/002.html |access-date=3 February 2009 |archive-url=https://web.archive.org/web/20090120200727/http://www.cceia.org/resources/journal/22_4/essays/002.html |archive-date=20 January 2009 |url-status=dead |doi=10.1111/j.1747-7093.2008.00171.x |s2cid=55601586 }}
* {{cite book |last1=Hu |first1=M. |last2=Lim |first2=E.-P. |last3=Sun |first3=A. |last4=Lauw |first4=H. W. |last5=Vuong |first5=B.-Q. |year=2007 |chapter=Measuring article quality in Misplaced Pages: models and evaluation |title=Proceedings of the sixteenth ACM conference on Conference on information and knowledge management |publisher=ACM |location=New York |isbn=978-1-59593-803-9 |doi=10.1145/1321440.1321476 |s2cid=654234 |url=https://ink.library.smu.edu.sg/sis_research/1516 |access-date=28 September 2020 |archive-date=27 September 2020 |archive-url=https://web.archive.org/web/20200927235605/https://ink.library.smu.edu.sg/sis_research/1516/ |url-status=live }}
* {{cite journal |last=Jensen |first=Richard |year=2012 |title=Military History on the Electronic Frontier: Misplaced Pages Fights the War of 1812 |url=http://www.americanhistoryprojects.com/downloads/JMH1812.PDF |journal=Journal of Military History |volume=76 |issue=4 |pages=523–556 |access-date=26 October 2012 |archive-date=3 December 2017 |archive-url=https://web.archive.org/web/20171203075654/http://www.americanhistoryprojects.com/downloads/JMH1812.PDF |url-status=live }}
* Kopf, Susanne. "Debating the European Union transnationally: Wikipedians' construction of the EU on a Misplaced Pages talk page (2001-2015)". (PhD dissertation Lancaster University, 2018) {{Webarchive|url=https://web.archive.org/web/20190516115656/http://eprints.lancs.ac.uk/126749/1/2018kopfphd.pdf |date=16 May 2019 }}.
* {{cite journal |last1=Kuznetsov |first1=S. |year=2006 |title=Motivations of contributors to Misplaced Pages |journal=ACM SIGCAS Computers and Society |volume=36 |issue=2 |pages=1–es |doi=10.1145/1215942.1215943|s2cid=1115614 }}
* {{cite journal |last1=Luyt |first1=B. |last2=Aaron |first2=T. C. H. |last3=Thian |first3=L. H. |last4=Hong |first4=C. K. |year=2008 |title=Improving Misplaced Pages's accuracy: Is edit age a solution? |journal=Journal of the American Society for Information Science and Technology |volume=59 |issue=2 |pages=318–330 |doi=10.1002/asi.20755|s2cid=20331166 }}
* {{cite arXiv |last1=Medelyan |first1=O. |last2=Milne |first2=D. |last3=Legg |first3=C. |last4=Witten |first4=I. H. |year=2008 |title=Mining Meaning from Misplaced Pages |eprint=0809.4530 |class=cs.AI}}
* {{cite journal |last=Park |first=T. K. |year=2011 |title=The visibility of Misplaced Pages in scholarly publications |journal=] |volume=16 |issue=8 |doi=10.5210/fm.v16i8.3492 |hdl=2022/21757 |hdl-access=free |doi-access=free }}
* {{cite journal |last=van Pinxteren |first=B. |year=2017 |title=African Languages in Misplaced Pages – A Glass Half Full or Half Empty? |ssrn=2939146 |journal=Political Economy - Development: Comparative Regional Economies eJournal |volume=5 |issue=12}}
* {{cite book | first = Emiel | last = Rijshouwer | date = 2019 | title = Organizing Democracy. Power concentration and self-organization in the evolution of Misplaced Pages | location = Rotterdam | publisher = Erasmus University Rotterdam | edition = dissertation | hdl = 1765/113937 | isbn = 9789402813715 | oclc = 1081174169 | hdl-access = free }}
* {{cite journal |last1=Shachaf |first1=P. |year=2009 |title=The paradox of expertise: Is the Misplaced Pages reference desk as good as your library? |url=http://www.slis.indiana.edu/news/story.php?story_id=2064 |journal=Journal of Documentation |volume=65 |issue=6 |pages=977–996 |doi=10.1108/00220410910998951 |access-date=16 February 2010 |archive-date=12 August 2012 |archive-url=https://web.archive.org/web/20120812200325/http://www.slis.indiana.edu/news/story.php?story_id=2064 |url-status=live }}
* {{cite journal |last1=Shachaf |first1=P. |last2=Hara |first2=N. |year=2010 |title=Beyond vandalism: Misplaced Pages trolls |journal=Journal of Information Science |volume=36 |issue=3 |pages=357–370 |doi=10.1177/0165551510365390 |s2cid=21846015 |url=http://eprints.rclis.org/15530/1/wikipediatrolls.pdf |access-date=28 September 2020 |archive-date=10 April 2021 |archive-url=https://web.archive.org/web/20210410111326/http://eprints.rclis.org/15530/1/wikipediatrolls.pdf |url-status=live }}
* {{cite book |last1=Stein |first1=K. |last2=Hess |first2=C. |year=2007 |chapter=Does it matter who contributes: a study on featured articles in the German Misplaced Pages |title=Proceedings of the eighteenth conference on Hypertext and hypermedia |publisher=ACM |location=New York |isbn=978-1-59593-820-6 |doi=10.1145/1286240.1286290|s2cid=16649948 }}
* {{cite book |last1=Suh |first1=B. |year=2008 |last2=Chi |first2=E. H. |last3=Kittur |first3=A. |last4=Pendleton |first4=B. A. |title=Proceedings of the SIGCHI Conference on Human Factors in Computing Systems |chapter=Lifting the veil |page=1037 |isbn=978-1-60558-011-1 |doi=10.1145/1357054.1357214|s2cid=17070584 }}
* {{cite journal |last1=Urdaneta |first1=G. |last2=Pierre |first2=G. |last3=van Steen |first3=M. |year=2009 |title=Misplaced Pages Workload Analysis for Decentralized Hosting |url=http://www.globule.org/publi/WWADH_comnet2009.html |journal=Computer Networks |volume=53 |issue=11 |pages=1830–1845 |doi=10.1016/j.comnet.2009.02.019 |citeseerx=10.1.1.148.6299 |access-date=20 March 2009 |archive-date=26 June 2012 |archive-url=https://web.archive.org/web/20120626185442/http://www.globule.org/publi/WWADH_comnet2009.html |url-status=live }}
* {{cite book |last1=Vuong |first1=B.-Q. |last2=Lim |first2=E.-P. |last3=Sun |first3=A. |last4=Le |first4=M.-T. |last5=Lauw |first5=H. W. |last6=Chang |first6=K. |year=2008 |chapter=On ranking controversies in Misplaced Pages: models and evaluation |title=Proceedings of the 2008 International Conference on Web Search and Data Mining |publisher=ACM |location=New York |isbn=978-1-59593-927-2 |doi=10.1145/1341531.1341556 |s2cid=12504471 |url=https://ink.library.smu.edu.sg/sis_research/1261 |access-date=28 September 2020 |archive-date=23 September 2020 |archive-url=https://web.archive.org/web/20200923061736/https://ink.library.smu.edu.sg/sis_research/1261/ |url-status=live }}
* Wilson, J. (2014). {{Webarchive|url=https://web.archive.org/web/20230313124125/https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2474110 |date=13 March 2023 }}. '']'', '''16''' (4).
* Zickuhr, K., & Rainie, L. (2011). {{Dead link|date=June 2020 |bot=InternetArchiveBot |fix-attempted=yes }}.
{{Refend}}


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* Kittur, A., B. Suh, B. A. Pendleton, & E. H. Chi (2007). "He says, she says: conflict and coordination in Misplaced Pages." Proceedings of the SIGCHI conference on Human factors in computing systems, http://doi.acm.org/10.1145/1240624.1240698
* Kuznetsov, S. (2006). "Motivations of contributors to Misplaced Pages." ACM SIGCAS Computers and Society, http://doi.acm.org/10.1145/1215942.1215943
* Luyt, B., T. C. H. Aaron, L. H. Thian, & C. K. Hong (2007). "Improving Misplaced Pages's accuracy: Is edit age a solution?" Journal of the American Society for Information Science and Technology, http://dx.doi.org/10.1002/asi.v59:2
* Medelyan, O., C. Legg, D. Milne, & I. H. Witten (2008). "Mining meaning from Misplaced Pages." arXiv, http://arxiv.org/abs/0809.4530
* Shachaf, P. (2009). "The paradox of expertise: Is the Misplaced Pages reference desk as good as your library?" Journal of Documentation, 65(6), 977-996, http://www.slis.indiana.edu/news/story.php?story_id=2064
* Stein, K., & C. Hess (2007). "Does it matter who contributes: a study on featured articles in the German Misplaced Pages." Proceedings of the eighteenth conference on Hypertext and hypermedia, http://doi.acm.org/10.1145/1286240.1286290
* Suh, B., E. H. Chi, A. Kittur, & B. A. Pendleton (2008). "Lifting the veil: improving accountability and social transparency in Misplaced Pages with wikidashboard." Proceeding of the twenty-sixth annual SIGCHI conference on Human factors in computing systems, http://doi.acm.org/10.1145/1357054.1357214
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* Vuong, B.-Q., E. P. Lim, A. Sun, M.-T. Le, & H. W. Lauw (2008). "On ranking controversies in Misplaced Pages: models and evaluation." Proceedings of the international conference on Web search and web data mining, http://doi.acm.org/10.1145/1341531.1341556
*{{cite journal | last = Farrell | first = Henry | coauthors = Melissa Schwartzberg | date = 2008-12-30 | title = Norms, Minorities, and Collective Choice Online | journal = Ethics & International Affairs | volume = 22 | issue = 4 | publisher = Carnegie Council for Ethics in International Affairs | url = http://www.cceia.org/resources/journal/22_4/essays/002.html | accessdate = 2009-02-03 }}
* Urdaneta, G., Pierre, G., van Steen, M. (2009). "Misplaced Pages Workload Analysis for Decentralized Hosting." Elsevier Computer Networks 53(11), pp.&nbsp;1830–1845, July 2009. http://www.globule.org/publi/WWADH_comnet2009.html


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Latest revision as of 06:23, 12 December 2024

Studies of Misplaced Pages published in an academic journal or some such For Misplaced Pages's internal page, see Misplaced Pages:Academic studies of Misplaced Pages.
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Misplaced Pages has been studied extensively. Between 2001 and 2010, researchers published at least 1,746 peer-reviewed articles about the online encyclopedia. Such studies are greatly facilitated by the fact that Misplaced Pages's database can be downloaded without help from the site owner.

Research topics have included the reliability of the encyclopedia and various forms of systemic bias; social aspects of the Misplaced Pages community (including administration, policy, and demographics); the encyclopedia as a dataset for machine learning; and whether Misplaced Pages trends might predict or influence human behaviour.

Notable findings include factual accuracy similar to other encyclopedias, the presence of cultural and gender bias as well as gaps in coverage of the Global South; that a tiny minority of editors produce the majority of content; various models for understanding online conflict; and limited correlation between Misplaced Pages trends and various phenomena such as stock market movements or electoral results.

Content

Production

A minority of editors produce the majority of persistent content

Studies from 2005 to 2007 found that a small minority of editors produce most of the edits on Misplaced Pages, and that the distribution of edits follows a power law with about half of the total edits produced by 1% of the editors. Another 2007 study found that 'elite' editors with many edits produced 30% of the content changes, measured in number of words. These editors were also more likely to add, rather than delete, content.

A 2007 study from the University of Minnesota used reader-based measures that weighted content based on the number of times it was viewed (a persistent word view (PWV)). This study analyzed trillions of word views between September 2002 and October 2006 and concluded that 0.1% of the Misplaced Pages community (4,200 editors) produced 44% of the word views during this time. The editors concluded that,

Growth of PWV share increases super-exponentially by edit count rank; in other words, elite editors (those who edit the most times) account for more value than they would given a power-law relationship.

A 2009 study determined that one percent of editors who average more than 1,000 edits/month make 55% of edits.

Work distribution and social strata

Further information: Criticism of Misplaced Pages § Social stratification

A peer-reviewed paper noted the "social stratification in the Misplaced Pages society" due to the "admins class". The paper suggested that such stratification could be beneficial in some respects but recognized a "clear subsequent shift in power among levels of stratification" due to the "status and power differentials" between administrators and other editors.

Analyzing the entire edit history of English Misplaced Pages up to July 2006, the same study determined that the influence of administrator edits on contents has steadily diminished since 2003, when administrators performed roughly 50% of total edits, to 2006 when only 10% of the edits were performed by administrators. This happened despite the fact that the average number of edits per administrator had increased more than fivefold during the same period. This phenomenon was labeled the "rise of the crowd" by the authors of the paper. An analysis that used as metric the number of words edited instead of the number of edit actions showed a similar pattern. Because the admin class is somewhat arbitrary with respect to the number of edits, the study also considered a breakdown of users in categories based on the number of edits performed. The results for "elite users", i.e. users with more than 10,000 edits, were somewhat in line with those obtained for administrators, except that "the number of words changed by elite users has kept up with the changes made by novice users, even though the number of edits made by novice users has grown proportionally faster". The study concludes:

Thus though their influence may have waned in recent years, elite users appear to continue to contribute a sizeable portion of the work done in Misplaced Pages. Furthermore, ... edits made by elite users appear to be substantial in nature. That is, they appear to be doing more than just fixing spelling errors or reformatting citations

Reliability

Main article: Reliability of Misplaced Pages

An Argumentation conference paper (2010) assessed whether trust in Misplaced Pages is based on epistemic or pragmatic merits. While readers may not assess the actual knowledge and expertise of the authors of a given article, they may assess the contributors' passion for the project, and communicative design through which that passion is made manifest, and provide a reason for trust.

In details, the author argued that Misplaced Pages can't be trusted based on individual expertise, collective knowledge, or past experience of reliability. This is because anonymity and pseudonymity prevent knowledge assessment, and "anti-expert culture" makes it unlikely that this will change. Editing Misplaced Pages may largely be confined to an elite group of editors, without aggregating "wisdom of the crowd" which in some cases lowers the quality of an article anyway. Personal experiences and empirical studies, confirmed by incidents including Seigenthaler biography controversy, point to the conclusion that Misplaced Pages is not generally reliable. Hence, these epistemic factors don't justify consulting with Misplaced Pages.

The author then proposed rationale to trust Misplaced Pages based on pragmatic values, which roughly can be summarized into two factors. First, the size and activity around Misplaced Pages indicates that editors are deeply committed to provide the world with knowledge. Second, transparent developments of policies, practices, institutions, and technologies in addition to conspicuous massive efforts, address the possible concerns that one might have in trusting Misplaced Pages. The concerns raised include the definition of provided knowledge, preventing distorted contributions from people not sharing the same commitment, correcting editing damages, and article quality control and improvement.

Health information

Main article: Health information on Misplaced Pages

Health information on English Misplaced Pages is popularly accessed as results from search engines and search engine result page, which frequently deliver links to Misplaced Pages articles. Independent assessments of the quality of health information provided on Misplaced Pages and of who is accessing the information have been undertaken. The number and demographics of people who seek health information on Misplaced Pages, the scope of health information on Misplaced Pages, and the quality of the information on Misplaced Pages have been studied. There are drawbacks to using Misplaced Pages as a source of health information.

Bias

Research has consistently shown that Misplaced Pages systematically over-represents a point of view (POV) belonging to a particular demographic described as the "average Wikipedian", who is an educated, technically inclined, English speaking white male, aged 15–49 from a developed Christian country in the northern hemisphere. This POV is over-represented in relation to all existing POVs. This systemic bias in editor demographic results in cultural bias, gender bias, and lack of information about the Global South.

There are two broad types of bias, which are implicit (when a topic is omitted) and explicit (when a certain POV is supported in an article or by references).

Interdisciplinary scholarly assessments of Misplaced Pages articles have found that while articles are typically accurate and free of misinformation, they are also typically incomplete and fail to present all perspectives with a neutral point of view.

Researchers from Washington University in St. Louis developed a statistical model to measure systematic bias in the behavior of Misplaced Pages's users regarding controversial topics. The authors focused on behavioral changes of the encyclopedia's administrators after assuming the post, writing that systematic bias occurred after the fact.

Geographical bias

Main article: Geographical bias on Misplaced Pages

Research conducted in 2009 by the Oxford Internet Institute showed that geotagged articles in all language editions of Misplaced Pages covered about half a million places on Earth. However, the geographic distribution of articles was highly uneven: most articles are written about North America, Europe, and East Asia, with very little coverage of large parts of the developing world, including most of Africa.

Another 2009 study of 15 language editions determined that each edition was highly "self-focused", with emphasis on the geographic "home region" of that language.

Gender bias

Main article: Gender bias on Misplaced Pages

The gender bias on Misplaced Pages has been widely discussed. A 2010 survey found that only 13% of editors and 31% of readers were female. A 2017 paper confirmed that only 15% of the editing community is female.

A 2021 study by Francesca Tripodi found that of the roughly 1.5 million biographical articles on the English Misplaced Pages in 2021, only 19% were about women. The study found that biographies that do exist are considerably more likely to be nominated for deletion than existing articles of men.

Addressing bias

Some studies have investigated the work of WikiProject Countering Systemic Bias (WP:CSB), which is a collective effort of some Misplaced Pages editors to broaden the encyclopedia's POV. A 2010 study of 329 editors participating in WP:CSB found that these editors' work favoured topics belonging to the United States and England, and that "the areas of the globe of main concern to WP:CSB proved to be much less represented by the coalition itself."

A 2021 paper recommended addressing a "sweet spot" within the encyclopedia's bias where existing scholarship includes reliable, peer-reviewed sources that offer a more complete POV than existing Misplaced Pages articles. The study suggested that incorporation of these sources would offer better representation for excluded or marginalized POVs, and that the possibilities for potential improvement are "massive."

Natural language processing

The textual content and the structured hierarchy of Misplaced Pages has become an important knowledge source for researchers in natural language processing and artificial intelligence. In 2007 researchers at Technion – Israel Institute of Technology developed a technique called Explicit Semantic Analysis which uses the world knowledge contained in English Misplaced Pages articles. Conceptual representations of words and texts are created automatically and used to compute the similarity between words and between texts.

Researchers at Ubiquitous Knowledge Processing Lab use the linguistic and world knowledge encoded in Misplaced Pages and Wiktionary to automatically create linguistic knowledge bases which are similar to expert-built resources like WordNet. Strube and Ponzetto created an algorithm to identify relationships among words by traversing English Misplaced Pages via its categorization scheme, and concluded that Misplaced Pages had created "a taxonomy able to compete with WordNet on linguistic processing tasks".

Social aspects

Conflict

A 2011 study reported a new way to measure how disputed a Misplaced Pages article is, and verified against 6 Indo-European language editions including English.

A 2013 article in Physical Review Letters reported a generic social dynamics model in a collaborative environment involving opinions, conflicts, and consensus, with a specific analogue to Misplaced Pages: "a peaceful article can suddenly become controversial when more people get involved in its editing."

In 2014 published as a book chapter titled "The Most Controversial Topics in Misplaced Pages: A Multilingual and Geographical Analysis": analysed the volume of editing of articles in various language versions of Misplaced Pages in order to establish the most controversial topics in different languages and groups of languages. For the English version, the top three most controversial articles were George W. Bush, Anarchism and Muhammad. Topics in other languages causing most controversy were Croatia (German), Ségolène Royal (French), Chile (Spanish) and Homosexuality (Czech).

Demographics

A 2007 study by Hitwise, reproduced in Time magazine, found that visitors to Misplaced Pages are almost equally split 50/50 male/female, but that 60% of edits are made by male editors. A 2010 survey found that only 13% of editors and 31% of readers were female. 2017 paper confirmed that only 15% of the editing community is female.

A 2012 study covering 32 language editions analysed circadian activity of editors and concluded that the shares of contributions to English Misplaced Pages, from North America and Europe-Far East-Australia are almost equal, whereas this increases to 75% of European-Far Eastern-Australian contributions for the Simple English Misplaced Pages. The research also covers some other demographic analysis on the other editions in different languages.

Policies and guidelines

A descriptive study that analyzed English language Misplaced Pages's policies and guidelines up to September 2007 identified a number of key statistics:

  • 44 official policies
  • 248 guidelines

Even a short policy like "ignore all rules" was found to have generated a lot of discussion and clarifications:

While the "Ignore all rules" policy itself is only sixteen words long, the page explaining what the policy means contains over 500 words, refers readers to seven other documents, has generated over 8,000 words of discussion, and has been changed over 100 times in less than a year.

The study sampled the expansion of some key policies since their inception:

The number for "deletion" was considered inconclusive however because the policy was split in several sub-policies.

Power plays

This section may lend undue weight to one specific study. Please help to create a more balanced presentation. Discuss and resolve this issue before removing this message. (November 2022)

A 2007 joint peer-reviewed study conducted by researchers from the University of Washington and HP Labs examined how policies are employed and how contributors work towards consensus by quantitatively analyzing a sample of active talk pages. Using a November 2006 English Misplaced Pages database dump, the study focused on 250 talk pages in the tail of the distribution: 0.3% of all talk pages, but containing 28.4% of all talk page revisions, and more significantly, containing 51.1% of all links to policies. From the sampled pages' histories, the study examined only the months with high activity, called critical sections—sets of consecutive months where both article and talk page revisions were significant in number.

The study defined and calculated a measure of policy prevalence. A critical section was considered policy-laden if its policy factor was at least twice the average. Articles were tagged with 3 indicator variables:

  • controversial
  • featured
  • policy-laden

All possible levels of these three factors yielded 8 sampling categories. The study intended to analyze 9 critical sections from each sampling category, but only 69 critical sections could be selected because only 6 articles (histories) were simultaneously featured, controversial, and policy laden.

The study found that policies were by no means consistently applied. Illustrative of its broader findings, the report presented the following two extracts from Misplaced Pages talk pages in obvious contrast:

  • a discussion where participants decided that calculating a mean from data provided by a government agency constituted original research:

is the mean ... not considered original research?
It doesn't look like it to me, it looks like the original research was done by or am I missing something?
If the has not published the actual mean, us "calculating" it would be OR, no? I'm not sure.
No, why would it be? Extrapolating data from info already available is not OR.
From WP:NOR "articles may not contain any new analysis or synthesis of published arguments, concepts, data, ideas or statements that serves to advance a position." For what' worth

  • a discussion where logical deduction was used as counterargument for the original research policy:

Your notion is WP:OR. I can easily provide ... a scholarly article that says that anti-authoritarianism is not central to Panism. You are synthesizing all kinds of ideas here, based on your POV.
Simple deductive reasoning is not original research. Panism is inherently anti-authoritarian; therefore, an authoritarian economic system cannot be Panist. Which do you disagree with: the premise or the conclusion?

Claiming that such ambiguities easily give rise to power plays, the study identified, using the methods of grounded theory (Strauss), 7 types of power plays:

  • article scope (what is off-topic in an article)
  • prior consensus (past decisions presented as absolute and uncontested)
  • power of interpretation (a sub-community claiming greater interpretive authority than another)
  • legitimacy of contributor (his/her expertise etc.)
  • threat of sanction (blocking etc.)
  • practice on other pages (other pages being considered models to follow)
  • legitimacy of source (the cited reference is disputed)

Due to lack of space, the study detailed only the first 4 types of power plays that were exercised by merely interpreting policy. A fifth power play category was analyzed; it consisted of blatant violations of policy that were forgiven because the contributor was valued for his or her contributions despite his lack of respect for rules.

Article scope

The study considers that Misplaced Pages's policies are ambiguous on scoping issues. The following vignette is used to illustrate the claim:

consensus is bullshit because I have the facts on my side. I also have the exhortation of Misplaced Pages to be bold ... deleting a discussion of the Catholic church's ... view of paleocentrism is not only inaccurate, but violates WP:NPOV ... Deleting/emasculating it would violate several Misplaced Pages policies: NPOV, be bold ... If you all want an article just on the scientific theory of paleocentrism, write one yourself.
We DID write an article just on the scientific theory of paleocentrism, before you showed up ... You're obviously new here,  ... arguing based on your reading of NPOV and Be bold is a bit ridiculous, like a kid just out of high school arguing points of constitutional law. These things are principles that have an established meaning. People who have been here for years understand them much better than you do. They won't prove effective weapons for you to wield in this argument ...
The social impact of "paleocentrism" is not "paleocentrism" ... Misplaced Pages:wiki is not paper, we don't need to cram every tertiary aspect of the topic into the article proper, and we don't need to consider it incomplete when we don't ...
 ... the first thing the link Misplaced Pages:wiki is not paper says is:""Misplaced Pages "is" an encyclopedia."" A real encyclopedia like Encyclopædia Britannica has a fantastic section on paleocentrism, including all the social, political, and philosophical implications.
As discussed at Misplaced Pages:wiki is not paper, Misplaced Pages articles should give a brief overview of the centrally important aspects of a subject. To a biologist like yourself, the centrally aspect of paleocentrism certainly isn't its social implications, but to the rest of society it is.
 ... What you're talking about isn't "paleocentrism". Central issues to paleocentrism are periodic equilibrium, geomorphous undulation, airation. These are the issues that actually have to do with the process of paleocentrism itself. These "social aspects" you're talking about are "peripheral", "not central". They are "about" paleocentrism, they "surround" paleocentrism, but they "are not paleocentrism"

The study gives the following interpretation for the heated debate:

Such struggles over article scope take place even in a hyper-linked environment because the title of an article matters. The "paleocentrism" article is more prestigious and also more likely to be encountered by a reader than an article entitled "the social effect of paleocentrism."

Prior consensus

The study remarks that in Misplaced Pages consensus is never final, and what constitutes consensus can change at any time. The study finds that this temporal ambiguity is fertile ground for power plays, and places the generational struggle over consensus in larger picture of the struggle for article ownership:

In practice, ... there are often de facto owners of pages or coalitions of contributors that determine article content. Prior consensus within this group can be presented as incontestable, masking the power plays that may have gone into establishing a consensus. ... At issue is the legitimacy of prior consensus. Longtime contributors do not want to waste time having arguments about issues that they consider to be solved. Pointing to prior consensus, just like linking to policies, provides a method for dealing with trollish behavior. On the other hand, newcomers or fringe contributors often feel that their perspectives were not represented in prior arguments and want to raise the issue again.

The study uses the following discussion snippet to illustrate this continuous struggle:

Most all the stuff describes below has already been hashed out ... It's like that game of whack-a-mole: they try one angle, it gets refuted; they try a second angle, it gets refuted; they try a third angle, it gets refuted; and then they try the first angle again.
It would be interesting to see how many different users try to contribute to this article and to expand the alternate views only to be bullied away by those who believe in religiously ... why don't you consider that perhaps they have a point and that , and the rest of you drive editors away from this article with your heavy-handed, admin-privileged POV push?

Power of interpretation

A vignette illustrated how administrators overrode consensus and deleted personal accounts of users/patients with an anonymized illness (named Frupism in the study). The administrator's intervention happened as the article was being nominated to become as a featured article.

Legitimacy of contributor

This type of power play is illustrated by a contributor (U24) that draws on his past contributions to argue against another contributor who is accusing U24 of being unproductive and disruptive:

Oh, you mean "I" hang around to make a point about the lack of quality on Misplaced Pages? Please take another look at my edit count!! LOL. I have over 7,000 edits ... As you know, I can take credit for almost entirely writing from scratch 2 of the 6 or 7 FAs in philosophy

Explicit vie for ownership

The study finds that there are contributors who consistently and successfully violate policy without sanction:

U24 makes several blatant "us or them" vies for power: if U25's actions persist, he will leave. ... Such actions clearly violate policies against article ownership, civility toward other contributors, and treatment of newcomers. As a newcomer, U25 may not know of these policies, but U26 certainly does. The willing blindness stems from the fact that U24 is a valued contributor to philosophy articles and is not bashful about pointing this out. There is a scarcity of contributors with the commitment to consistently produce high-quality content; the Wikipedian community is willing to tolerate abuse and policy violations if valued work is being done.

With all due respect, that didn't answer the question ... I wanted to know what it was in U25's proposal which was unacceptable. ... His lack of reference etc. is all a fault, sure, but that's why I provided one (Enquiry, section 8).
 ... this point is already addressed in the article... It may need to be expanded a bit. I can easily do that myself when I have time ... Is there anythin else? Do you also support U25's vie that the article is "poor", that is needs to overhauled from top to bottom, the meanignlsess nonsens that he actually did try to insert above or the other OR that he has stated on this page? Basically, there are two sides on this matter, this article can be taken over by cranks like what's his name, or not? If it does, I go. You can either support me or not. Where do you stand? ...
I do not by any stretch of the imagination support the view that the article is poor. In fact, I disagree with many of the things U25 has said elsewhere on this page ... I'm genuinely sorry if this upset you.

Obtaining administratorship

See also: Misplaced Pages administrators

In 2008, researchers from Carnegie Mellon University devised a probit model of English Misplaced Pages editors who had successfully passed the peer review process to become admins. Using only Misplaced Pages metadata, including the text of edit summaries, their model was 74.8% accurate in predicting successful candidates.

The paper observed that despite protestations to the contrary, "in many ways election to admin is a promotion, distinguishing an elite core group from the large mass of editors." Consequently, the paper used policy capture—a method that compares nominally important attributes to those that actually lead to promotion in a work environment.

The overall success rate for promotion decreased from 75% in 2005, to 53% in 2006, and to 42% in 2007. This sudden increase in failure rate was attributed to a higher standard that recently promoted administrators had to meet, and supported by anecdotal evidence from another recent study quoting some early admins who have expressed doubt that they would pass muster if their election (RfA) were held recently. In light of these developments the study argued that:

The process once called "no big deal" by the founder of Misplaced Pages has become a fairly big deal.

Probability increase/decrease of successful RfA per unit being regressed
(numbers in parentheses are not statistically significant at p<.05)
Factor 2006–2007 pre–2006
each previous RfA attempt −14.7% −11.1%
each month since first edit 0.4% (0.2%)
every 1000 article edits 1.8% (1.1%)
every 1000 Misplaced Pages policy edits 19.6% (0.4%)
every 1000 WikiProject edits 17.1% (7.2%)
every 1000 article talk edits 6.3% 15.4%
each Arb/mediation/wikiquette edit −0.1% −0.2%
each diversity score (see text) 2.8% 3.7%
each percentage of "Minor edit" indication in edit summaries 0.2% 0.2%
each percentage of human written edit summaries 0.5% 0.4%
each "thank" in edit summaries 0.3% (0.0%)
each "POV" indication in edit summaries 0.1% (0.0%)
each edit in Admin attention/noticeboard −0.1% (0.2%)

Contrary to expectations, "running" for administrator multiple times is detrimental to the candidate's chance of success. Each subsequent attempt has a 14.8% lower chance of success than the previous one. Length of participation in the project makes only a small contribution to the chance of a successful RfA.

Another significant finding of the paper is that one Misplaced Pages policy edit or WikiProject edit is worth ten article edits. A related observation is that candidates with experience in multiple areas of the site stood better chance of election. This was measured by the diversity score, a simple count of the number of areas that the editor has participated in. The paper divided Misplaced Pages in 16 areas: article, article talk, articles/categories/templates for deletion (XfD), (un)deletion review, etc. (see paper for full list). For instance, a user who has edited articles, her own user page, and posted once at (un)deletion review would have a diversity score of 3. Making a single edit in any additional region of Misplaced Pages correlated with a 2.8% increased likelihood of success in gaining administratorship.

Making minor edits also helped, although the study authors consider that this may be so because minor edits correlate with experience. In contrast, each edit to an Arbitration or Mediation committee page, or a Wikiquette notice, all of which are venues for dispute resolution, decreases the likelihood of success by 0.1%. Posting messages to administrator noticeboards had a similarly deleterious effect. The study interpreted this as evidence that editors involved in escalating or protracting conflicts lower their chances of becoming administrators.

Saying "thanks" or variations thereof in edit summaries, and pointing out point of view ("POV") issues (also only in edit summaries because the study only analyzed metadata) were of minor benefit, contributing to 0.3% and 0.1% to candidate's chances in 2006–2007, but did not reach statistical significance before.

A few factors that were found to be irrelevant or marginal at best:

  • Editing user pages (including one's own) does not help. Somewhat surprisingly, user talk page edits also do not affect the likelihood of administratorship.
  • Welcoming newcomers or saying "please" in edit summaries had no effect.
  • Participating in consensus-building, such as RfA votes or the village pump, does not increase the likelihood of becoming admin. The study admits however that participation in consensus was measured quantitatively but not qualitatively.
  • Vandal-fighting as measured by the number of edits to the vandalism noticeboard had no effect. Every thousand edits containing variations of "revert" was positively correlated (7%) with adminship for 2006–2007, but did not attain statistical significance unless one is willing to lower the threshold to p<.1). More confusingly, before 2006 the number of reverts was negatively correlated (-6.8%) with adminship success, against without attaining statistical significance even at p<.1. This may be because of the introduction of a policy known as "3RR" in 2006 to reduce reverts.

The study suggests that some of the 25% unexplained variability in outcomes may be due to factors that were not measured, such as quality of edits or participation in off-site coordination, such as the (explicitly cited) secret mailing list reported in The Register. The paper concludes:

Merely performing a lot of production work is insufficient for "promotion" in Misplaced Pages. Candidates' article edits were weak predictors of success. They also have to demonstrate more managerial behavior. Diverse experience and contributions to the development of policies and WikiProjects were stronger predictors of RfA success. This is consistent with the findings that Misplaced Pages is a bureaucracy and that coordination work has increased substantially. ... Participation in Misplaced Pages policy and WikiProjects was not predictive of adminship prior to 2006, suggesting the community as a whole is beginning to prioritize policymaking and organization experience over simple article-level coordination.

Subsequent research by another group probed the sensemaking activities of individuals during their contributions to RfA decisions. This work establishes that decisions about RfA candidates is based on a shared interpretation of evidence in the wiki and histories of prior interactions.

Readership

Several studies have shown that Misplaced Pages is used by doctors, students, journalists and scientists. One study in 2009 found that 70% of junior physicians used Misplaced Pages weekly to find medical information, and in 26% of their cases.

At least one study found that British people trust Misplaced Pages more than the BBC.

In education

Studies have found that Misplaced Pages is the most commonly used open educational resource in higher education, and is 2,000 times more cost effective than printed textbooks. It has been found that using Misplaced Pages improves writing students' interest in learning, their investment in their work, their learning and personal development, and creates opportunity for local and international collaborations.

Machine learning

Automated semantic knowledge extraction using machine learning algorithms is used to "extract machine-processable information at a relatively low complexity cost". DBpedia uses structured content extracted from infoboxes of Misplaced Pages articles in different languages by machine learning algorithms to create a resource of linked data in a Semantic Web.

As predictor or influence on human behavior

In a study published in PLoS ONE Taha Yasseri from Oxford Internet Institute and his colleagues from Central European University have shown that the page view statistics of articles about movies are well correlated with the box office revenue of them. They developed a mathematical model to predict the box office takings by analysing the page view counts as well as number of edits and unique editors of the Misplaced Pages pages on movies. Although this model was developed against English Misplaced Pages for movies, the language-independent methods can be generalized to other languages and to other kinds of products beyond movies.

In a work published in Scientific Reports in 2013, Helen Susannah Moat, Tobias Preis and colleagues demonstrated a link between changes in the number of views of English Misplaced Pages articles relating to financial topics and subsequent large US stock market moves.

In an article published in Public Opinion Quarterly, Benjamin K. Smith and Abel Gustafon have shown that the data on Misplaced Pages pageviews can improve traditional election forecasting methods like polls.

Between 2019 and 2021, a team of American and Irish researchers conducted a randomised field experiment which found that creating a Misplaced Pages article about a legal precedent increased its likelihood of citation in subsequent court judgments by over 20%, and that the language of the court judgments echoed that of the Misplaced Pages articles.

See also

References

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