The Swiss Wikimedia chapter was founded on May 14, 2006, almost exactly ten years ago. It counts about 250 paid-up members and is one of only two chapters allowed to process income from fundraising banners directly. Recent discussions on the French Wikipedia have drawn attention to the involvement of some of the chapters' current board members in a paid-editing firm. TheSignpost investigated this issue.
On the French Wikipedia,discussions began on April 6, 2016 on the paid-editing activities of Swiss firmRacosch Sàrl, whose website states:

How paid editors squeeze you dry
31 January 2024
"Wikipedia and the assault on history"
4 December 2023
The "largest con in corporate history"?
20 February 2023
Truth or consequences? A tough month for truth
31 August 2022
The oligarchs' socks
27 March 2022
Fuzzy-headed government editing
30 January 2022
Denial: climate change, mass killings and pornography
29 November 2021
Paid promotional paragraphs in German parliamentary pages
26 September 2021
Enough time left to vote! IP ban
29 August 2021
Paid editing by a former head of state's business enterprise
25 April 2021
A "billionaire battle" on Wikipedia: Sex, lies, and video
28 February 2021
Concealment, data journalism, a non-pig farmer, and some Bluetick Hounds
28 December 2020
How billionaires rewrite Wikipedia
29 November 2020
Ban on IPs on ptwiki, paid editing for Tatarstan, IP masking
1 November 2020
Paid editing with political connections
27 September 2020
WIPO, Seigenthaler incident 15 years later
27 September 2020
Wikipedia for promotional purposes?
30 August 2020
Dog days gone bad
2 August 2020
Fox News, a flight of RfAs, and banning policy
2 August 2020
Some strange people edit Wikipedia for money
2 August 2020
Trying to find COI or paid editors? Just read the news
28 June 2020
Automatic detection of covert paid editing; Wiki Workshop 2020
31 May 2020
2019 Picture of the Year, 200 French paid editing accounts blocked, 10 years of Guild Copyediting
31 May 2020
English Wikipedia community's conclusions on talk pages
30 April 2019
Women's history month
31 March 2019
Court-ordered article redaction, paid editing, and rock stars
1 December 2018
Kalanick's nipples; Episode #138 of Drama on the Hill
23 June 2017
Massive paid editing network unearthed on the English Wikipedia
2 September 2015
Orangemoody sockpuppet case sparks widespread coverage
2 September 2015
Paid editing; traffic drop; Nicki Minaj
12 August 2015
Community voices on paid editing
12 August 2015
On paid editing and advocacy: when the Bright Line fails to shine, and what we can do about it
15 July 2015
Turkish Wikipedia censorship; "Can Wikipedia survive?"; PR editing
24 June 2015
A quick way of becoming an admin
17 June 2015
Meet a paid editor
4 March 2015
Is Wikipedia for sale?
4 February 2015
Shifting values in the paid content debate; cross-language bot detection
30 July 2014
With paid advocacy in its sights, the Wikimedia Foundation amends their terms of use
18 June 2014
Does Wikipedia Pay? The Moderator: William Beutler
11 June 2014
PR agencies commit to ethical interactions with Wikipedia
11 June 2014
Should Wikimedia modify its terms of use to require disclosure?
26 February 2014
Foundation takes aim at undisclosed paid editing; Greek Wikipedia editor faces down legal challenge
19 February 2014
Special report: Contesting contests
29 January 2014
WMF employee forced out over "paid advocacy editing"
8 January 2014
Foundation to Wiki-PR: cease and desist; Arbitration Committee elections starting
20 November 2013
More discussion of paid advocacy, upcoming arbitrator elections, research hackathon, and more
23 October 2013
Vice on Wiki-PR's paid advocacy; Featured list elections begin
16 October 2013
Ada Lovelace Day, paid advocacy on Wikipedia, sidebar update, and more
16 October 2013
Wiki-PR's extensive network of clandestine paid advocacy exposed
9 October 2013
Q&A on Public Relations and Wikipedia
25 September 2013
PR firm accused of editing Wikipedia for government clients; can Wikipedia predict the stock market?
13 May 2013
Court ruling complicates the paid-editing debate
12 November 2012
Does Wikipedia Pay? The Founder: Jimmy Wales
1 October 2012
Does Wikipedia pay? The skeptic: Orange Mike
23 July 2012
Does Wikipedia Pay? The Communicator: Phil Gomes
7 May 2012
Does Wikipedia Pay? The Consultant: Pete Forsyth
30 April 2012
Showdown as featured article writer openly solicits commercial opportunities
30 April 2012
Does Wikipedia Pay? The Facilitator: Silver seren
16 April 2012
Wikimedia announcements, Wikipedia advertising, and more!
26 April 2010
License update, Google Translate, GLAM conference, Paid editing
15 June 2009
Report of diploma mill offering pay for edits
12 March 2007
AstroTurf PR firm discovered astroturfing
5 February 2007
Account used to create paid corporate entries shut down
9 October 2006
Editing for hire leads to intervention
14 August 2006
Proposal to pay editors for contributions
24 April 2006
German Wikipedia introduces incentive scheme
18 July 2005
Wikipedia by Wikipedians
Racosch is a Swiss boutique consulting firm specialised in editing Wikipedia articles.
Our clients are companies as much as high-profile individuals, as well as other Public Relations specialists who want to update or add factual information, correct inaccuracies or address the presence of unsightly banners at the top of articles.
In the course of the discussions, outgoing Wikimedia Switzerland (WMCH)board member Gabriel Thullen (GastelEtzwane)wrote that it is common knowledge – at least within WMCH – that two of the company's principals have been long-standing board members of the chapter, while a third is married to a WMCH employee. The company's three principals arelisted on Swiss company registration websites as Stéphane Coillet-Matillon, Frédéric Schütz, and Nicolas Ray. Coillet-Matillon (Wikipedia userPopo le Chien) and Schütz (Wikipedia userSchutz) arecurrent WMCH board members; Schütz is the chapter's vice-president and French-speaking press contact on the WMCHwebsite.
The involvement of chapter board members in paid PR work has previously led to significant adverse publicity, as evidenced by the 2012Gibraltarpedia controversy. We contacted WMCH requesting further information and received prompt replies from Frédéric Schütz.
Our questions and Schütz's answers are below.
I am personally involved. Stéphane is also involved – but he did not stand for reelection at the recent general assembly and his term ends June 1st. The third associate is the husband of WMCH's administrative assistant. No WM CH staff is involved.
FR and EN at the moment.
Not on-wiki. More specifically: the name "Racosch" is never associated with the name WMCH, to avoid giving the wrong impression that Racosch is in any way endorsed by the Chapter.
But this is being discussed openly, e.g. within the Swiss community (see below). Stéphane recently attended the Berlin WM conference and was also very transparent about it; he will likewise attend Wikimania and we're discussing making a Beutler/Lih type of presentation at the upcoming French Wikicon.
The chapter has apolicy on conflicts of interest, which requires disclosing all potential interests in writing – which was done.
In case of a request to Wikimedia CH, the policy is to reply that the chapter cannot provide advice on this topic and in particular cannot recommend anyone. This being said, one of us remembers that during past discussions someone had informally mentioned Beutler Ink, which was the only one we knew of that does proper paid editing.
Note that in any case such contacts are handled by our 3 community liaisons, not by board members (nor by the administrative assistant indicated above).
The paid editing matter was spontaneously disclosed by both Stéphane and I while introducing ourselves, and was of course discussed during the general assembly (which typically attracts around 30+ participants). In the end, Stéphane did not recandidate (but he would likely have had no problem being reelected), while I received 27 votes/32 (second best score) – indicating that we approached the matter rather correctly.
We'll likely make it publicly available, yes. In the meantime, see attached a PDF version of the version currently available on our members wiki.
The general assembly minutes theSignpost received from Schütz contain two references to paid editing:
The 10 candidates introduce themselves. Stéphane Coillet-Matillon announces that he retracts his candidature as a member as he wants to concentrate on his new company.
The assembly asks questions to the candidates, in particular about potential conflicts of interest and paid editing.
A member suggests that the association should revise its bylaws and discuss the topic of paid editing; this is not discussed further, due to lack of time. Nevertheless, the new board will take this topic into consideration.
The WMCHconflict-of-interest policy Schütz refers to states, in part,
Since conflicts of interest cannot be avoided, they should be handled professionally. ...
- Each member of the Board or of the Executive Management team should arrange his personal and business affairs so as to avoid, as far as possible, conflicts of interest with the association.
- Should a conflict of interest arise, the member of the Board or Executive Management concerned should inform the President of the Board. The President, or Vice-President, should request a decision by the Board which reflects the seriousness of the conflict of interest. The Board shall decide without participation of the person concerned, and the conflict of interest and the board decision will be recorded in the minutes.
- ... Anyone having a permanent conflict of interest should not be a member of the Board or the Executive Management.
On the English Wikipedia, three user accounts presentlymention an association with Racosch on their user pages, along with the articles they have made paid contributions to:
All three are also active under the same names on the French Wikipedia, where similar disclosures are made. Schutz'suser page on the French Wikipedia has declaredWicodric as a secondary account for paid contributionssince April 8, 2016.
TheSignpost looks forward to further community discussion, and thanks Frédéric Schütz for his candid and timely replies to our questions.

Ed had worked in radio, first as a disc jockey and later with broadcast automation systems. He co-foundedFenCon (a literary science-fiction event) andWhoFest (a convention dedicated to the iconic BBC seriesDoctor Who), and was well-known in the science fiction and fantasy communities. He was anEagle Scout and a graduate of theUnited States Space Camp. He was born inHuntsville, Alabama, and at the time of his death, he lived in Dallas. His full obituary ishere.
In a follow-up to his story on Wikipedia Zero-based piracy in Angola (see previousSignpostcoverage),Motherboard's Jason Koeblerreports (April 27) on very similar problems with piracy in Bangladesh, arguing that "Wikipedia's piracy police are ruining the developing world's Internet experience":
Wikipedia Zero users in Bangladesh are now being monitored, banned, and threatened by Wikipedia editors who are engaged in a continuous game of whack-a-mole against piracy on the site.
Last month, I wrote several articles about the creative (if illegal) ways that people in Angola are using the free Wikipedia Zero and Facebook Free Basics services to share copyrighted files with each other. Both of these services zero rate data uploaded and downloaded from those sites, meaning users don’t have to pay for that data, which would normally be very expensive. Users upload files to the Wikimedia Commons database, link to them in closed Facebook groups, and, bam – free ad-hoc filesharing network.

Koebler says the "arms race" between the pirates and Wikimedians trying to stop them is "significantly more advanced" than it it is in Angola:
A task force of editors in the developed world are desperately trying to get Bangladeshis play by Wikipedia's existing rules by closely monitoring and banning people who upload pirated content. They're invading Facebook groups to monitor and determine how and where people are uploading files. They're keeping a running tally of the number and names of accounts that have uploaded content. They've blocked entire IP ranges from uploading files, and have created filters that monitor all uploads that come from Wikipedia Zero accounts and from new accounts in general.
Meanwhile,
the Bangladeshi operations that I've seen appear to be much more sophisticated than the Angolan ones – they have posted specific guides to converting videos to smaller and harder-to-detect file types, have started using Wikipedia test sites, and have started using free sites online that automatically upload YouTube videos to Wikimedia Commons.
Wikimedia Bangladesh has become involved, pleading with users to stop the uploads, telling them they are contributing to an "increasingly negative perception of Bangladesh in many different sectors" by treating Wikimedia sites as a sort of free YouTube. But, Koebler argues,
Commons is YouTube for Wikipedia Zero users out of necessity, not choice. Because they can't afford access to YouTube and the rest of the internet, Wikipedia has become the internet for lots of Bangladeshis. What's crazy, then, is that a bunch of more-or-less random editors who happen to want to be the piracy police are dictating the means of access for an entire population of people ... there's no simple way out of this situation. When you create two entirely different tiers of internet, those in the second tier will rightly aspire to get into the first tier.

Gizmodoreports (April 25) on a newstudy by Bradi Heaberlin and Simon DeDeo arguing that Wikipedia has become a corporate bureaucracy, "akin to bureaucratic systems that predate the information age."
Wikipedia is a voluntary organization dedicated to the noble goal of decentralized knowledge creation. But as the community has evolved over time, it has wandered further and further from its early egalitarian ideals, according to a new paper published in the journal Future Internet. In fact, such systems usually end up looking a lot like 20th century bureaucracies.
Even in the brave new world of online communities, the Who had it right: "Meet the new boss, same as the old boss."
One of the study's most striking findings, Gizmodo reports, is that
even on Wikipedia, the so-called "Iron Law of Oligarchy" – a.k.a. rule by an elite few – holds sway. ... "You start with a decentralized democratic system, but over time you get the emergence of a leadership class with privileged access to information and social networks," DeDeo explained. "Their interests begin to diverge from the rest of the group. They no longer have the same needs and goals. So not only do they come to gain the most power within the system, but they may use it in ways that conflict with the needs of everybody else."
DeDeo and Heaberlin note Wikipedia's conservative nature: over 89 per cent of its core norms, created by a small pool of around 100 users, have remained unchanged; they have achieved a "myth-like status" even as they inevitably conflict with each other. Resolution of such conflicts is made more difficult by the fact that editors form central "neighbourhoods" organised around "article quality, content policy, collaboration, and administrators" that are "increasingly separate and interact with each other less and less", leading to the emergence of tribalism.
DeDeo and Heaberlin performed a purely mathematical analysis of broad trends in the Wikipedia data, connecting this hyper-quantitative approach with sociology and political science. The next step is to collaborate with cultural anthropologists to undertake a close reading of all those inter-linked individual pages.
"We need to understand how these systems work if we're going to understand how the economy of the future will run. They don't have laws, they have traditions and norms," said DeDeo when asked why this kind of research matters. "I think what we're doing is investing research into a problem that, 200 years from now, could be the biggest problem in the world – if we don't destroy ourselves first."
In its article, Gizmodo references astudy published earlier this year inPhysical Review E by Jinhyuk Yun (윤진혁), Sang Hoon Lee (이상훈), and Hawoong Jeong (정하웅) from theKorea Advanced Institute of Science and Technology, which came to similar conclusions about Wikipedia. The Korean study received a German-languagewrite-up intaz this week (April 28).
DeDeo's and Heaberlin's study was subsequently alsocovered byThe Washington Post as well as bySciencealert.com (April 28).

The Washington Post, along with many other media outlets,reports that according to a new study by Jon Penney, "Snowden's disclosures about NSA spying had a scary effect on free speech":
Internet traffic to Wikipedia pages summarizing knowledge about terror groups and their tools plunged nearly 30 percent after revelations of widespread Web monitoring by the U.S. National Security Agency, suggesting that concerns about government snooping are hurting the ordinary pursuit of information.
The study, titled"Chilling Effects: Online Surveillance and Wikipedia Use", is
focused on Wikipedia pages related to sensitive topics specifically flagged by the Department of Homeland Security. In a document provided to its analysts in 2011, the DHS listed 48 terrorism terms that they should use when "monitoring social media sites." Penney collected traffic data on the English Wikipedia pages most closely related to those terms.
The collected data showed that pageviews dropped immediately after the June 2013 news stories about Snowden and never recovered to previous levels.
"You want to have informed citizens," Penney said. "If people are spooked or deterred from learning about important policy matters like terrorism and national security, this is a real threat to proper democratic debate."
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TheNew Statesmancovers (Apr. 17) a project kickstarted by Bee Wilson, chair of the Oxford Symposium on Food and Cookery, to bring more women editors to Wikipedia in order to improve its articles on food. The article's writer, Felicity Cloake, visited a related group editing session at theBritish Library.
[Wikipedia's] "egregious gender imbalance" is especially notable in matters relating to food, because, as Polly Russell, the library's curator of food studies, explains, "we're such a new area of serious study". Most food throughout history has been cooked by women, "but if you can’t name them, they get forgotten."
Commenting on the under-representation of notable women on Wikipedia,
Wilson ... cites the example ofPhilippa Glanville, a former chief curator of the metalwork, silver and jewellery department at the Victoria and Albert Museum and a world expert on historical dining practices, whose achievements were recognised by the Queen before the online encyclopaedia ("Presumably getting on Wikipedia should be easier than getting an OBE").
Facilitating this process is the goal of Wiki-Food, which groups academics, students, experts and enthusiastic amateurs with the aim of improving and expanding Wikipedia's coverage of food-related topics, especially but not exclusively those relevant to women, with support from Wikipedia.
VentureBeatreports (Apr. 28) on a collaboration between Wikimedia andStanford University to help point translators to significant content gaps in other language versions of Wikipedia:
finding out which topics or articles are in particular shortage in specific tongues is a challenge, which is why Wikimedia is partnering with Stanford University researchers to design a new recommendation system. This will rank Wikipedia articles in order of priority across languages. The ranking is based on a number of factors, including editor interests (using contribution history data), language proficiency, and anticipated popularity if an article was translated. For example, a native Swahili speaker is unlikely to care about the history of a U.K. baking business, but they may care about WrestleMania 32.
University news site Futurity also hasan article (Apr. 15) on the project; a Wikimedia blog post (Apr. 27) is availablehere.


The unexpected death ofPrince on April 20 leads the chart with the highest view count in this chart's history, breaking the record that was just set this January by the passing ofDavid Bowie. Outside the Top 10, six additional slots are taken up by Prince-related topics, but death dominated the Top 10 generally, with wrestlerChyna at #2, British comedianVictoria Wood at #7, American actressDoris Roberts at #8, and the ever popularDeaths in 2016 rising to #5 this week.
For the full top-25 lists (and our archives back to January 2013), seeWP:TOP25. Seethis section for an explanation of any exclusions. For a list of the most edited articles every week, seehere.
For the week of April 17 to 23, 2016, the ten most popular articles on Wikipedia, as determined from the report of themost viewed pages (WP:5000), were:
| Rank | Article | Class | Views | Image | Notes |
|---|---|---|---|---|---|
| 1 | Prince (musician) | 13,064,933 | Well, although the rational side of our human brains know that the recent spate of deaths of musical icons in 2016 must be coincidental, it sure doesn't feel that way to the emotional side of our brain looking to make sense of things. The news of the completely unexpected death of Prince at age 57, a highly successful artist who first became famous in the 1980s, and whose talent was quite widely acknowledged, spread throughout the internet like wildfire. It was only in January of this year that the death ofDavid Bowie yielded thefirst entry in this chart's history to hit eight figures – with 11.7 million views. Prince's death has now exceeded that record, racking up over13 million views – and in only three days, as he died on Thursday. Bowie died on a Sunday, so his 11.7 million views were obtained over a full seven days. Does this mean that Prince was more beloved than Bowie? How does one judge? | ||
| 2 | Chyna | 2,121,679 | The lead sentence of our article on Chyna says she "was an Americanprofessional wrestler,actress,glamour model,bodybuilder,English teacher andpornographic film actress." She rose to fame on the wrestling part, though. She was found dead in her California home on April 20, at the age of 46. | ||
| 3 | Harriet Tubman | 1,358,526 | Last week it was announced that one of the most famous women in American history would be replacing PresidentAndrew Jackson (#16) on theUnited States twenty-dollar bill. The new bill is expected to be unveiled in 2020. When the idea of putting a woman on a U.S. bill first arose last year, it was floated that the target was theten-dollar bill, which featuresAlexander Hamilton. However, in one of those odd turns of history that will certainly generate manyReddit "Today I Learned" threads in the future, the success of the musicalHamilton was credited for the change in plans. | ||
| 4 | 420 (cannabis culture) | 1,021,596 | This curious "holiday", which falls on April 20 (for obvious reasons) refers to the mysterious number 420 and its long association with marijuana usage. While it may not quite be to cannabis whatOktoberfest is to beer, it no doubt aspires to be. And it returns to the top 5 as it has inpreviousyears. We also note the article remains, every year, far too laid back to improve any further from Start Class. | ||
| 5 | Deaths in 2016 | 953,110 | A big jump this week due to #1. And withPrince's death only the latest in a streak of high profile celebrity deaths, we arenowseeingmanyarticles asking "why" there have been so many celebrity deaths in 2016. Setting aside the coincidental spikes that can always occur, the most likely answer comes fromBBC obituary editor Nick Serpell. He argues that there are more famous people now, starting from the 1960s, and these people are now in the 60s and 70s and naturally starting to die. If we extrapolate from that, you could argue that social media has boosted the number of famous people once again in the past ten years. Does that mean that in 50 years this chart will be inundated with the deaths of people like theNuma Numa guy,David After Dentist andDamn Daniel? Stay tuned to find out. | ||
| 6 | The Jungle Book (2016 film) | 939,876 | Down from #2, but only 100,000 views down from last week. This American film based onRudyard Kipling'sThe Jungle Book, previously adapted to screen in a1967 animated film, had its world premiere on April 4. It was released in 15 countries on April 8, and debuted in the US on April 15 to a stellar $103 million weekend and rapturous reviews (the film currently has a 94%RT rating). Despite being described as a "live-action reboot", the film is really more of a CGI cartoon, with nearly everything onscreen except the lead child actorNeel Sethi composed of computer graphics. | ||
| 7 | Victoria Wood | 927,781 | This English commedienne and five-timeBAFTA-winning actress died of cancer on April 20, 2016. Much of her humour was grounded in everyday life, and included references to popular British media and brand names of quintessentially British products, which made her fame relatively exclusive to Britain. And while I am embarrassed to admit it, this made me google whetherMorrissey liked her. And indeedhe did, along with many many others. | ||
| 8 | Doris Roberts | 897,883 | This American actress died on April 17, best known for her role playingMarie Barone in the American sitcomEveryone Loves Raymond. (Morrissey had nothing to say about her death, though she received many fine tributes from others.) | ||
| 9 | Fan (film) | 892,651 | On for another week, with a jump of over 150,000 views over last week. ThisBollywood hybrid ofThe Fan andSingle White Female, in which a Bollywood star and an obsessed lookalike (both played byShah Rukh Khan (pictured)) gradually become entangled in a game of revenge, was made on a relatively hefty budget of ₹850 million ($13 million). It has now earned more than ₹1.72 billion ($26 million). | ||
| 10 | William Shakespeare | 881,813 | Yes, it is yet ANOTHER celebrity death. Zounds! However, this one occurred four hundred years ago this week, and wascelebrated by aGoogle Doodle, among many other mentions in the press. |
Just missing theWP:TOP25:Apollonia Kotero (#26, Prince-related);Prince albums discography (#27);Vanity (singer) (#28, Prince-related);List of The Flash (2014 TV series) episodes (#29);List of Bollywood films of 2016 (#30)



Sevenfeatured articles were promoted these weeks.
Sixfeatured lists were promoted these weeks.
Fourfeatured pictures were promoted these weeks.
On 19 April, the arbitration committeeunbanned two editors,Ottava Rima andProf. Carl Hewitt. Both remain subject to various editing restrictions, but are permitted to contribute within certain parameters. Welcome back.
The evidence submission phase in theWikicology case ended on 25 April. The case has now moved to theWorkshop phase, which is due to close on 2 May. Proposals made to date range from a site ban or an indefinite ban from article space, which would allow Wikicology to continue contributing to draft space, user space and talk pages, to a topic ban from biomedical and public health and policy topics.
TheGamaliel and others case is in itsevidence phase, which is due to end 6 May. Developments to date include a temporary injunction prohibitingDHeyward andGamaliel from interacting, passed on 19 April 2016, and the addition ofDHeyward,Arkon andJzG as involved parties, which proved controversial on the case'stalk page.
Independently of the ongoing case, on 30 April the committee made anannouncement on the ArbCom noticeboard indefinitely restricting Gamaliel, "per his request", "from taking any action to enforce any arbitration decision within the GamerGate topic, broadly construed".
In anamendment to the Infoboxes arbitration case announced on 21 April, the arbitration committee rescinded three remedies applied toPigsonthewing, who is "cautioned that the topic of infoboxes remains contentious under some circumstances and that he should edit carefully in this area."
A monthly overview of recent academic research about Wikipedia and other Wikimedia projects, also published as theWikimedia Research Newsletter.
Who did what: editor role identification in Wikipedia is the title of an upcoming paper to be presented at theInternational Conference on Web and Social Media (ICWSM) in Cologne, Germany.[1] The work presented in the paper is a collaboration between researchers from Carnegie Mellon University and the Wikimedia Foundation. The authors' goal was to analyze edits from the English Wikipedia to identify roles played by editors and to examine how those roles affected the quality of articles.
Identifying roles of participants in online communities helps researchers and practitioners better understand the social dynamics that lead to healthy, thriving communities. This line of research started in the 2000s, focused on Usenet groups, before expanding to wiki communities like Wikipedia.[supp 1]
The paper covers the three stages of work:
For the first stage, the authors built on previous publications that aimed at classifying Wikipedia edits, in particular the work by Daxenberger et al.[supp 2] Classifying edits usually starts by separating them bynamespace. A more granular approach considers not just the namespace, but the content of the change. This was the method chosen here for edits in the main namespace, with the possibility of assigning a revision to multiple categories: for example, a single revision can entail both "grammar" and "template insertion" changes. Those categories were operationalized using anensemble methodclassifier based on the content and metadata of the edit.
Then, the authors derived roles based on patterns that emerged from the classes of edits, using thelatent Dirichlet allocation method (LDA). This method is traditionally used innatural language processing to identify topics making up a document. Here, the authors used the method to identify roles making up a user, positing that a user is a mixture of roles in the same way that a document is a mixture of topics. In addition to edits, they trained the LDA model using other information such as reverts, and edits in other namespaces.
They ended up with eight roles: social networker, fact checker, substantive expert, copy editor, wiki gnomes, vandal fighter, fact updater, and Wikipedian. They found that most editors play between one and three of those roles. To validate the roles, they attempted to predict edit categories based on the editors' roles, with mixed results.
Last, the authors examined whether the roles of editors were correlated with the evolution of the quality of a set of articles. They measured article quality twice, six months apart, using an existing model[supp 3] that assigns a score in Wikipedia's qualitative assessment scale based on the article's measurable characteristics.

They found some correlation between the difference in quality and the roles involved, taking into account control variables like the starting quality score. Their results suggest that "the activities of different types of editors are needed at different stages of article development". For example, "as articles increase in quality, the substantive content added by substantive experts is needed less" but "the cleanup activities by Wiki Gnomes become more important".
One limitation acknowledged by the authors is that their detailed edit classification was only performed on edits made in the main namespace (Wikipedia articles). For other edits, they only considered the namespace itself. Namespaces likeWikipedia: are host to very varied activities, and applying the same level of detail to them would presumably yield a richer, and possibly more accurate, taxonomy of roles.
Some choices in the role nomenclature are a little surprising. For example, it seems odd to have one role simply called "Wikipedians", or "reference modification" being a behavior representative of "social networkers". Translating patterns of data (structural signatures) into words (roles) is a difficult exercise, and often a weak link in such analyses.
In conclusion, the article is a welcome contribution to the field of Wikipedia research, in particular of editor roles on Wikipedia. Many previous role identification efforts have used a simplified approach where editors were reduced to their main role. In contrast, here the authors went further and considered editors as a mixture of roles, which is expected to provide a more accurate representation of human behavior.
Since the authors mention task recommendation as a possible application of their work, it would be particularly interesting to examine how the role composition of a user evolves over time. There may be patterns in the evolution of users' roles during their life cycle as editors. Uncovering such patterns could lead to more relevant task recommendations, and help guide editors along their contribution journey.
This paper was published in theInformation Sciences journal and was co-authored by researchers from severalPolish universities.[2] The paper's central research question is "are the popular assumptions about the social interpretations of networks created from the edit history valid?" The paper evaluates four different methods for constructing complex networks from Wikipedia data and comparing these constructs with survey results about Polish Wikipedians' self-reported relationships. While there is a strong correspondence between all the different network types, networks derived from Wikipedians' talk pages map most clearly onto Wikipedians' feelings of acquaintanceship.
The paper examines four kinds of relationships: co-edits to article and user talk pages (acquaintanceship), co-edits in the vicinity of other users' text (trust), reverts of editors' revisions (conflict), and co-edits to articles in the same category (shared interest). Crucially, the paper extends prior research using these network constructs by conducting a respondent-driven survey of Wikipedians to ask them to name other Wikipedians they consider to be acquaintances, trusted, conflict-prone, or having the same interest. The survey respondents tended to be more experienced than typical users and so responses were re-weighted based on population frequency.
The paper goes on to use a variety of machine learning methods to evaluate the strength of the relationship between different behavioral features and the self-reported relationships. First the find that naive constructions of these networks from behavioral data only end up predicting one kind of relationship (discussion/acquaintanceship). Using more complex sets of temporal features such as days since last edit and category similarity to account for biases in self-reporting yielding only marginal improvements in model performance. The authors conclude by suggesting that the correspondence between relationships imputed from observed Wikipedia data and the relationships reported by Wikipedians themselves are weak.
The survey methods employed in this paper to generate the ground-truth networks can be criticized by the lack of randomness in the population or generalizability across other wiki communities. Similarly, there are well-known limits on informant accuracy compounded by the often impersonal nature of the editing interface and process. Nevertheless, this research suggests that researchers combining behavioral data social network methods may be making faulty assumptions about how strong the observed relationships are actually perceived by the Wikipedians themselves.
This study[3] from researchers at theUniversity of Helsinki examinescross-correlations between Wikipedia pageviews, news media mentions, and company stock prices. This work extends prior work that developed atrading strategy based on Wikipedia pageviews to assess stock market moves[4][5] byextracting entities about companies, products, and dates from news media mentions and matching them to Wikipedia entries. An exploratory case study demonstrates there are some correlations across these three indices and that the strongest cross-correlations are observed without a time lag and for the same company. However, in a subsequent case study involving 11 large companies, the strongest cross-correlations were forThe Home Depot andNetflix. That correlations among news mentions, Wikipedia pageviews, and stock performance is neither theoretically nor empirically surprising, but the paper's work on identifying entities and mapping them to Wikipedia articles could have some potential. Research like this comparing correlations across dozens of entities and time series is subject tomultiple comparisons problems and there's likewise a large body of methods inmathematical finance that can be used to extend these findings further.
Acalendar of events (mostly research conferences) relevant to Wikimedia-related research has recently been set up on Meta-wiki. Notable entries for this month includeCHI 2016 andICWSM-16.
This conference paper[6] presents a method to automatically detect promotional content in Wikipedia. It appears to aim at articles, but the actual method focuses on user pages.
The authors highlight the fact that their method is purely text-based, whereas "[c]urrently most researches about spamming in Wikipedia are focusing on editing behavior and making use of user’s edit history to do feature-based judging." (See, however, our earlier coverage of a related paper that reported success using stylometric, i.e. text-based features: "Legendary, acclaimed, world-class text analysis method finds you promotional Wikipedia articles really easily")
The researchers explain that a "traditionalbag-of-words document vector representation" (counting only word frequencies) is insufficient. Instead, they "employ adeep learning method to obtain a word vector for each word and then apply a sliding window on each document to gradually gain the document vector." The classifier was trained on a dataset of user pages speedily deleted under criterion "G11. Unambiguous advertising or promotion", compared to user pages of administrators which were assumed to be advertising-free. In tests (which apart from Wikipedia user pages also included a dataset of web page ads drawn from other sites) it "produced better performance than thebag-of-words model in bothprecision and recall measurements."
A list of other recent publications that could not be covered in time for this issue –contributions are always welcome for reviewing or summarizing newly published research.
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