long essay : Aatmanirbhar bharat; Overcoming gender caste and ethnic biases
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The first study of world-wide presence in 2008 found that 13% of all editors were female, which, after a follow-up study in 2011, was reduced to 9% globally.[10] In the United States, especially within the English Wikipedia, a 2015 study found that 15% of contributors were women. This gender contribution has received significant attention from researchers and the media. A group of researchers and practitioners offered several opinions on why this has been an issue. The gender research literature suggests that the difference in contribution rates could be due to three factors: (1) the high levels of conflict in discussions, (2) dislike of critical environments, and (3) lack of confidence in editing other contributors' work.[12][13][14][15] Consequently, Wikipedia has been criticized by some academics and journalists for having primarily male contributors,[16][17][18] and for having fewer and less extensive articles about women or topics important to women. The New York Times pointed out that Wikipedia's female participation rate may be in line with other "public thought-leadership forums".[16] In 2009, a Wikimedia Foundation survey revealed that 6% of editors who made more than 500 edits were female, with the average male editor having twice as many edits.[19]
In the English Wikipedia and five other language editions that were studied by researchers, the ratio of articles about women to articles about men was higher than in three other databases. However, analysis with computational linguistics concluded that the way women and men are described in articles demonstrates bias, with articles about women more likely to use more words relating to gender and family. The researchers believe that this is a sign Wikipedia editors consider male the "null gender" (in other words, that "male" is assumed unless otherwise specified, an example of male as norm).[20] Another critique of Wikipedia's approach, from a 2014 Guardian editorial, is that it has difficulty making judgments about "what matters". To illustrate this point they noted that the page listing pornographic actresses was better organized than the page listing women writers.
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