Kardashian Index
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The Kardashian Index (K-Index), named after media personality
Kim Kardashian Kimberly Noel Kardashian (born October 21, 1980) is an American media personality, socialite, and businesswoman. She first gained media attention as a friend and stylist of Paris Hilton, but received wider notice after the celebrity sex tape ...
, is a satirical measure of the discrepancy between a scientist's
social media Social media are interactive technologies that facilitate the Content creation, creation, information exchange, sharing and news aggregator, aggregation of Content (media), content (such as ideas, interests, and other forms of expression) amongs ...
profile and
publication To publish is to make content available to the general public.Berne Convention, articl ...
record. Proposed by Neil Hall in 2014, the measure compares the number of followers a
research scientist A scientist is a person who researches to advance knowledge in an area of the natural sciences. In classical antiquity, there was no real ancient analog of a modern scientist. Instead, philosophers engaged in the philosophical study of nature ...
has on
Twitter Twitter, officially known as X since 2023, is an American microblogging and social networking service. It is one of the world's largest social media platforms and one of the most-visited websites. Users can share short text messages, image ...
to the number of
citation A citation is a reference to a source. More precisely, a citation is an abbreviated alphanumeric expression embedded in the body of an intellectual work that denotes an entry in the bibliographic references section of the work for the purpose o ...
s they have for their
peer-review Peer review is the evaluation of work by one or more people with similar competencies as the producers of the work ( peers). It functions as a form of self-regulation by qualified members of a profession within the relevant field. Peer review ...
ed work.


Definition

The relationship between the expected number of Twitter followers F given the number of citations C is described as F(C) = 43.3\,C^, which is derived from the Twitter accounts and citation counts of a "randomish selection of 40 scientists" in 2014. The Kardashian Index is thus calculated as \text = \frac, where F_a is the actual number of Twitter followers of researcher X, and F(C) is the number that researcher should have, given their citations.


Interpretation

A high K-index indicates an over-blown scientific fame, while a low K-index suggests that a scientist is being undervalued. According to the author Hall, researchers whose K-index > 5 can be considered "Science Kardashians". Hall wrote: Hall also added "a serious note" noticing the gender disparity in his sample. Of 14 female scientists, 11 had lower than predicted K-indices, while only one of the high-index scientists was female. On February 11, 2022, on Twitter, Neil Hall stated that he intended the Kardashian Index to be a “dig at metrics not Kardashians” and that “the entire premise is satire”.


Response

Many jocular indices of scientific productivity were proposed in the immediate aftermath of publication of the K-Index paper. The Tesla Index measured social isolation of scientists relative to their productivity, named after
Nikola Tesla Nikola Tesla (;"Tesla"
. ''Random House Webster's Unabridged Dictionary''.
; 10 July 1856 – 7 ...
, whose work was hugely influential, while he remained a social recluse. People tweeted suggestions hashtagged #alternatesciencemetrics. In 2022,
John Ioannidis John P. A. Ioannidis ( ; , ; born August 21, 1965) is a Greek-American physician-scientist, writer and Stanford University professor who has made contributions to evidence-based medicine, epidemiology, and clinical research. Ioannidis studies sc ...
authored a paper in ''The BMJ'' arguing that signatories of the
Great Barrington Declaration The Great Barrington Declaration is an open letter published in October 2020 in response to the COVID-19 pandemic and COVID-19 lockdowns, lockdowns. It claimed that COVID-19 lockdowns could be avoided via the fringe notion of "focused protectio ...
about how to deal with the
COVID-19 pandemic The COVID-19 pandemic (also known as the coronavirus pandemic and COVID pandemic), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), began with an disease outbreak, outbreak of COVID-19 in Wuhan, China, in December ...
were shunned as a fringe minority by those in favor of the John Snow Memorandum. According to him, the latter used their large numbers of followers on
Twitter Twitter, officially known as X since 2023, is an American microblogging and social networking service. It is one of the world's largest social media platforms and one of the most-visited websites. Users can share short text messages, image ...
and other
social media Social media are interactive technologies that facilitate the Content creation, creation, information exchange, sharing and news aggregator, aggregation of Content (media), content (such as ideas, interests, and other forms of expression) amongs ...
and
op-ed An op-ed, short for "opposite the editorial page," is a type of written prose commonly found in newspapers, magazines, and online publications. They usually represent a writer's strong and focused opinion on an issue of relevance to a targeted a ...
s to shape a scientific "
groupthink Groupthink is a psychological phenomenon that occurs within a group of people in which the desire for harmony or conformity in the group results in an irrational or dysfunctional decision-making outcome. Cohesiveness, or the desire for cohesivenes ...
" against the former, who had less influence. The version of the index that Ioannidis used
Scopus Scopus is a scientific abstract and citation database, launched by the academic publisher Elsevier as a competitor to older Web of Science in 2004. The ensuing competition between the two databases has been characterized as "intense" and is c ...
citations instead of Google Scholar citations, since many of the signatories had no Google Scholar pages. The K-index suggests that the number of citations of a given scientist is comparable to their scientific value. This assumption has been criticized. The proposal of the K-Index has been interpreted as a criticism to the assumption that scientists should have a social media impact at all, while in reality, social media footprint has no correlation to the scientific quality or scientific impact.


See also

*
Academic authorship Academic authorship of journal articles, books, and other original works is a means by which academics communicate the results of their scholarly work, establish priority for their discoveries, and build their reputation among their peers. Th ...
*
Attention inequality Attention inequality is the inequality of distribution of attention across users on social networks, people in general, and for scientific papers. Yun Family Foundation introduced "Attention Inequality Coefficient" as a measure of inequality in ...


References


Bibliography

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External links


An online automatic K-Index calculator
2014 introductions Author-level metrics Social media Kardashian–Jenner family {{Academic publishing