Fairness (machine learning)

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Fairness (machine learning)

Quality:

Fairness in machine learning - trait of an algorithm, whose results are independent of given variables, e.g. gender, ethnicity, sexual orientation, disability. Article “Fairness (machine learning)” in English Wikipedia has 58 points for quality (as of July 1, 2025). The article contains 68 references and 22 sections. The article also contains templates indicating quality issues, therefore its score was reduced by 10.24 points.

In this language version of Wikipedia the article has the best quality. Also, this article is the most popular in that (English) language version.

In June 2025 the article “Fairness (machine learning)” was edited by 1 authors in English Wikipedia and written by 4 authors in all languages.

Since the creation of article “Fairness (machine learning)”, its content was written by 77 registered users of English Wikipedia and edited by 99 registered Wikipedia users in all languages.

The article is cited 46 times in English Wikipedia and cited 272 times in all languages.

The highest Authors Interest rank from 2001:

  • Local (English): #10792 in December 2023
  • Global: #41213 in March 2024

The highest popularity rank from 2008:

  • Local (English): #127635 in October 2020
  • Global: #229734 in October 2020

There are 8 language versions for this article in the WikiRank database (of the considered 55 Wikipedia language editions).

The quality and popularity assessment was based on Wikipédia dumps from July 1, 2025 (including revision history and pageviews for previous years).

The table below shows the language versions of the article with the highest quality.

Languages with the highest quality

#LanguageQuality gradeQuality score
1English (en)
Fairness (machine learning)
58.0268
2Arabic (ar)
إنصاف (التعلم الآلي)
48.7761
3Spanish (es)
Equidad (aprendizaje automático)
36.703
4Persian (fa)
عدالت (یادگیری ماشین)
35.2053
5Japanese (ja)
公平性 (機械学習)
33.7614
6Serbian (sr)
Pravednost (mašinsko učenje)
23.7835
7French (fr)
Équité (apprentissage automatique)
18.2494
8Korean (ko)
공정성
1.2805
More...

The following table shows the most popular language versions of the article.

Most popular in all the time

The most popular language versions of the article "Fairness (machine learning)" in all the time
#LanguagePopularity awardRelative popularity
1English (en)
Fairness (machine learning)
174 119
2Spanish (es)
Equidad (aprendizaje automático)
4 568
3Japanese (ja)
公平性 (機械学習)
1 651
4Persian (fa)
عدالت (یادگیری ماشین)
977
5Korean (ko)
공정성
767
6French (fr)
Équité (apprentissage automatique)
536
7Serbian (sr)
Pravednost (mašinsko učenje)
250
8Arabic (ar)
إنصاف (التعلم الآلي)
29
More...

The following table shows the language versions of the article with the highest popularity in the last month.

Most popular in June 2025

The most popular language versions of the article "Fairness (machine learning)" in June 2025
#LanguagePopularity awardRelative popularity
1English (en)
Fairness (machine learning)
1 954
2Korean (ko)
공정성
75
3Japanese (ja)
公平性 (機械学習)
49
4French (fr)
Équité (apprentissage automatique)
44
5Spanish (es)
Equidad (aprendizaje automático)
32
6Persian (fa)
عدالت (یادگیری ماشین)
25
7Arabic (ar)
إنصاف (التعلم الآلي)
16
8Serbian (sr)
Pravednost (mašinsko učenje)
16
More...

The following table shows the language versions of the article with the highest Authors’ Interest.

The highest AI

Language versions of the article "Fairness (machine learning)" with the highest Authors Interest (number of authors). Only registered Wikipedia users were taken into account.
#LanguageAI awardRelative AI
1English (en)
Fairness (machine learning)
77
2Spanish (es)
Equidad (aprendizaje automático)
7
3Persian (fa)
عدالت (یادگیری ماشین)
7
4French (fr)
Équité (apprentissage automatique)
3
5Japanese (ja)
公平性 (機械学習)
3
6Arabic (ar)
إنصاف (التعلم الآلي)
1
7Serbian (sr)
Pravednost (mašinsko učenje)
1
8Korean (ko)
공정성
0
More...

The following table shows the language versions of the article with the highest Authors’ Interest in the last month.

The highest AI in June 2025

Language versions of the article "Fairness (machine learning)" with the highest AI in June 2025
#LanguageAI awardRelative AI
1Arabic (ar)
إنصاف (التعلم الآلي)
2
2English (en)
Fairness (machine learning)
1
3Korean (ko)
공정성
1
4Spanish (es)
Equidad (aprendizaje automático)
0
5Persian (fa)
عدالت (یادگیری ماشین)
0
6French (fr)
Équité (apprentissage automatique)
0
7Japanese (ja)
公平性 (機械学習)
0
8Serbian (sr)
Pravednost (mašinsko učenje)
0
More...

The following table shows the language versions of the article with the highest number of citations.

The highest CI

Language versions of the article "Fairness (machine learning)" with the highest Citation Index (CI)
#LanguageCI awardRelative CI
1Persian (fa)
عدالت (یادگیری ماشین)
188
2English (en)
Fairness (machine learning)
46
3Serbian (sr)
Pravednost (mašinsko učenje)
11
4Spanish (es)
Equidad (aprendizaje automático)
10
5Korean (ko)
공정성
6
6French (fr)
Équité (apprentissage automatique)
5
7Japanese (ja)
公平性 (機械学習)
5
8Arabic (ar)
إنصاف (التعلم الآلي)
1
More...

Scores

Estimated value for Wikipedia:
English:
Global:
Popularity in June 2025:
English:
Global:
Popularity in all years:
English:
Global:
Authors in June 2025:
English:
Global:
Registered authors in all years:
English:
Global:
Citations:
English:
Global:

Quality measures

Interwikis

#LanguageValue
arArabic
إنصاف (التعلم الآلي)
enEnglish
Fairness (machine learning)
esSpanish
Equidad (aprendizaje automático)
faPersian
عدالت (یادگیری ماشین)
frFrench
Équité (apprentissage automatique)
jaJapanese
公平性 (機械学習)
koKorean
공정성
srSerbian
Pravednost (mašinsko učenje)

Popularity rank trends

Best Rank English:
#127635
10.2020
Global:
#229734
10.2020

AI rank trends

Best Rank English:
#10792
12.2023
Global:
#41213
03.2024

Languages comparison

Important global interconnections (July 2024 – June 2025)

Wikipedia readers most often find their way to information on Fairness in machine learning from Wikipedia articles about Equalized odds, Artificial intelligence, Algorithmic bias, Ethics of artificial intelligence and COMPAS. Whereas reading the article about Fairness in machine learning people most often go to Wikipedia articles on Algorithmic bias, Equalized odds, Representational harm, COMPAS and Machine learning.

Cumulative results of quality and popularity of the Wikipedia article

List of Wikipedia articles in different languages (starting with the most popular):

News from 28 February 2026

On 28 February 2026 in multilingual Wikipedia, Internet users most often read articles on the following topics: Ali Khamenei, Iran, Ruhollah Khomeini, Jeffrey Epstein, Supreme Leader of Iran, Mohammad Reza I of Iran, 2026 Israeli–United States strikes on Iran, Neil Sedaka, Masoud Pezeshkian, Resident Evil Requiem.

In English Wikipedia the most popular articles on that day were: Ali Khamenei, 2026 Israeli–United States strikes on Iran, Neil Sedaka, Iran, Ruhollah Khomeini, Iran–Israel conflict, Supreme Leader of Iran, Scream 7, Elimination Chamber (2026), World War III.

About WikiRank

The WikiRank project is intended for automatic relative evaluation of the articles in the various language versions of Wikipedia. At the moment the service allows to compare over 44 million Wikipedia articles in 55 languages. Quality scores of articles are based on Wikipedia dumps from July, 2025. When calculating current popularity and AI of articles data from June 2025 was taken into account. For historical values of popularity and AI WikiRank used data from 2001 to 2025... More information