---
_id: '62230'
abstract:
- lang: eng
  text: 'Algorithms have risen to become one, if not the central technology for producing,
    circulating, and evaluating knowledge in multiple societal arenas. In this book,
    scholars from the social sciences, humanities, and computer science argue that
    this shift has, and will continue to have, profound implications for how knowledge
    is produced and what and whose knowledge is valued and deemed valid. To attend
    to this fundamental change, the authors propose the concept of algorithmic regimes
    and demonstrate how they transform the epistemological, methodological, and political
    foundations of knowledge production, sensemaking, and decision-making in contemporary
    societies. Across sixteen chapters, the volume offers a diverse collection of
    contributions along three perspectives on algorithmic regimes: the methods necessary
    to research and design algorithmic regimes, the ways in which algorithmic regimes
    reconfigure sociotechnical interactions, and the politics engrained in algorithmic
    regimes.'
author:
- first_name: Katharina
  full_name: Kinder-Kurlanda, Katharina
  last_name: Kinder-Kurlanda
- first_name: Miriam
  full_name: Fahimi, Miriam
  id: '118059'
  last_name: Fahimi
  orcid: 0000-0002-0619-3160
citation:
  ama: 'Kinder-Kurlanda K, Fahimi M. Making Algorithms Fair: Ethnographic Insights
    from Machine Learning Interventions. In: Jarke J, Prietl B, Egbert S, Boeva Y,
    Heuer H, Arnold M, eds. <i>Algorithmic Regimes. Methods, Interactions, and Politics.</i>
    Amsterdam University Press; 2024:309–330.'
  apa: 'Kinder-Kurlanda, K., &#38; Fahimi, M. (2024). Making Algorithms Fair: Ethnographic
    Insights from Machine Learning Interventions. In J. Jarke, B. Prietl, S. Egbert,
    Y. Boeva, H. Heuer, &#38; M. Arnold (Eds.), <i>Algorithmic Regimes. Methods, Interactions,
    and Politics.</i> (pp. 309–330). Amsterdam University Press.'
  bibtex: '@inbook{Kinder-Kurlanda_Fahimi_2024, place={Amsterdam}, title={Making Algorithms
    Fair: Ethnographic Insights from Machine Learning Interventions}, booktitle={Algorithmic
    Regimes. Methods, Interactions, and Politics.}, publisher={Amsterdam University
    Press}, author={Kinder-Kurlanda, Katharina and Fahimi, Miriam}, editor={Jarke,
    Juliane and Prietl, Bianca and Egbert, Simon and Boeva, Yana and Heuer, Hendrik
    and Arnold, Maike}, year={2024}, pages={309–330} }'
  chicago: 'Kinder-Kurlanda, Katharina, and Miriam Fahimi. “Making Algorithms Fair:
    Ethnographic Insights from Machine Learning Interventions.” In <i>Algorithmic
    Regimes. Methods, Interactions, and Politics.</i>, edited by Juliane Jarke, Bianca
    Prietl, Simon Egbert, Yana Boeva, Hendrik Heuer, and Maike Arnold, 309–330. Amsterdam:
    Amsterdam University Press, 2024.'
  ieee: 'K. Kinder-Kurlanda and M. Fahimi, “Making Algorithms Fair: Ethnographic Insights
    from Machine Learning Interventions,” in <i>Algorithmic Regimes. Methods, Interactions,
    and Politics.</i>, J. Jarke, B. Prietl, S. Egbert, Y. Boeva, H. Heuer, and M.
    Arnold, Eds. Amsterdam: Amsterdam University Press, 2024, pp. 309–330.'
  mla: 'Kinder-Kurlanda, Katharina, and Miriam Fahimi. “Making Algorithms Fair: Ethnographic
    Insights from Machine Learning Interventions.” <i>Algorithmic Regimes. Methods,
    Interactions, and Politics.</i>, edited by Juliane Jarke et al., Amsterdam University
    Press, 2024, pp. 309–330.'
  short: 'K. Kinder-Kurlanda, M. Fahimi, in: J. Jarke, B. Prietl, S. Egbert, Y. Boeva,
    H. Heuer, M. Arnold (Eds.), Algorithmic Regimes. Methods, Interactions, and Politics.,
    Amsterdam University Press, Amsterdam, 2024, pp. 309–330.'
date_created: 2025-11-18T10:00:38Z
date_updated: 2025-11-18T10:02:25Z
department:
- _id: '756'
- _id: '26'
editor:
- first_name: Juliane
  full_name: Jarke, Juliane
  last_name: Jarke
- first_name: Bianca
  full_name: Prietl, Bianca
  last_name: Prietl
- first_name: Simon
  full_name: Egbert, Simon
  last_name: Egbert
- first_name: Yana
  full_name: Boeva, Yana
  last_name: Boeva
- first_name: Hendrik
  full_name: Heuer, Hendrik
  last_name: Heuer
- first_name: Maike
  full_name: Arnold, Maike
  last_name: Arnold
language:
- iso: eng
page: 309–330
place: Amsterdam
publication: Algorithmic Regimes. Methods, Interactions, and Politics.
publication_identifier:
  isbn:
  - 978-94-6372-848-5
publisher: Amsterdam University Press
status: public
title: 'Making Algorithms Fair: Ethnographic Insights from Machine Learning Interventions'
type: book_chapter
user_id: '118059'
year: '2024'
...