“They’re trying to influence me to gain the more acceptable viewpoint”: The algorithmic imaginaries of politically activated social media users

Links between extremism online and personalization algorithms are, by now, widely accepted. However, discussions surrounding sociopolitical radicalization and its relationship to filter bubbles often fail to account for user agency. Based on interview ( N = 29) and survey ( N = 1100) data, our study...

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Published in:New media & society
Main Authors: Maragh-Lloyd, Raven, Stoldt, Ryan, Ssozi, Javie, Biddle, Kathryn, Ekdale, Brian, Havens, Tim
Format: Journal Article
Language:English
Published: 22.05.2025
ISSN:1461-4448, 1461-7315
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Abstract Links between extremism online and personalization algorithms are, by now, widely accepted. However, discussions surrounding sociopolitical radicalization and its relationship to filter bubbles often fail to account for user agency. Based on interview ( N = 29) and survey ( N = 1100) data, our study asks how politically engaged social media users make sense of algorithmic personalization related to political topics of interest. Our results indicate that most respondents conceptualize personalization as a functional process of social media platforms seeking to deliver relevant information, while a small but vocal number of users claim algorithms are designed not to personalize content but rather to enact an ideological agenda. Our findings, which include real-time user responses to algorithms, suggest that algorithms do not simply radicalize unsuspecting users but, rather, are negotiated to reveal a more complex digital landscape.
AbstractList Links between extremism online and personalization algorithms are, by now, widely accepted. However, discussions surrounding sociopolitical radicalization and its relationship to filter bubbles often fail to account for user agency. Based on interview ( N = 29) and survey ( N = 1100) data, our study asks how politically engaged social media users make sense of algorithmic personalization related to political topics of interest. Our results indicate that most respondents conceptualize personalization as a functional process of social media platforms seeking to deliver relevant information, while a small but vocal number of users claim algorithms are designed not to personalize content but rather to enact an ideological agenda. Our findings, which include real-time user responses to algorithms, suggest that algorithms do not simply radicalize unsuspecting users but, rather, are negotiated to reveal a more complex digital landscape.
Author Havens, Tim
Ekdale, Brian
Ssozi, Javie
Maragh-Lloyd, Raven
Stoldt, Ryan
Biddle, Kathryn
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Cites_doi 10.2307/j.cttq9s20
10.1080/09546550902765508
10.1177/0894439314555329
10.1609/aaai.v34i09.7117
10.18574/nyu/9781479833641.001.0001
10.1016/j.tele.2021.101607
10.1177/0267323190005002006
10.1177/1461444819854731
10.1080/21670811.2023.2209153
10.1177/1940161220964767
10.1126/science.abp9364
10.1515/opis-2020-0007
10.1080/1369118X.2023.2289976
10.1093/oso/9780190493028.001.0001
10.1145/3476046
10.1145/3479610
10.1177/20563051221144252
10.1177/2053951717738104
10.4324/9781351200677-9
10.4135/9781452230153
10.1038/s41586-023-06297-w
10.1177/0163443717692741
10.1177/2053951720923377
10.1177/14614448211038810
10.1007/978-3-319-40700-5_5
10.1177/1527476419879919
10.1145/3476080
10.48550/arXiv.1308.6149
10.1145/3308558.3313682
10.1080/1369118X.2016.1154086
10.1057/s41599-021-00787-w
10.1080/0144929X.2022.2078224
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References e_1_3_6_53_1
e_1_3_6_32_1
e_1_3_6_55_1
e_1_3_6_11_1
Regnér L (e_1_3_6_41_1) 2014; 2
e_1_3_6_15_1
e_1_3_6_13_1
e_1_3_6_34_1
e_1_3_6_17_1
e_1_3_6_36_1
e_1_3_6_42_1
e_1_3_6_21_1
e_1_3_6_2_1
Schellewald A (e_1_3_6_44_1) 2022; 8
e_1_3_6_4_1
Lindlof TR (e_1_3_6_29_1) 2017
e_1_3_6_8_1
Eslami M (e_1_3_6_14_1) 2021; 5
Hill DW (e_1_3_6_18_1) 2012
e_1_3_6_27_1
e_1_3_6_23_1
e_1_3_6_46_1
e_1_3_6_25_1
e_1_3_6_48_1
e_1_3_6_31_1
e_1_3_6_52_1
e_1_3_6_33_1
e_1_3_6_54_1
e_1_3_6_10_1
Jiang S (e_1_3_6_20_1) 2019; 13
e_1_3_6_50_1
Pasquale F (e_1_3_6_40_1) 2016
Maragh-Lloyd R (e_1_3_6_30_1) 2024
Pariser E (e_1_3_6_39_1) 2011
hooks b (e_1_3_6_19_1) 1984
e_1_3_6_12_1
e_1_3_6_35_1
Bruns A (e_1_3_6_6_1) 2019
e_1_3_6_16_1
e_1_3_6_37_1
e_1_3_6_22_1
e_1_3_6_43_1
e_1_3_6_5_1
e_1_3_6_3_1
e_1_3_6_9_1
e_1_3_6_7_1
Papadamou K (e_1_3_6_38_1) 2022; 16
Taylor SH (e_1_3_6_51_1) 2022; 8
e_1_3_6_28_1
e_1_3_6_49_1
e_1_3_6_24_1
e_1_3_6_45_1
e_1_3_6_26_1
e_1_3_6_47_1
References_xml – ident: e_1_3_6_5_1
  doi: 10.2307/j.cttq9s20
– volume: 16
  start-page: 723
  volume-title: Proc Int AAAI Conf Web Social Media
  year: 2022
  ident: e_1_3_6_38_1
– volume: 8
  issue: 1
  year: 2022
  ident: e_1_3_6_44_1
  article-title: Theorizing “stories about algorithms” as a mechanism in the formation and maintenance of algorithmic imaginaries
  publication-title: Social Media+ Society
– volume-title: Are Filter Bubbles Real?
  year: 2019
  ident: e_1_3_6_6_1
– ident: e_1_3_6_32_1
  doi: 10.1080/09546550902765508
– ident: e_1_3_6_43_1
– volume-title: Qualitative Communication Research Methods
  year: 2017
  ident: e_1_3_6_29_1
– ident: e_1_3_6_53_1
– ident: e_1_3_6_37_1
  doi: 10.1177/0894439314555329
– volume: 2
  start-page: 139
  issue: 2014
  year: 2014
  ident: e_1_3_6_41_1
  article-title: The YouTube-born terrorist
  publication-title: Journal Exit-Deutschland. Zeitschrift für Deradikalisierung und demokratische Kultur
– ident: e_1_3_6_21_1
  doi: 10.1609/aaai.v34i09.7117
– ident: e_1_3_6_26_1
– ident: e_1_3_6_34_1
  doi: 10.18574/nyu/9781479833641.001.0001
– ident: e_1_3_6_55_1
  doi: 10.1016/j.tele.2021.101607
– ident: e_1_3_6_3_1
– ident: e_1_3_6_2_1
  doi: 10.1177/0267323190005002006
– volume-title: Black Networked Resistance: Strategic Rearticulations in the Digital Age
  year: 2024
  ident: e_1_3_6_30_1
– volume: 8
  issue: 4
  year: 2022
  ident: e_1_3_6_51_1
  article-title: An initial conceptualization of algorithm responsiveness: comparing perceptions of algorithms across social media platforms
  publication-title: Social Media+ Society
– ident: e_1_3_6_4_1
  doi: 10.1177/1461444819854731
– ident: e_1_3_6_45_1
  doi: 10.1080/21670811.2023.2209153
– ident: e_1_3_6_33_1
  doi: 10.1177/1940161220964767
– ident: e_1_3_6_16_1
  doi: 10.1126/science.abp9364
– ident: e_1_3_6_7_1
  doi: 10.1515/opis-2020-0007
– ident: e_1_3_6_42_1
  doi: 10.1080/1369118X.2023.2289976
– ident: e_1_3_6_10_1
  doi: 10.1093/oso/9780190493028.001.0001
– volume-title: The Black Box Society: The Secret Algorithms That Control Money and Information
  year: 2016
  ident: e_1_3_6_40_1
– ident: e_1_3_6_23_1
  doi: 10.1145/3476046
– volume: 5
  start-page: 2371
  year: 2021
  ident: e_1_3_6_14_1
  article-title: First I “like” it, then I hide it: folk theories of social feeds
  publication-title: Association for Computing Machinery
– ident: e_1_3_6_17_1
  doi: 10.1145/3479610
– ident: e_1_3_6_31_1
  doi: 10.1177/20563051221144252
– ident: e_1_3_6_47_1
  doi: 10.1177/2053951717738104
– ident: e_1_3_6_54_1
  doi: 10.4324/9781351200677-9
– ident: e_1_3_6_46_1
– volume: 13
  start-page: 278
  volume-title: Proceedings of the International AAAI Conference on Web and Social Media
  year: 2019
  ident: e_1_3_6_20_1
– ident: e_1_3_6_50_1
– ident: e_1_3_6_12_1
  doi: 10.4135/9781452230153
– ident: e_1_3_6_35_1
  doi: 10.1038/s41586-023-06297-w
– ident: e_1_3_6_48_1
  doi: 10.1177/0163443717692741
– ident: e_1_3_6_49_1
  doi: 10.1177/2053951720923377
– ident: e_1_3_6_24_1
  doi: 10.1177/14614448211038810
– ident: e_1_3_6_8_1
  doi: 10.1007/978-3-319-40700-5_5
– start-page: 106
  volume-title: Internet and Surveillance: The Challenges of Web
  year: 2012
  ident: e_1_3_6_18_1
– ident: e_1_3_6_28_1
  doi: 10.1177/1527476419879919
– ident: e_1_3_6_13_1
  doi: 10.1145/3476080
– ident: e_1_3_6_11_1
– volume-title: The Filter Bubble: How the New Personalized Web Is Changing What We Read and How We Think
  year: 2011
  ident: e_1_3_6_39_1
– ident: e_1_3_6_36_1
  doi: 10.48550/arXiv.1308.6149
– volume-title: Feminist Theory: From Margin to Center
  year: 1984
  ident: e_1_3_6_19_1
– ident: e_1_3_6_27_1
  doi: 10.1145/3308558.3313682
– ident: e_1_3_6_22_1
– ident: e_1_3_6_9_1
  doi: 10.1080/1369118X.2016.1154086
– ident: e_1_3_6_25_1
  doi: 10.1057/s41599-021-00787-w
– ident: e_1_3_6_52_1
– ident: e_1_3_6_15_1
  doi: 10.1080/0144929X.2022.2078224
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