Opportunities and challenges of multidisciplinary algorithmic impact assessments

In recent years, technology assessments, evaluations, and audits have emerged as a key strategy for surfacing and managing technology systems’ societal effects. However, the evaluation of computational and algorithmic systems has largely been approached through a uni-modal and uni-disciplinary persp...

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Main Authors: Juana Catalina Becerra Sandoval, Felicia Jing, Adriana Alvarado Garcia, Sara E. Berger, Heloisa Candello, Caitlin Lustig
Format: Article
Language:English
Published: Taylor & Francis Group 2025-12-01
Series:Journal of Responsible Innovation
Subjects:
Online Access:https://www.tandfonline.com/doi/10.1080/23299460.2025.2499302
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author Juana Catalina Becerra Sandoval
Felicia Jing
Adriana Alvarado Garcia
Sara E. Berger
Heloisa Candello
Caitlin Lustig
author_facet Juana Catalina Becerra Sandoval
Felicia Jing
Adriana Alvarado Garcia
Sara E. Berger
Heloisa Candello
Caitlin Lustig
author_sort Juana Catalina Becerra Sandoval
collection DOAJ
description In recent years, technology assessments, evaluations, and audits have emerged as a key strategy for surfacing and managing technology systems’ societal effects. However, the evaluation of computational and algorithmic systems has largely been approached through a uni-modal and uni-disciplinary perspective that heavily privileges computer science and engineering disciplines. Silos of discipline and modality, we argue, impose limitations on conceptions of what constitutes ‘technology’ – the object of the assessment – as well as how to evidence its risks and impacts. Reflecting on our experience conducting a multidisciplinary and multimodal assessment, we consider the opportunities afforded by evaluating from various lenses at once, and discuss the steep challenges of navigating tensions between different ways of knowing. Ultimately, we call on assessors to welcome unconventional methods and underrepresented disciplines into the assessment space, as a means to broaden our political visions of mitigation and ethics integration.
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publishDate 2025-12-01
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spelling doaj-art-11bc366f8122489d81a93a30fb6e42f82025-08-20T04:00:45ZengTaylor & Francis GroupJournal of Responsible Innovation2329-94602329-90372025-12-0112110.1080/23299460.2025.2499302Opportunities and challenges of multidisciplinary algorithmic impact assessmentsJuana Catalina Becerra Sandoval0Felicia Jing1Adriana Alvarado Garcia2Sara E. Berger3Heloisa Candello4Caitlin Lustig5IBM Research, Yorktown Heights, NY, United StatesIBM Research, Yorktown Heights, NY, United StatesIBM Research, Yorktown Heights, NY, United StatesIBM Research, Yorktown Heights, NY, United StatesIBM Research, Sao Paulo, BrazilHuman Centered Design & Engineering, University of Washington, Seattle, WA, United StatesIn recent years, technology assessments, evaluations, and audits have emerged as a key strategy for surfacing and managing technology systems’ societal effects. However, the evaluation of computational and algorithmic systems has largely been approached through a uni-modal and uni-disciplinary perspective that heavily privileges computer science and engineering disciplines. Silos of discipline and modality, we argue, impose limitations on conceptions of what constitutes ‘technology’ – the object of the assessment – as well as how to evidence its risks and impacts. Reflecting on our experience conducting a multidisciplinary and multimodal assessment, we consider the opportunities afforded by evaluating from various lenses at once, and discuss the steep challenges of navigating tensions between different ways of knowing. Ultimately, we call on assessors to welcome unconventional methods and underrepresented disciplines into the assessment space, as a means to broaden our political visions of mitigation and ethics integration.https://www.tandfonline.com/doi/10.1080/23299460.2025.2499302Assessmentsauditsevaluationmulti-disciplinaritysocietal impactsepistemology
spellingShingle Juana Catalina Becerra Sandoval
Felicia Jing
Adriana Alvarado Garcia
Sara E. Berger
Heloisa Candello
Caitlin Lustig
Opportunities and challenges of multidisciplinary algorithmic impact assessments
Journal of Responsible Innovation
Assessments
audits
evaluation
multi-disciplinarity
societal impacts
epistemology
title Opportunities and challenges of multidisciplinary algorithmic impact assessments
title_full Opportunities and challenges of multidisciplinary algorithmic impact assessments
title_fullStr Opportunities and challenges of multidisciplinary algorithmic impact assessments
title_full_unstemmed Opportunities and challenges of multidisciplinary algorithmic impact assessments
title_short Opportunities and challenges of multidisciplinary algorithmic impact assessments
title_sort opportunities and challenges of multidisciplinary algorithmic impact assessments
topic Assessments
audits
evaluation
multi-disciplinarity
societal impacts
epistemology
url https://www.tandfonline.com/doi/10.1080/23299460.2025.2499302
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AT saraeberger opportunitiesandchallengesofmultidisciplinaryalgorithmicimpactassessments
AT heloisacandello opportunitiesandchallengesofmultidisciplinaryalgorithmicimpactassessments
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