Seeing without knowing: Limitations of the transparency ideal and its application to algorithmic accountability

M Ananny, K Crawford - new media & society, 2018 - journals.sagepub.com
Models for understanding and holding systems accountable have long rested upon ideals
and logics of transparency. Being able to see a system is sometimes equated with being …

Bearing account-able witness to the ethical algorithmic system

D Neyland - Science, Technology, & Human Values, 2016 - journals.sagepub.com
This paper explores how accountability might make otherwise obscure and inaccessible
algorithms available for governance. The potential import and difficulty of accountability is …

Accountability, transparency, and algorithms

N Diakopoulos - The Oxford handbook of ethics of AI, 2020 - books.google.com
Artificial intelligence and algorithmic decision-making (ADM) technologies are hidden
everywhere in today's modern society. They calculate credit scores, automatically update …

Managing algorithmic accountability: Balancing reputational concerns, engagement strategies, and the potential of rational discourse

A Buhmann, J Paßmann, C Fieseler - Journal of Business Ethics, 2020 - Springer
While organizations today make extensive use of complex algorithms, the notion of
algorithmic accountability remains an elusive ideal due to the opacity and fluidity of …

[HTML][HTML] Varieties of transparency: Exploring agency within AI systems

G Andrada, RW Clowes, PR Smart - AI & society, 2023 - Springer
AI systems play an increasingly important role in shaping and regulating the lives of millions
of human beings across the world. Calls for greater transparency from such systems have …

Algorithmic accountability: Journalistic investigation of computational power structures

N Diakopoulos - Digital journalism, 2015 - Taylor & Francis
Every day automated algorithms make decisions that can amplify the power of businesses
and governments. Yet as algorithms come to regulate more aspects of our lives, the contours …

Transparency in complex computational systems

KA Creel - Philosophy of Science, 2020 - cambridge.org
Scientists depend on complex computational systems that are often ineliminably opaque, to
the detriment of our ability to give scientific explanations and detect artifacts. Some …

Toward an ethics of algorithms: Convening, observation, probability, and timeliness

M Ananny - Science, Technology, & Human Values, 2016 - journals.sagepub.com
Part of understanding the meaning and power of algorithms means asking what new
demands they might make of ethical frameworks, and how they might be held accountable to …

Algorithmic transparency in the news media

N Diakopoulos, M Koliska - Digital journalism, 2017 - Taylor & Francis
The growing use of difficult-to-parse algorithmic systems in the production of news, from
algorithmic curation to automated writing and news bots, problematizes the normative turn …

What to account for when accounting for algorithms: a systematic literature review on algorithmic accountability

M Wieringa - Proceedings of the 2020 conference on fairness …, 2020 - dl.acm.org
As research on algorithms and their impact proliferates, so do calls for scrutiny/accountability
of algorithms. A systematic review of the work that has been done in the field of'algorithmic …