An algorithmic equity toolkit for technology audits by community advocates and activists

M Katell, M Young, B Herman, D Dailey, A Tam… - arXiv preprint arXiv …, 2019 - arxiv.org
A wave of recent scholarship documenting the discriminatory harms of algorithmic systems
has spurred widespread interest in algorithmic accountability and regulation. Yet effective …

Toward situated interventions for algorithmic equity: lessons from the field

M Katell, M Young, D Dailey, B Herman… - Proceedings of the …, 2020 - dl.acm.org
Research to date aimed at the fairness, accountability, and transparency of algorithmic
systems has largely focused on topics such as identifying failures of current systems and on …

A relationship and not a thing: A relational approach to algorithmic accountability and assessment documentation

J Metcalf, E Moss, R Singh, E Tafese… - arXiv preprint arXiv …, 2022 - arxiv.org
Central to a number of scholarly, regulatory, and public conversations about algorithmic
accountability is the question of who should have access to documentation that reveals the …

Algorithmic bias and risk assessments: Lessons from practice

A Hasan, S Brown, J Davidovic, B Lange, M Regan - Digital Society, 2022 - Springer
In this paper, we distinguish between different sorts of assessments of algorithmic systems,
describe our process of assessing such systems for ethical risk, and share some key …

Accountability in Algorithmic Systems: From Principles to Practice

D Wilkinson, K Crawford, H Wallach, D Raji… - Extended Abstracts of …, 2023 - dl.acm.org
Growing concerns over the societal implications of artificial intelligence has motivated an
interdisciplinary push towards mechanisms and tools that hold algorithmic systems …

Beyond transparency: Exploring algorithmic accountability

F Cech - Companion Proceedings of the 2020 ACM …, 2020 - dl.acm.org
Many of the ubiquitous algorithmic systems permeating society have come under scrutiny
due to their lack of accountability. As algorithmic decision making increasingly affects our …

An action-oriented AI policy toolkit for technology audits by community advocates and activists

PM Krafft, M Young, M Katell, JE Lee… - Proceedings of the …, 2021 - dl.acm.org
Motivated by the extensive documented disparate harms of artificial intelligence (AI), many
recent practitioner-facing reflective tools have been created to promote responsible AI …

Where do algorithmic accountability and explainability frameworks take us in the real world? from theory to practice

K Szymielewicz, A Bacciarelli, F Hidvegi… - Proceedings of the …, 2020 - dl.acm.org
This hands-on session takes academic concepts and their formulation in policy initiatives
around algorithmic accountability and explainability and tests them against real cases. In …

Taking algorithms to courts: A relational approach to algorithmic accountability

J Metcalf, R Singh, E Moss, E Tafesse… - Proceedings of the 2023 …, 2023 - dl.acm.org
In widely used sociological descriptions of how accountability is structured through
institutions, an “actor”(eg, the developer) is accountable to a “forum”(eg, regulatory …

Governing algorithmic systems with impact assessments: Six observations

EA Watkins, E Moss, J Metcalf, R Singh… - Proceedings of the 2021 …, 2021 - dl.acm.org
Algorithmic decision-making and decision-support systems (ADS) are gaining influence over
how society distributes resources, administers justice, and provides access to opportunities …