BRIEFING. STOA Options Brief. Auditing the quality of datasets used in algorithmic decisionmaking systems

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BRIEFING. STOA Options Brief*
Auditing the quality of datasets
used in algorithmic decision-making
systems**
The existence of biases pre-dates the creation of artif‌i cial intelligence
(AI) tools. All human societies are biased – AI only reproduces what we
are. Therefore, opposing this technology for this reason would simply hide
discrimination and not prevent it. It is up to human supervision to use all
available means– which are many – to mitigate its biases. It is likely that at
some point in the future, recommendations made by an AI mechanism will
contain less bias than those made by human beings. Unlike humans, AI can
be reviewed and its f‌l aws corrected on a consistent basis. Ultimately, AI could
eventually serve to build fairer, less biased societies.
* EPRS | European Parliamentary Research Service. Scientif‌i c Foresight Unit (STOA). PE
729.541 – July 2022.
** This document is based on the STOA study ‘Auditing the quality of datasets used in
algorithmic decision-making systems’. The study was written by Iñigo de Miguel Beriain,
Pilar Nicolás Jiménez (UPV/EHU), María José Rementería, Davide Cirillo, Atia Cortés, Diego
Saby (Barcelona Supercomputing Center), and Guillermo Lazcoz Moratinos (CIBERER -
ISCIII)at the request of the Panel for the Future of Science and Technology (STOA), and
managed by the Scientif‌i c Foresight Unit, within the Directorate General for Parliamentary
Research Services (EPRS), European Parliament. STOA administrator supervising the study:
AndrésGarcíaHiguera. STOA administrator responsible: Philip Nicholas Boucher.
DISCLAIMER AND COPYRIGHT
This document is prepared for, and addressed to, the Members and staff of the European
Parliament as background material to assist them in their parliamentary work. The content
of the document is the sole responsibility of its author(s) and any opinions expressed herein
should not be taken to represent an off‌i cial position of the Parliament.
Reproduction and translation for non-commercial purposes are authorised, provided the
source is acknowledged and the European Parliament is given prior notice and sent a copy.
© European Union, 2022.
stoa@ep.europa.eu (contact)
http://www.europarl.europa.eu/stoa/ (STOA website)
www.europarl.europa.eu/thinktank (internet)
http://epthinktank.eu (blog)
Rev Der Gen H Núm. 57/2022: 283-289

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