Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedback

One distinctive feature of on-demand platform work is the ease of outsourcing the service’s quality assessment to clients. To set minimum quality standards of service, platforms aggregate users’ feedback and form a reputational score for workers, which, often combined with other criteria, directly i...

Full description

Saved in:
Bibliographic Details
Main Author: Elisa Parodi
Format: Article
Language:English
Published: University of Bologna 2024-12-01
Series:Labour & Law Issues
Subjects:
Online Access:https://labourlaw.unibo.it/article/view/20890
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1841550068416512000
author Elisa Parodi
author_facet Elisa Parodi
author_sort Elisa Parodi
collection DOAJ
description One distinctive feature of on-demand platform work is the ease of outsourcing the service’s quality assessment to clients. To set minimum quality standards of service, platforms aggregate users’ feedback and form a reputational score for workers, which, often combined with other criteria, directly impacts their job opportunities and working conditions. The article questions whether this practice may constitute discrimination under the European Union equality law. It first argues that the use of reputational ranking systems does not qualify as an exception to the prohibition of differential treatment based on a protected characteristic linked to the genuine and determining occupational requirement. Indeed, having a certain reputational score does not constitute a requirement objectively dictated by the nature of the activity or the context in which it is carried out. Referring then to the possibility of the particular disadvantage of a reputational ranking being objectively justified, it is argued that, although assessing workers’ performance may likely be considered a legitimate aim, neither the appropriateness nor the necessity of the measure for achieving that aim should be assumed, and customer ratings, indeed, would probably not meet the proportionality requirement. To conclude, the article highlights how the issue of discriminatory reputational ranking exemplifies a broader question concerning algorithmic accountability, namely whether algorithms can be held accountable for perpetuating existing social biases, especially one as pervasive as sexism, and it criticizes the use of that narrative to frame the issue.
format Article
id doaj-art-ead1c0ed2f1d4e79b0b4216564082c11
institution Kabale University
issn 2421-2695
language English
publishDate 2024-12-01
publisher University of Bologna
record_format Article
series Labour & Law Issues
spelling doaj-art-ead1c0ed2f1d4e79b0b4216564082c112025-01-10T09:58:04ZengUniversity of BolognaLabour & Law Issues2421-26952024-12-0110218020010.6092/issn.2421-2695/2089019262Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedbackElisa Parodi0Università of TorinoOne distinctive feature of on-demand platform work is the ease of outsourcing the service’s quality assessment to clients. To set minimum quality standards of service, platforms aggregate users’ feedback and form a reputational score for workers, which, often combined with other criteria, directly impacts their job opportunities and working conditions. The article questions whether this practice may constitute discrimination under the European Union equality law. It first argues that the use of reputational ranking systems does not qualify as an exception to the prohibition of differential treatment based on a protected characteristic linked to the genuine and determining occupational requirement. Indeed, having a certain reputational score does not constitute a requirement objectively dictated by the nature of the activity or the context in which it is carried out. Referring then to the possibility of the particular disadvantage of a reputational ranking being objectively justified, it is argued that, although assessing workers’ performance may likely be considered a legitimate aim, neither the appropriateness nor the necessity of the measure for achieving that aim should be assumed, and customer ratings, indeed, would probably not meet the proportionality requirement. To conclude, the article highlights how the issue of discriminatory reputational ranking exemplifies a broader question concerning algorithmic accountability, namely whether algorithms can be held accountable for perpetuating existing social biases, especially one as pervasive as sexism, and it criticizes the use of that narrative to frame the issue.https://labourlaw.unibo.it/article/view/20890trabajo de plataformaclasificación reputacionaldiscriminación algorítmicagender biasley antidiscriminación
spellingShingle Elisa Parodi
Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedback
Labour & Law Issues
trabajo de plataforma
clasificación reputacional
discriminación algorítmica
gender bias
ley antidiscriminación
title Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedback
title_full Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedback
title_fullStr Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedback
title_full_unstemmed Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedback
title_short Reputational ranking of platform workers: on the gender discriminatory implications of users’ feedback
title_sort reputational ranking of platform workers on the gender discriminatory implications of users feedback
topic trabajo de plataforma
clasificación reputacional
discriminación algorítmica
gender bias
ley antidiscriminación
url https://labourlaw.unibo.it/article/view/20890
work_keys_str_mv AT elisaparodi reputationalrankingofplatformworkersonthegenderdiscriminatoryimplicationsofusersfeedback