Algorithmic Discriminations and New Forms of Protections: An Analysis of the Italian Case

Marina De Angelis, Silvia Donà, Francesca Bergamante
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Abstract

This research aims to investigate how to protect workers from discrimination dictated by an algorithm in the contractual conditions. Article 15 of the Italian Workers’ Statute declares invalid any agreement or act aimed at: dismissing a worker, discriminating him in the assignment of qualifications or tasks, transfers, disciplinary measures, or otherwise prejudicing him because of his affiliation or union activity, or his participation in a strike. These provisions shall also apply to pacts or acts for the purposes of political, religious, racial, language, sex, disability, age, sexual orientation, or belief. Our work intends to explore the risk of gender or age discrimination in the contractual terms for platform workers in Italy. How can workers’ protections be preserved when decisions are made by an algorithm? The research is conducted with a multidisciplinary methodology. We first analyze both national and international literature and jurisprudence. Then, by means of probit models on INAPP PLUS 2021 survey data, we analyze contract characteristics, in particular the written form of the contract and the hourly minimum wage. Controlling for individual and job characteristics, we find evidence of discrimination according to gender and age of workers. We conclude with policy recommendations.
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算法歧视与新形式的保护:意大利案例分析
本研究旨在探讨如何保护工人免受合同条件中算法所规定的歧视。《意大利工人法令》第15条宣布,任何旨在:解雇工人、在资格或任务分配、调动、纪律措施方面歧视工人、或因其隶属关系或工会活动或参加罢工而对其造成偏见的协议或行为无效。这些规定也适用于基于政治、宗教、种族、语言、性别、残疾、年龄、性取向或信仰的协议或行为。我们的工作旨在探讨意大利平台工作人员合同条款中性别或年龄歧视的风险。当决策是由算法做出的时候,工人的保护如何得到保护?这项研究是用多学科方法进行的。我们首先分析国内和国际文献和法学。然后,利用INAPP PLUS 2021调查数据的probit模型,我们分析了合同特征,特别是合同的书面形式和小时最低工资。控制个人和工作特征,我们发现根据工人的性别和年龄歧视的证据。最后,我们提出政策建议。
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