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Algorithmic discrimination at work 工作中的算法歧视
IF 0.7 Pub Date : 2023-04-02 DOI: 10.1177/20319525231167300
Aislinn Kelly-Lyth
The potential for algorithms to discriminate is now well-documented, and algorithmic management tools are no exception. Scholars have been quick to point to gaps in the equality law framework, but existing European law is remarkably robust. Where gaps do exist, they largely predate algorithmic decision-making. Careful judicial reasoning can resolve what appear to be novel legal issues; and policymakers should seek to reinforce European equality law, rather than reform it. This article disentangles some of the knottiest questions on the application of the prohibition on direct and indirect discrimination to algorithmic management, from how the law should deal with arguments that algorithms are ‘more accurate’ or ‘less biased’ than human decision-makers, to the attribution of liability in the employment context. By identifying possible routes for judicial resolution, the article demonstrates the adaptable nature of existing legal obligations. The duty to make reasonable accommodations in the disability context is also examined, and options for combining top-level and individualised adjustments are explored. The article concludes by turning to enforceability. Algorithmic discrimination gives rise to a concerning paradox: on the one hand, automating previously human decision-making processes can render discriminatory criteria more traceable and outcomes more quantifiable. On the other hand, algorithmic decision-making processes are rarely transparent, and scholars consistently point to algorithmic opacity as the key barrier to litigation and enforcement action. Judicial and legislative routes to greater transparency are explored.
算法歧视的可能性现在已经得到了充分的证明,算法管理工具也不例外。学者们很快就指出了平等法框架中的漏洞,但现有的欧洲法律相当健全。在差距确实存在的地方,它们在很大程度上早于算法决策。仔细的司法推理可以解决看似新颖的法律问题;政策制定者应该加强欧洲平等法,而不是对其进行改革。本文解开了关于禁止直接和间接歧视对算法管理的应用的一些最棘手的问题,从法律应该如何处理算法比人类决策者“更准确”或“更少偏见”的论点,到就业背景下的责任归属。通过确定司法解决的可能途径,本文论证了现有法律义务的适应性。还审查了在残疾背景下提供合理便利的责任,并探讨了将顶层调整和个性化调整相结合的选择。文章最后谈到了可执行性。算法歧视产生了一个令人担忧的悖论:一方面,自动化以前的人类决策过程可以使歧视标准更可追溯,结果更可量化。另一方面,算法决策过程很少是透明的,学者们一致认为算法不透明是诉讼和执法行动的主要障碍。探索提高透明度的司法和立法途径。
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引用次数: 0
Regulating algorithmic employment decisions through data protection law 通过数据保护法规范算法就业决策
IF 0.7 Pub Date : 2023-04-02 DOI: 10.1177/20319525231167317
Halefom H. Abraha
The regulation of algorithmic management falls under the purview of multiple legal domains including but not limited to labour law, non-discrimination law and data protection law. While labour law does not have explicit provisions to adequately protect workers from algorithmic harms, existing non-discrimination and data protection laws can address some aspects of these harms. This article examines the extent to which the GDPR offers the necessary tools to protect workers from harm stemming from algorithmic management. It argues that while the provisions tailored to automated decision-making (ADM) and the rest of the GDPR provide workers with some limited protections, significant gaps remain. It then suggests some policy options on how the existing protections under the GDPR can be further complemented, particularised, and strengthened through a combination of legislative and non-legislative measures.
算法管理的监管属于多个法律领域的范围,包括但不限于劳动法、不歧视法和数据保护法。虽然劳动法没有明确规定充分保护工人免受算法危害,但现有的非歧视和数据保护法可以解决这些危害的某些方面。本文考察了GDPR在多大程度上提供了必要的工具来保护工人免受算法管理的伤害。它认为,虽然为自动决策(ADM)量身定制的条款和GDPR的其他部分为工人提供了一些有限的保护,但仍存在重大差距。然后,它就如何通过立法和非立法措施的结合进一步补充、细化和加强GDPR下的现有保护提出了一些政策选择。
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引用次数: 0
There and gone again? Migration to and posting of third-country nationals from Slovenia and Poland 那里又去了?斯洛文尼亚和波兰第三国国民的移民和安置
IF 0.7 Pub Date : 2023-03-30 DOI: 10.1177/20319525231165851
S. Danaj, Mojca Vah Jevšnik, Marcin Kiełbasa, Monika Szaraniec
Drawing on research conducted in the framework of the POSTING.STAT project for Slovenia and Poland, this article contributes to the literature on the posting of third-country nationals (TCNs) within the European Union from the perspective of the sending countries. Our research questions are: What are the current posting trends and patterns of mobility of TCNs from Poland and Slovenia? How do national legal and policy instruments in Poland and Slovenia shape the recruitment of TCNs and facilitate the posting of these TCNs to other Member States? We find that the recent growth in posting from both countries is driven by the substantial increase in the number of posted TCNs, which might signal at least their complementary role, if not the replacement, of posted nationals with TCNs to sustain the established business models of posting from Slovenia and Poland. We observe two trends. Firstly, national legal and policy instruments encourage labour migration from certain third countries with which Slovenia and Poland have historical ties and geographical proximity, which are then embedded in their national labour markets. Secondly, both countries remain source countries for the posting of workers, a pattern they have been able to sustain by increasing the use of TCNs for posting. Hence, despite a growing share of TCNs involved in posting, most TCNs continue to be based in Slovenia and Poland, suggesting posting or onward migration are not necessarily the main reason these workers go to Slovenia and Poland in the first place. Yet, the increase in numbers of posted TCNs observed in both countries, regardless of stricter regulations and the Covid-19 pandemic, suggests that posting in labour-intensive sectors such as road freight transport and construction is increasingly becoming a segmented labour market. We argue that the posting of TCNs might grow into an important intra-EU mobility channel, with the caveat that while certain EU countries will insist on restricting direct access to their national labour market for TCNs, other EU countries, especially those that so far have acted as labour or services suppliers, will lend themselves as gate-openers for the intra-EU mobility of TCNs.
借鉴post框架内进行的研究。斯洛文尼亚和波兰的STAT项目,这篇文章从派遣国的角度对在欧洲联盟内派遣第三国国民(tcn)的文献作出贡献。我们的研究问题是:来自波兰和斯洛文尼亚的tcn目前的发布趋势和流动模式是什么?波兰和斯洛文尼亚的国家法律和政策文书如何影响技术人员的征聘并促进将这些技术人员派往其他会员国?我们发现,这两个国家最近的发帖量增长是由发帖的tcn数量的大幅增加所驱动的,这可能至少表明他们的补充作用,如果不是取代,用tcn来维持斯洛文尼亚和波兰发帖的既定商业模式。我们观察到两种趋势。首先,国家法律和政策文书鼓励来自与斯洛文尼亚和波兰有历史联系和地理邻近的某些第三国的劳工移徙,这些第三国随后融入其国家劳动力市场。其次,这两个国家仍然是派遣工人的来源国,它们通过增加使用派遣国来维持这种模式。因此,尽管有越来越多的tcn参与外派工作,但大多数tcn仍将总部设在斯洛文尼亚和波兰,这表明外派或继续迁移不一定是这些工人前往斯洛文尼亚和波兰的主要原因。然而,尽管有更严格的法规和2019冠状病毒病大流行的影响,两国的外派技术人员数量仍在增加,这表明,道路货运和建筑等劳动密集型行业的外派工作正日益成为一个细分的劳动力市场。我们认为,tcn的发布可能会发展成为一个重要的欧盟内部流动渠道,同时需要注意的是,虽然某些欧盟国家将坚持限制tcn直接进入其国内劳动力市场,但其他欧盟国家,特别是那些迄今为止一直充当劳动力或服务供应商的国家,将成为tcn在欧盟内部流动的大门打开者。
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引用次数: 1
Shall or not shall be: That is the question 应该还是不应该:这是个问题
IF 0.7 Pub Date : 2023-03-29 DOI: 10.1177/20319525231163446
Filip Dorssemont
This contribution critically discusses the EPSU case of the Court of Justice of the European Union, delivered on 2 September 2021. It deals with the question of how to interpret Article 155 of the TFEU in relation to the scope of Article 155(2) TFEU, concluding that the European Commission has no obligation to propose a Directive to the Council implementing a collective agreement reached at European level.
这篇文章批判性地讨论了2021年9月2日发表的欧盟法院EPSU案件。它涉及如何将《TFEU》第155条与《TFEU第155条第(2)款的范围相联系来解释的问题,得出的结论是,欧盟委员会没有义务向理事会提出一项指令,以执行在欧洲层面达成的集体协议。
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引用次数: 0
Guest Editorial 客人编辑
IF 0.7 Pub Date : 2023-02-08 DOI: 10.1177/20319525221141611
Bernd Waas
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引用次数: 0
The right to unionise in Poland after the amendment of the law on trade unions 波兰工会法修正后的工会权利
IF 0.7 Pub Date : 2023-01-19 DOI: 10.1177/20319525221148129
Monika Latos-Miłkowska
The change to the scope of the right to associate in trade unions is the most fundamental change that has taken place in Polish collective labour law in recent years. This article discusses the transformation of the scope of the right to unionise that was introduced by the amendment of the Trade Unions Act of 5 July 2018. For the sake of completeness, the genesis of the amendment will be briefly presented, in particular, the theses of the Constitutional Tribunal judgment of 2 June 2015 (K 1/13), which gave rise to this amendment and set its direction. I will then present the regulations currently in force in Polish law regarding the scope of unionising and will attempt to assess the effects of the changes introduced by the legislator in this respect.
加入工会权利范围的变化是近年来波兰集体劳动法发生的最根本的变化。本文讨论了2018年7月5日《工会法》修正案引入的工会权利范围的转变。为了完整起见,将简要介绍修正案的起源,特别是宪法法庭2015年6月2日的判决(K 1/13),该判决提出了该修正案并确定了其方向。然后,我将介绍波兰法律中关于工会范围的现行规定,并试图评估立法者在这方面提出的修改的影响。
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引用次数: 0
Inland water transport workers and the Posting of Workers Directive 内河运输工人和工人上岗指令
IF 0.7 Pub Date : 2022-12-29 DOI: 10.1177/20319525221142235
Cécile Tournaye
Inland Water Transport (IWT) workers within the EU represent a workforce of about 50,000, most of whom work across borders on a regular basis. The national labour law applicable to them is hard to determine under the current EU legal framework. In particular, the question of whether, and if so, when, IWT workers should be viewed as posted workers, within the meaning of the Posting of Workers Directive (PWD), remains unclear. This article aims to shed some light on the matter. It suggests that determining the national labour law applicable to them under the Rome I Regulation should be the priority. This would suppose that the meaning of the ‘habitual place of work’ be clarified for IWT workers. In order to do so, we claim that the usual pattern of operation in IWT should be taken into account. IWT is a river-based, rather than a country-based, activity. For this reason, we suggest a two-step process in determining the habitual place of work: first designate the river where IWT workers carry out their activity, then determine the law of the riparian State that is objectively applicable to their contract of employment. In our view, such an approach would suffice to fix most social dumping practices presently ongoing in IWT. It would also bring clarity and security to both workers and transport undertakings, without generating disproportionate additional administrative burdens for Member States or transport undertakings. The PWD would then marginally apply to IWT workers, covering cases that depart from the usual IWT patterns of operation, when it brings real benefits to IWT workers.
欧盟内部的内河运输工人约有50000人,其中大多数人定期跨境工作。在目前的欧盟法律框架下,很难确定适用于他们的国家劳动法。特别是,在《工人岗位指令》(PWD)的含义范围内,IWT工人是否以及如果是,何时应被视为岗位工人的问题仍然不清楚。这篇文章旨在阐明这件事。它建议,应优先确定根据《罗马第一条例》适用于他们的国家劳动法。这将假设IWT工人的“惯常工作地点”的含义得到澄清。为了做到这一点,我们声称应该考虑IWT的通常操作模式。IWT是一项基于河流的活动,而不是基于国家的活动。因此,我们建议在确定惯常工作地点时分两步进行:首先指定IWT工人开展活动的河流,然后确定客观适用于其雇佣合同的沿岸国法律。在我们看来,这样的方法足以解决IWT目前正在进行的大多数社会倾销行为。它还将为工人和运输企业带来清晰和安全,而不会给会员国或运输企业带来不成比例的额外行政负担。当PWD为IWT工人带来真正的利益时,它将略微适用于IWT工人,涵盖偏离通常IWT运营模式的情况。
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引用次数: 0
Exceptional exceptions: The case of the Working Time Directive 例外情况:工作时间指令
IF 0.7 Pub Date : 2022-12-28 DOI: 10.1177/20319525221141619
C. Barnard
The application of the Working Time Directive (WTD) 2003/88 has caused serious issues in those sectors needing 24 hours a day/seven days a week cover (24/7). Employers have explored whether they can take advantage of the opt-out from the 48-hour working week in Article 22 or rely on the range of derogations in the Directive. Of particular interest, however, is the use of the exceptions. These exceptions apply, for example, ‘where characteristics peculiar to certain specific public service activities, such as the armed forces or the police, or to certain specific activities in the civil protection services inevitably conflict’ with the WTD. The interpretation of the provisions on exceptions has led to a number of important cases, cases which will be considered in the article. I wish to argue that, consistent with its earlier approach, the Court has maintained that the WTD will, in principle, apply to workers, even in those sectors requiring 24/7 cover. With this as its starting premise, the Court has then set the bar high for when it will accept that any of the exceptions will apply. The Court has even indicated, in the Slovenian Army case, that the Directive will apply to the military, much to the consternation of some Member States, albeit developing a new carve out for ‘military commitment’ activities. The Court also pays close attention to the text of the exceptions to ensure that employers are not misusing them. I will argue that the exceptions are indeed exceptional.
2003/88年《工作时间指令》(WTD)的实施,对那些需要每天24小时/每周7天(24/7)工作的行业造成了严重的问题。雇主们已经探讨了他们是否可以利用第22条中关于每周48小时工作制的选择,或者依靠该指令中的一系列减损。然而,特别令人感兴趣的是异常的使用。例如,这些例外适用于“某些特定公共服务活动所特有的特征,例如武装部队或警察,或民事保护服务中的某些特定活动不可避免地与WTD发生冲突”。对例外规定的解释导致了一些重要的案件,这些案件将在该条中加以讨论。我想指出的是,与它早先的做法一致,法院坚持认为,《世界贸易公约》原则上适用于工人,即使是那些需要24/7全天候服务的部门。以这一点为出发点,法院就何时接受适用任何例外设定了很高的标准。法院甚至在斯洛文尼亚军队一案中指出,该指令将适用于军队,这使一些会员国大为震惊,尽管它为“军事承诺”活动制定了新的规定。法院还密切注意例外条款的内容,以确保雇主不会滥用这些条款。我认为例外确实是例外。
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引用次数: 1
Monitoring working time and Working Time Directive 2003/88/EC: A purposive approach 监测工作时间和工作时间指令2003/88/EC:一种有目的的方法
IF 0.7 Pub Date : 2022-12-15 DOI: 10.1177/20319525221141621
V. Leccese
The Court of Justice of the European Union's (CJEU) decision of 14 May 2019 in Case C-55/18, CCOO represents an important milestone in the Court's case law on working time. This decision raises specific questions about the adequacy of national laws and offers interpreters an opportunity to reflect on certain challenges related to the measurement of working time. The aim of this contribution is to highlight the significance of the CJEU's decision and its implications for national legislative frameworks. After providing a brief analysis of the ruling, the article focuses on the following aspects: how to ensure that working time is accurately recorded for the purpose of enforcing the Working Time Directive, and in the light of lessons learnt from some national experiences (section 2); the usefulness of the obligation to measure working time within the context of the burden of proof in individual disputes (section 3); under which conditions Member States can take advantage of the leeway provided by the Court in the implementation of the principle of compulsory monitoring of working time, especially for activities for which working time is not measured and/or can be (pre)determined by the workers themselves (section 4); and the challenges posed by teleworking and agile work (section 5).
欧盟法院于2019年5月14日对案件C-55/18,CCOO作出裁决,这是法院关于工作时间的判例法中的一个重要里程碑。这一决定提出了关于国家法律是否充分的具体问题,并为口译员提供了一个反思与工作时间计量有关的某些挑战的机会。这篇文章的目的是强调欧盟法院的决定的重要性及其对国家立法框架的影响。在对裁决进行简要分析后,文章重点关注以下几个方面:如何确保准确记录工作时间,以执行《工作时间指令》,并结合从一些国家经验中吸取的教训(第2节);在个人纠纷的举证责任范围内衡量工作时间的义务是否有用(第3节);在何种条件下,成员国可以利用法院提供的余地,执行强制监测工作时间的原则,特别是对于工作时间没有衡量和/或可以由工人自己(预先)确定的活动(第4节);以及远程工作和敏捷工作带来的挑战(第5节)。
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引用次数: 0
Defining working time versus rest time: An analysis of the recent CJEU case law on stand-by time 界定工作时间与休息时间:欧洲法院最近关于待机时间的判例法分析
IF 0.7 Pub Date : 2022-12-14 DOI: 10.1177/20319525221141622
L. Mitrus
The article explores the evolution of the CJEU jurisprudence following on from the Matzak case. It provides an analysis of the most recent judgments on stand-by time, including those in case C-344/19 Radiotelevizija Slovenija, case C-580/19 Stadt Offenbach am Main, case C-107/19 Dopravní podnik hl. m. Prahy, and case C-214/20 Dublin City Council. The disputes concerned workers on stand-by duty who were not required to be physically present at the location expressly designated by the employer, but were expected to resume work within a short or very short period of time if necessary. In order to classify stand-by periods as working time or rest periods under the Directive 2003/88, the CJEU analyses whether the constraints imposed on the worker are such as to affect, objectively and very significantly, the possibility for the latter freely to manage the time during which his or her professional services are not required and to pursue his or her own interests. Moreover, the CJEU requires that employers cannot establish periods of stand-by time that are so long or so frequent that they constitute a risk to the safety or health of workers, irrespective of those periods being classified as rest periods. In the author's opinion, the required response time is a decisive and most important factor in the assessment. If the reaction period is very short, then in principle the stand-by time constitutes working time. Where the situation is not prima facie clear, additional secondary criteria should be taken into account. The factors that fall within the scope of an employer's managerial competences and pertain to an organisation's operational needs, and also the type of work performed by the worker, are relevant in assessing the legal characterisation of a particular stand-by period. The evaluation should not be affected by factors that remain beyond employer's control, e.g., the location of the workplace, the worker's residence, and distance between them.
本文从马扎克案开始,探讨了欧洲法院法理学的演变。它提供了关于待机时间的最新判决的分析,包括案例C-344/19 Radiotelevizija Slovenija,案例C-580/19 Stadt Offenbach am Main,案例C-107/19 Dopravní podnik hl。普拉希先生和C-214/20号案件,都柏林市议会。争议涉及值班工人,他们不需要亲自到雇主明确指定的地点,但如有必要,期望他们在很短的时间内或很短的时间内恢复工作。为了根据第2003/88号指令将待机时间划分为工作时间或休息时间,欧洲法院分析了对工人施加的限制是否客观且非常显著地影响了工人自由管理不需要他或她的专业服务的时间和追求自己兴趣的可能性。此外,欧洲法院要求雇主不得规定对工人的安全或健康构成威胁的长时间或频繁的待命时间,无论这些时间是否被归类为休息时间。在笔者看来,所需的响应时间在评估中是决定性的,也是最重要的因素。如果反应时间很短,那么原则上待机时间构成工作时间。如果情况表面上不清楚,则应考虑到其他次要标准。在雇主的管理能力范围内,与组织的运营需要有关的因素,以及工人所从事的工作类型,在评估特定待命期的法律特征时是相关的。评估不应受到雇主无法控制的因素的影响,例如工作场所的位置、工人的住所以及两者之间的距离。
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引用次数: 0
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European Labour Law Journal
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