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In 2013, scholars laid out a framework for a sustainable, ethical future of crowd work, recommending career ladders so that crowd work can lead to career advancement and more economic mobility. Five years later, we consider this vision in…

Human-Computer Interaction · Computer Science 2019-02-15 Anna Kasunic , Chun-Wei Chiang , Geoff Kaufman , Saiph Savage

Crowdsourcing platforms such as Amazon Mechanical Turk (MTurk) are important tools for researchers seeking to conduct studies with a broad, global participant base. Despite their popularity and demonstrated utility, we present evidence that…

Human-Computer Interaction · Computer Science 2025-11-04 Shengqian Wang , Israt Jahan Jui , Julie Thorpe

This review seeks to present a comprehensive picture of recent discussions in the social sciences of the anticipated impact of AI on the world of work. Issues covered include technological unemployment, algorithmic management, platform work…

General Economics · Economics 2022-04-04 Jean-Philippe Deranty , Thomas Corbin

Freelance workers must continually acquire new skills to remain competitive in online labor markets, yet they lack the organizational training, mentorship, and infrastructure available to traditional employees. Generative AI-powered tools…

Human-Computer Interaction · Computer Science 2026-05-01 Kashif Imteyaz , Isabel Lopez , Nakul Rajpal , Hunjun Shin , Saiph Savage

Traditional employment usually provides mechanisms for workers to improve their skills to access better opportunities. However, crowd work platforms like Amazon Mechanical Turk (AMT) generally do not support skill development (i.e.,…

Human-Computer Interaction · Computer Science 2018-11-14 Chun-Wei Chiang , Anna Kasunic , Saiph Savage

Microtask crowdsourcing is increasingly critical to the creation of extremely large datasets. As a result, crowd workers spend weeks or months repeating the exact same tasks, making it necessary to understand their behavior over these long…

Human-Computer Interaction · Computer Science 2016-11-02 Kenji Hata , Ranjay Krishna , Li Fei-Fei , Michael S. Bernstein

Artificial Intelligence with its multifaceted technologies and integral role in global production significantly impacts gender dynamics particularly in gendered labor. This paper emphasizes the need to explore AIs broader impacts on…

Computers and Society · Computer Science 2024-06-25 Satyam Mohla , Bishnupriya Bagh , Anupam Guha

Various tools and practices have been developed to support practitioners in identifying, assessing, and mitigating fairness-related harms caused by AI systems. However, prior research has highlighted gaps between the intended design of…

Artificial Intelligence · Computer Science 2022-02-14 Michael Madaio , Lisa Egede , Hariharan Subramonyam , Jennifer Wortman Vaughan , Hanna Wallach

Artificial intelligence (AI) systems rely heavily on human-generated data, yet the people behind that data are often overlooked. Human behavior can play a major role in AI training datasets, be it in limiting access to existing works or in…

General Economics · Economics 2025-06-05 Christian Peukert , Florian Abeillon , Jérémie Haese , Franziska Kaiser , Alexander Staub

Large-scale labeled dataset is the indispensable fuel that ignites the AI revolution as we see today. Most such datasets are constructed using crowdsourcing services such as Amazon Mechanical Turk which provides noisy labels from…

Human-Computer Interaction · Computer Science 2022-03-15 Chong Liu , Yu-Xiang Wang

Many recent technological advances (e.g. ChatGPT and search engines) are possible only because of massive amounts of user-generated data produced through user interactions with computing systems or scraped from the web (e.g. behavior logs,…

Computers and Society · Computer Science 2023-05-23 Hanlin Li , Nicholas Vincent , Stevie Chancellor , Brent Hecht

Across service domains, platform-based gig workers often face a wide range of severe yet hidden vulnerabilities, including opaque pay practices, illusions of flexibility, health and safety risks, and privacy violations. To the general…

Human-Computer Interaction · Computer Science 2026-05-19 Sander de Jong , Jane Hsieh , Tzu-Sheng Kuo , Rune Møberg Jacobsen , Niels van Berkel , Haiyi Zhu

In this work, we initiate the investigation of optimization opportunities in collaborative crowdsourcing. Many popular applications, such as collaborative document editing, sentence translation, or citizen science resort to this special…

Despite the potential of online sharing economy platforms such as Uber, Lyft, or Foodora to democratize the labor market, these services are often accused of fostering unfair working conditions and low wages. These problems have been…

Physics and Society · Physics 2020-09-01 Eszter Bokányi , Anikó Hannák

Online labor markets give people in poor countries direct access to buyers in rich countries. Economic theory and empirical evidence strongly suggest that this kind of access improves human welfare. However, critics claim that abuses are…

Computers and Society · Computer Science 2010-01-11 John Horton

While algorithm audits are growing rapidly in commonality and public importance, relatively little scholarly work has gone toward synthesizing prior work and strategizing future research in the area. This systematic literature review aims…

Computers and Society · Computer Science 2021-02-09 Jack Bandy

The use of crowdworkers in NLP research is growing rapidly, in tandem with the exponential increase in research production in machine learning and AI. Ethical discussion regarding the use of crowdworkers within the NLP research community is…

Computation and Language · Computer Science 2023-09-07 Boaz Shmueli , Jan Fell , Soumya Ray , Lun-Wei Ku

Crowdsourcing is a form of "peer production" in which work traditionally performed by an employee is outsourced to an "undefined, generally large group of people in the form of an open call." We present a model of workers supplying labor to…

Human-Computer Interaction · Computer Science 2010-04-19 John Horton , Lydia Chilton

We focus on occupational diversity in platform-mediated work to advance conceptual and empirical insight into the occupationally embedded nature of platform labor. We pursue this focus in response to a prevailing tendency to treat platform…

Human-Computer Interaction · Computer Science 2026-04-07 Pyeonghwa Kim , Taylor Lewandowski , Michael Dunn , Steve Sawyer

Future advances in AI that automate away human labor may have stark implications for labor markets and inequality. This paper proposes a framework to analyze the effects of specific types of AI systems on the labor market, based on how much…

Artificial Intelligence · Computer Science 2021-05-19 Katya Klinova , Anton Korinek