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Fairness, Bias, and Research Governance / Data Labor, Crowdsourced Annotation, and Platform Gig Fairness

Substantial human labor in the AI industry is overlooked, and unequal labor distribution leads to unfairness.

lightbulbPractical problemData Labor, Crowdsourced Annotation, and Platform Gig Fairness

Substantial human labor in the AI industry is overlooked, and unequal labor distribution leads to unfairness.

CSCW '24The Work of AI: Mapping Human Labour in the AI Pipeline

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lightbulbPractical problemData Labor, Crowdsourced Annotation, and Platform Gig Fairness

Food delivery platform tipping mechanisms lack transparency, making it difficult for consumers to judge what is fair.

CHI '24Perceptions of Fairness in Technology-Mediated Marketplaces

lightbulbPractical problemData Labor, Crowdsourced Annotation, and Platform Gig Fairness

In image classification, users must spend time labeling images and neural networks are prone to data bias.

IUI '23Efficient Human-in-the-loop System for Guiding DNNs Attention

lightbulbPractical problemData Labor, Crowdsourced Annotation, and Platform Gig Fairness

Data workers (especially people with disabilities) face challenges in task complexity and fairness.

CSCW '23Promoting Inclusivity and Well-being of Data Workers: Identifying Barriers and Designing Interventions

lightbulbPractical problemData Labor, Crowdsourced Annotation, and Platform Gig Fairness

Online platform workers struggle to obtain fair work opportunities and income due to reputation systems.

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Algorithms may amplify gender or racial stereotypes due to implicit social bias in data.

CHI '21It's About Time: A View of Crowdsourced Data Before and During the Pandemic

Related papers

Perceptions of Fairness in Technology-Mediated Marketplaces

Andrew Chong, Ji Su Yoo, Coye Cheshire

How Much Do Platform Workers Value Reviews? An Experimental Method

David M Holtz, Liane Scult, Siddharth Suri

It's About Time: A View of Crowdsourced Data Before and During the Pandemic

Evgenia Christoforou, Pinar Barlas, Jahna Otterbacher