Gender and Careers in Platform-Mediated Work: A Longitudinal Study of Online Freelancers

2025-08-08

AI Summary

This study investigates the long-term occupational consequences of gender inequality in digital labor platforms. Drawing on a five-year longitudinal ethnography of 105 Upwork freelancers—including in-depth interviews and behavioral trace data—we document persistent gendered disparities in career advancement, income stability, and work continuity. We introduce two original theoretical constructs: *occupational disempowerment*, describing the systemic erosion of professional agency among women platform workers, and *platform-mediated motherhood penalty*, capturing how algorithmic workflows and platform governance structures amplify reproductive labor penalties. Our findings empirically substantiate latent gender bias embedded in platform algorithms and institutional design, while explicating the sociotechnical mechanisms through which such biases reproduce structural exclusion. The study advances CSCW scholarship on platformized labor by theorizing gendered precarity beyond individual discrimination. It further provides foundational insights for inclusive platform governance, algorithmic auditing frameworks, and family-supportive labor policies.

Technology Category

• Philosophy and Ethics of AI: Bias, Fairness & Equity
• Computer Vision: Bias, Fairness & Privacy
• Machine Learning: Ethics, Bias, and Fairness

Application Category

• Economics, Online Markets and Human Computation: Trust and reliance of crowd workers and data experts on GenAI
• Responsible Web: Human-perceived consequences of algorithmic deployment on the web
• Social Networks and Social Media: Fairness and bias in social network and social media analysis

Abstract

We advance gender-inclusive research within the CSCW field by investigating the long-term gendered experiences of online freelancers on digital labor platforms. The prevalence of gender-based inequalities has attracted significant attention within the CSCW community. Yet, insights remain limited on how these inequalities shape workers' long-term experiences on digital labor platforms. Through a five-year longitudinal study of 105 freelancers on Upwork, we reveal persistent gender disparities that influence workers' long-term work and career trajectories, raising concerns about the sustainability of platform-mediated work. We advance the ongoing dialogue on gender inclusivity in the community by introducing the concepts of career disempowerment and platform-mediated motherhood penalty and by offering research and design implications for CSCW to foster more sustainable, equitable platform work environments for all genders.

Problem

• Investigates long-term gendered experiences in online freelancing
• Examines persistent gender disparities in digital labor platforms
• Explores career disempowerment and motherhood penalty in platform work

Innovation

• Five-year longitudinal study of freelancers
• Introducing career disempowerment concept
• Platform-mediated motherhood penalty analysis