The DOI matches its Crossref record; 35 of the 36 references it cites were found in a registry or an index.
The winners and the losers of the platform economy: who participates?
Abstract
The platform economy is rapidly transforming the dynamics of the labor market. Optimists argue platform work functions as a social equalizer, opening opportunities for additional earnings for those who need it most. Pessimists suggest that the platform economy widens earning disparities by providing additional income to people who already have good jobs. We contribute to this debate by examining who participates in the platform economy and their motivation for participation, using a US nationally representative sample. Our findings offer support for both perspectives. Those who participated in labor-exchange platforms were more likely to come from disadvantaged backgrounds. By contrast, those who participated in online selling platforms were more likely to come from more affluent backgrounds. When we further examined different types of platform work, we found that different types of platform work were performed by different demographic and social groups. In addition, participation in some platform work, such as rideshare driving and house/laundry cleaning, is motivated out of necessity, while other platform work, such as selling used goods and performing online tasks, is generally used to supplement incomes. Distinct occupations tend to benefit different social groups in different ways and, taken together, disadvantaged groups are less likely to perform types of platform work that would improve their economic position and reduce income disparities. This tends to offer more support for the pessimist’s perspective. We conclude that the platform economy is strongly segregated by occupation and it should be examined as a set of distinct occupations rather than a homogenous industry.
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“Working on digital labor platforms provides an easily accessible source of employment income (e.g., Alif et al., 2020;Churchill & Craig, 2019;Hoang et al., 2020).”
From Gig work and gig workers: An integrative review and agenda for future research (2024) · cites this paper as Hoang et al., 2020
Citations
Cites
Issues in Science and Technology
National Research Council (2000) · National Academies Press eBooks · doi:10.17226/892 · Cited by 1,430
Graham, M., Hjorth, I., & Lehdonvirta, V. (2017) · Transfer: European Review of Labour and Research · doi:10.1177/1024258916687250 · Cited by 1,089
van Doorn, N. (2017) · Information, Communication & Society · doi:10.1080/1369118x.2017.1294194 · Cited by 941
OECD Economics Department Working Papers
OECD, & OECD (2010) · OECD Economics Department working papers · doi:10.1787/18151973 · Cited by 897
Fuchs, C. (2014) · doi:10.4324/9781315880075 · Cited by 853
A review of Internet use among older adults
Hunsaker, A., & Hargittai, E. (2018) · New Media & Society · doi:10.1177/1461444818787348 · Cited by 770
An Analysis of the Labor Market for Uber’s Driver-Partners in the United States
Hall, J. V., & Krueger, A. B. (2018) · ILR Review · doi:10.1177/0019793917717222 · Cited by 701
Charles, M., & Grusky, D. B. (2004) · Stanford University Press eBooks · doi:10.1515/9781503618183 · Cited by 570
Regulating work in the gig economy: What are the options?
Stewart, A., & Stanford, J. (2017) · The Economic and Labour Relations Review · doi:10.1177/1035304617722461 · Cited by 564
Flexibility in the gig economy: managing time on three online piecework platforms
Lehdonvirta, V. (2018) · New Technology, Work and Employment · doi:10.1111/ntwe.12102 · Cited by 550
Research works printed but not linked: 6
- Dittrich P., 2018, Jacques Delors Institut, 227, 1
- Evans P., 2016, The rise of the platform entreprise
- Huws U., 2016, FEPS Studies, 1
- Smith A., 2016, Gig work, online selling and homesharing
- Smith T., 2019, General social survey, 2016
- Wilkinson R., 2010, The spirit level
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Le, P. H. (2022) · Tijdschrift voor Arbeidsvraagstukken · doi:10.5117/tva2022.4.002.le
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Peinado, J., Vianna, F. R. P. M., & Meneghetti, F. K. (2023) · Revista organizações em contexto/Organizações em Contexto · doi:10.15603/1982-8756/roc.v19n38p387-414
Carneiro, L. L., Moscon, D. C. B., & Gondim, S. (2024) · Ariadna Ediciones eBooks · doi:10.26448/ae9789566276166.92 · Cited by 2
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Metadata
- Authors
- Hoang, L., Blank, G., & Quan-Haase, A.
- Affiliations
- Western University (CA)
- University of Oxford (GB)
- Department of Sociology, University of Western Ontario, London, ON, Canada
- Corresponding author
- Hoang, Lyn
- Venue
- Information, Communication & Society
- Publisher
- Informa UK Limited
- Published
- 2020-02-04
- Volume
- 23
- Issue
- 5
- Pages
- 681-700
- ISSN
- 1369-118X (ISSN-L)
- 1468-4462
- OpenAlex
- W3004635479
- Cited by
- 113
- References
- 36
- Citations by year
- 2026: 9 · 2025: 17 · 2024: 28 · 2023: 20 · 2022: 23 · 2021: 11 · 2020: 5
- FWCI
- 19.69
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Information Communication & Society (publishedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Digital Economy and Work Transformation
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Labor market dynamics and wage inequality
- Social Sciences › Business, Management and Accounting › Strategy and Management › Digital Platforms and Economics
- Keywords
- platform economy, platform work, labor force participation, income inequality, occupational segregation, participation motivation
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