Digital Economy and Work TransformationEmployment and Welfare StudiesLabor market dynamics and wage inequality

Alexandrea J. Ravenelle, Luísa Nazareno, Yue Zhang

2026.4.3Labor Studies Journal

DOI: 10.1177/0160449x261435181

Abstract

We examine how the expansion of social protection policies during Covid-19 affected workers’ job outcomes (employment probability and income changes) and access to the safety net. Leveraging a panel of 173 US workers across three arrangements—platform-based gig workers, creative freelancers, and low-wage W-2 employees—tracked from 2020–2024, we find that gig workers initially faced unemployment insurance access barriers, resulting in a 50%-point higher likelihood of receiving benefits later in the crisis than low-wage W-2 workers. Creative freelancers were more likely to remain employed and experienced fewer income losses. This paper shows that flexibilizing regulation may counter global labor precarity trends.

Citation format

RAVENELLE, Alexandrea J.; NAZARENO, Luísa; ZHANG, Yue. Who gets caught in the net? The expanded safety net during covid-19 and precarious workers. Labor Studies Journal, 2026.