Perhaps one of the most noted cases of robust optimism concerning the impact of new technology on the future of work is the recent work of Sundararajan (2016, 2017). He argues that any loss of formal employment will be offset by the rise of millions of micro-entrepreneurs who will be empowered by digitally enabled technology. Is this really the case? This paper offers a critical appraisal and suggests a way forward.