On-demand and gig economy are names commonly used when discussing issues related to labor in the collaborative economy. Some of the specific digital platforms in this economy, including Uber and TaskRabbit, and Upwork are quite popular. The term digital labor market has been suggested to distinguish the work mediated by these platforms from that of the traditional labor market. The theoretical work conditions and characteristics of this digital labor market are similar to those of negative nonstandard work arrangements. However, more empirical evidence is required because most of the findings about work conditions are based on anecdotal evidence and the analysis of the platforms’ rules. This study collects the characteristics commonly attributed to the digital labor market and analyzes them based on data about 465 workers extracted from two important digital labor platforms. Our results confirm and refine some of the beliefs found in the literature.