The data covers job search activities and employment outcomes for participants in an online study on the provision of occupational recommendations to job seekers. Providing job search assistance to job seekers in a cost effective manner is a challenging goal. Interventions aimed at providing tailored advice typically involve large personnel costs that often dissipate the benefits. However, the advances in information technologies and the shift of formal job search to online platforms over the last 20 years offer new opportunities for providing advice at very low-cost. In this study we examine the potential for providing on-line advice to a population of hard-to-place job seekers. In a randomized field experiment, we provided suggestions about suitable alternative occupations to long-term unemployed job seekers. The suggestions were automatically generated, integrated in an online job search platform, and fed into actual search queries. Effects on the primary pre-registered outcomes of "finding a stable job" and "reaching a cumulative earnings threshold" are positive, large, and are more pronounced for those who are longer unemployed. Treated individuals include more occupations in their search and find more jobs in recommended occupations.The crisis and its aftermath have thrown up many challenges for macroeconomics. For the past thirty years the predominant methodology in macroeconomics has been a class of models that assume an absence of heterogeneity across firms, individuals, etc., and assume that individuals have access to well-functioning insurance markets. These models have been widely criticised for providing no insight into the current crisis. The crisis has highlighted i) the extreme nature of labour market responses as unemployment has remained high while nominal wages have remained inflexible; ii) the importance of credit markets in generating as well as propagating shocks.. It is our view that that a deeper understanding of credit and labour markets, how they interact and how shocks in these markets aggregate and propagate is fundamental to the understanding of the macroeconomy. This agenda requires building a model of the economy based on realistic features of credit and labour markets including differences in information among agents, differences in attitudes towards risk, the inability to specify or contract upon all future contingencies, and recognising the limits of contractual enforceability. It requires an understanding of how behaviour in individual markets aggregates and how, in turn, the macroeconomic environment feeds back to individual markets. Our aim is to transform research in macroeconomics and to build its foundations on a thorough understanding of credit and labour markets. Credit markets: We will consider why financial markets occasionally dry up, why banks simultaneously borrow and lend to each other and how this affects financial risk and monetary policy. An important component of this analysis is that differences in information between holders of assets and potential buyers creates illiquidity, that is, holders find it costly to reverse an asset trade once made. The relationship between contagious illiquidity and market failure, such as we have seen in the financial crisis, is a core element of this theme. Labour markets: Traditional models have difficulties accounting for the fluctuations, and the sluggishness in responses, of employment and wages. We will investigate this issue from two angles. First, we will look into the black-box of standard job search models by examining how job-seekers determine which jobs to apply for, how this changes with unemployment and how selections depend on occupation, salary and travel distance. Second, we will examine the nature of the employment relationship after job search is completed, its durability, the evolution of wages and productivity and the dependence of both on current, past, and anticipated macroeconomic conditions. The macroeconomy: An economy is the aggregation of the activities in individual markets. It is important to know if behaviour at the level of individual markets is amplified or washed-out at the aggregate level. For example, if employment responses at the firm level are sluggish, does this imply sluggish responses at the macro level? Understanding this aggregation issue requires insight into the structure of employment responses at the firm level. We expect that the joint analysis of credit and labour markets and how they aggregate will provide new insights for the understanding of the macroeconomy.

The data was collected in collaboration with a private provider of job search assistance programs for long-term unemployed in the UK. The provider hosts an online job search portal. Our study selected all job seekers that registered on the portal between 2019-01-01 and 2020-10-01 and that consented to participation in the study. For these participants, all job search data was collected through a set of API's that received the information directly from user activity on the portal. Information on job finding was provided by the provider of job search assistance programs that ran the online job search portal.