Using the policy narrative framework, this article examines the pathways through which the development of policies (related to rural/small towns young NEETs in various EU countries) are based on evidence. To do this, we consider the Youth Guarantee (YG), an EU program (2014-2020) developed in several member countries with the aim of socioprofessional inclusion of NEETs (young people aged 15-24 that are not in employment, education, or training). It examines how evidence is used for national policy-making and is taken into account by stakeholders. This study involves documentary analysis of YG in three European countries: namely, Romania, Italy, and Portugal. In addition, it involves 27 interviews with policy-makers and NGO leaders. The results show a predominantly statistical use of data exclusively managed by public institutions. Therefore, we emphasize the importance of consulting evidence from academia and NGOs to improve this policy.