System-level data that are not derived from the PISA 2015 student or school questionnaire are extracted from the OECD's annual publication. Education at a Glance, for those countries and economies that participate in that periodic data collection. For other countries and economies, a special system-level data collection was conducted in collaboration with PISA Governing Board members and National Project Managers.