What makes a program good? Evidence from short-cycle higher education programs in five developing countries

Short-cycle higher education programs (SCPs) can play a central role in skill development and higher edu-cation expansion, yet their quality varies greatly within and among countries. In this paper, we explore the relationship between programs' practices and inputs (quality determinants) and student academic and labor market outcomes. We design and conduct a novel survey to collect program-level information on quality determinants and average outcomes for Brazil, Colombia, Dominican Republic, Ecuador, and Peru. Categories of quality determinants include training and curriculum, infrastructure, faculty, link with productive sector, costs and funding, and practices on student admission and institutional governance. We also gather administrative student-level data on higher education and formal employment for SCP students in Brazil and Ecuador and match it to survey data. Using machine learning methods, we select the quality determinants that predict outcomes at the program and student levels. We show that specific quality determinants may favor academic and labor market outcomes. Two practices predict improve-ments in all labor market outcomes in Brazil and Ecuador-teaching numerical competencies and provid-ing job market information-and one practice-teaching numerical competencies-additionally predicts improvements in labor market outcomes for all survey countries. Since quality determinants account for 20-40 percent of the explained variation in student-level outcomes, quality determinants might have a role shrinking program quality gaps. These findings have implications for the design and replication of high-quality SCPs, their regulation, and the development of information systems. (c) 2023 The World Bank. Published by Elsevier Ltd. All rights reserved.