students' job prospects, especially in a non-English speaking countries. Using rich administrative data from Statistics … addresses the self-selection issue by generating a matched sample of students with similar characteristics. We find that …

students' job prospects, especially in a non-English speaking countries. Using rich administrative data from Statistics … addresses the self-selection issue by generating a matched sample of students with similar characteristics. We find that …

The choice of a college major plays a critical role in determining the future earnings of college graduates. Students … survey students about what their expected earnings would be both in the major they have chosen and in counterfactual majors …. We also elicit students' subjective assessments of their abilities in chosen and counterfactual majors. We estimate a …