NATIONAL BUREAU OF ECONOMIC RESEARCH
NATIONAL BUREAU OF ECONOMIC RESEARCH
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(Un)Informed College and Major Choice: Evidence from Linked Survey and Administrative Data

Justine S. Hastings, Christopher A. Neilson, Anely Ramirez, Seth D. Zimmerman

NBER Working Paper No. 21330
Issued in July 2015

---- Acknowledgments ----

We thank Noele Aabye, Phillip Ross, Unika Shrestha, Anthony Thomas, and Lindsey Wilson for outstanding research assistance. We thank Nadia Vasquez, Pablo Maino, Valeria Maino and Jatin Patel for assistance with locating, collecting and digitizing data records. J-PAL Latin America and in particular Elizabeth Coble provided excellent field assistance. We thank Ivan Silva of DEMRE for help locating and accessing data records. We thank the excellent leadership at Chilean Ministry of Education for their ongoing support of these projects, and the outstanding staff for their invaluable support including Loreto Cox AlcaĆ­no, Francisco Lagos, and Rodrigo Rolando. We also thank the outstanding leadership and staff at Servicio de Impuestos Internos for their invaluable assistance. This project was funded solely by Brown University, the Population Studies and Training Center at Brown, and NIA grant P30AG012810. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research.

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