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THREE ESSAYS ON COLLEGE EARNINGS PREMIUM AND CHINA’S HIGHER EDUCATION EXPANSION

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TABLE OF CONTENTS Acknowledgments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . iii Table of Contents . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . iv List of Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . v List of Figures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . vi Chapter 1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 Chapter 2 Earnings Effect of College Education: IV Estimates Based on China’s Higher Education Expansion . . . . . . . . . . . . . . . 5 2.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 2.2 Literature Review . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7 2.3 Background . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2.4 Data Description . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 2.5 IV Estimation Based on 1999 Expansion . . . . . . . . . . . . . . . . 15 2.6 IV Estimation Based on Admission Rates . . . . . . . . . . . . . . . . 19 2.7 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 Chapter 3 Effects of Cohort Size on College Premium: Evidence from China’s Higher Education Expansion . . . . . . . . . . . . . . . . . . . . 41 3.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 41 3.2 Theoretical Framework . . . . . . . . . . . . . . . . . . . . . . . . . . 44 3.3 Empirical Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . 46 3.4 Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 51 3.5 Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55 3.6 Robustness Checks . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57 3.7 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 59 Chapter 4 Education-Occupation Match and the Trends in the College Earnings Premium by Age Groups in Urban China, . . . . 77 4.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 77 4.2 Data Description . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 78 4.3 Decomposition Analysis . . . . . . . . . . . . . . . . . . . . . . . . . 80 4.4 Cohort Size Effect on College Premium by Occupation Categories . . 83 4.5 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 86 Bibliography . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 102 Vita . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 107 iv LIST OF TABLES 2.1 Summary Statistics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33 2.2 Summary Statistics for the Sample Including all College and High School Graduates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 34 2.3 Validity Test for Joint Significance of Baseline Covariates . . . . . . . . . 35 2.4 First Stage and Reduce Form Estimations . . . . . . . . . . . . . . . . . 36 2.5 OLS and RD-IV Estimates of College and 4-year College Premiums . . . 37 2.6 Estimated Effects of IVs on Years of Education, College Attendance and Log Annual Earnings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 38 2.7 OLS and IV Estimates of Rate of Returns to Higher Education . . . . . 39 2.8 OLS and IV College Premium Estimates . . . . . . . . . . . . . . . . . . 40 3.1 Summary Statistics: Male Workers Only . . . . . . . . . . . . . . . . . . 68 3.2 Birth Year Fixed Effects on College Premium and Relative Size . . . . . 69 3.3 Basic Estimates for Effects of Age Specific Relative Size of CollegeWorkers on College Premiums . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 70 3.4 Heterogeneous Relative Size Effects across Age Groups . . . . . . . . . . 71 3.5 The Results to Sample including only High-School and 4-Year College Workers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 72 3.6 Testing Assumption: Identical Elasticity of Substitution for College and Non-College Workers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 3.7 Results Using Individual Data Controlling for Province, Occupation and Industry . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 74 3.8 Robustness of The Results to Female Sample and Pooled Sample Including both Male and Female . . . . . . . . . . . . . . . . . . . . . . . . . . . . 75 3.9 Robustness of The Results to Several Alternative Specifications . . . . . 76 4.1 List of Approaches to Determining b . . . . . . . . . . . . . . . . . . . . 95 4.2 Summary Statistics: Male Workers Only in CHIP Urban Data . . . . . . 96 4.3 Summary Statistics: Higher-Skilled Occ. Distribution by Education, Year, and Age Group . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 97 4.4 Summary Statistics: High-Skill Occ. Distribution by Education, Year, and Age Group . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 98 4.5 Decomposition Results by Oaxaca-Blinder Decomposition . . . . . . . . 99 4.6 Basic Estimates for Effects of Age Specific Relative Size of CollegeWorkers on College Premiums: Lower-Skilled Occupations . . . . . . . . . . . . . 100 4.7 Basic Estimates for Effects of Age Specific Relative Size of CollegeWorkers on College Premiums: Higher-Skilled Occupations . . . . . . . . . . . .

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University of Kentucky
UKnowledge
Theses and Dissertations--Economics Economics



2018

THREE ESSAYS ON COLLEGE EARNINGS
PREMIUM AND CHINA’S HIGHER
EDUCATION EXPANSION
Chenxu Hu
University of Kentucky,
Digital Object Identifier: https://doi.org/10.13023/etd.2018.319

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Recommended Citation
Hu, Chenxu, "THREE ESSAYS ON COLLEGE EARNINGS PREMIUM AND CHINA’S HIGHER EDUCATION EXPANSION"
(2018). Theses and Dissertations--Economics. 37.
https://uknowledge.uky.edu/economics_etds/37


This Doctoral Dissertation is brought to you for free and open access by the Economics at UKnowledge. It has been accepted for inclusion in Theses
and Dissertations--Economics by an authorized administrator of UKnowledge. For more information, please contact .

,STUDENT AGREEMENT:
I represent that my thesis or dissertation and abstract are my original work. Proper attribution has been
given to all outside sources. I understand that I am solely responsible for obtaining any needed copyright
permissions. I have obtained needed written permission statement(s) from the owner(s) of each third-
party copyrighted matter to be included in my work, allowing electronic distribution (if such use is not
permitted by the fair use doctrine) which will be submitted to UKnowledge as Additional File.
I hereby grant to The University of Kentucky and its agents the irrevocable, non-exclusive, and royalty-
free license to archive and make accessible my work in whole or in part in all forms of media, now or
hereafter known. I agree that the document mentioned above may be made available immediately for
worldwide access unless an embargo applies.
I retain all other ownership rights to the copyright of my work. I also retain the right to use in future
works (such as articles or books) all or part of my work. I understand that I am free to register the
copyright to my work.
REVIEW, APPROVAL AND ACCEPTANCE
The document mentioned above has been reviewed and accepted by the student’s advisor, on behalf of
the advisory committee, and by the Director of Graduate Studies (DGS), on behalf of the program; we
verify that this is the final, approved version of the student’s thesis including all changes required by the
advisory committee. The undersigned agree to abide by the statements above.
Chenxu Hu, Student
Dr. Chris Bollinger, Major Professor
Dr. Josh Ederington, Director of Graduate Studies

,THREE ESSAYS ON COLLEGE EARNINGS PREMIUM AND CHINA’S
HIGHER EDUCATION EXPANSION




DISSERTATION


A dissertation submitted in partial
fulfillment of the requirements for
the degree of Doctor of Philosophy
in the College of Business and
Economics at the University of
Kentucky

By
Chenxu Hu
Lexington, Kentucky


Director: Dr. Chris Bollinger, Professor of Economics
Lexington, Kentucky 2018




Copyright© Chenxu Hu 2018

, ABSTRACT OF DISSERTATION




THREE ESSAYS ON COLLEGE EARNINGS PREMIUM AND CHINA’S
HIGHER EDUCATION EXPANSION
My dissertation consists of three essays that study the college premium in China and
how it has been affected by China’s higher education expansion.
In the first essay, I utilize the high education expansion as exogenous source to
estimate the college premium. The rapidly changing access to college provides a
rare opportunity to estimate a local treatment effect (LATE) of college education
on earnings by utilizing the drastic increase in college admission rate in 1999. I
also utilize the yearly admission rate as an instrumental variable for the endogenous
college education. Using China Household Income Project 2013, the two IV estimates
of college premium are 75.7 and 57.5 log points respectively.
The second essay examines the trends of the college earnings premium by age
groups from 1995 to 2013 in China. Specifically, based on China Household Income
Projects, the college premium for the younger group (age 25-34) stagnated, while the
college premium for the older group (age 45-54) increased substantially. I attribute
the stagnation for the younger group to the fast-growing relative supply of younger
college workers due to China’s higher education expansion. Holding the age cohort
and survey year constant, a one unit increase in log relative size of college workers
leads to 10.3 log points decrease in college premium.
The third essay further explores the channel through which the cohort size af-
fects the college premium. Using Blinder-Oaxaca decomposition, I find that, for all
survey years and age groups, the differential of the higher-skilled occupations share
between college and non-college educated workers only explains a small part of col-
lege premium, 10%-30%. The part due to the higher-skilled occupational premium is
negligible. Over 70% of the college premium is contributed by the college premium
among the workers with lower-skilled occupations.

KEYWORDS: College Premium; Higher Education Expansion; China; Cohort Size;
Occupation
Author’s signature: Chenxu Hu

Date: July 26, 2018

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