Returns to schooling of male migrants in China using instrumental variable (IV) estimation

In this paper, we aim to cover the gaps in the existing literature by providing an accurate estimation of returns to schooling of male migrants in urban China after the reform, using Instrumental Variation (IV). Previous literature have used the Ordinary Least Squares (OLS) approach and those that u...

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Main Authors: Li, Shiyu, Lim, Mei Shan, Gan, Belinda Shu Zhen
Other Authors: Christos Sakellariou
Format: Final Year Project
Language:English
Published: 2015
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Online Access:http://hdl.handle.net/10356/62485
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-624852019-12-10T14:11:45Z Returns to schooling of male migrants in China using instrumental variable (IV) estimation Li, Shiyu Lim, Mei Shan Gan, Belinda Shu Zhen Christos Sakellariou School of Humanities and Social Sciences DRNTU::Social sciences::Economic development::China In this paper, we aim to cover the gaps in the existing literature by providing an accurate estimation of returns to schooling of male migrants in urban China after the reform, using Instrumental Variation (IV). Previous literature have used the Ordinary Least Squares (OLS) approach and those that used IV faced some issues with the instruments chosen. We used data from the 2009 Rural Urban Migration in China (RUMiC) with firstborn and its interaction with age as instruments. The returns to education are 3.8% and 10.8% under OLS and IV regression respectively. This disparity is due to problems of endogeneity and measurement errors under the OLS method. The instruments proved to be relevant and valid after various testing. Endogeneity tests confirmed that the variable, yearsed, is not exogenous. Under the Generalized Methods of Moments (GMM), returns to education are 10.2%, verifying the robustness of the IV method. However, indeed, there are some limitations of using IV. There tends to be large standard errors and possible endogeneity for other variables. Despite this, we hope that this research paper contributes to the field of IV and provides some information about returns to education in urban China to relevant parties. Bachelor of Arts 2015-04-09T00:52:08Z 2015-04-09T00:52:08Z 2015 2015 Final Year Project (FYP) http://hdl.handle.net/10356/62485 en Nanyang Technological University 34 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Social sciences::Economic development::China
spellingShingle DRNTU::Social sciences::Economic development::China
Li, Shiyu
Lim, Mei Shan
Gan, Belinda Shu Zhen
Returns to schooling of male migrants in China using instrumental variable (IV) estimation
description In this paper, we aim to cover the gaps in the existing literature by providing an accurate estimation of returns to schooling of male migrants in urban China after the reform, using Instrumental Variation (IV). Previous literature have used the Ordinary Least Squares (OLS) approach and those that used IV faced some issues with the instruments chosen. We used data from the 2009 Rural Urban Migration in China (RUMiC) with firstborn and its interaction with age as instruments. The returns to education are 3.8% and 10.8% under OLS and IV regression respectively. This disparity is due to problems of endogeneity and measurement errors under the OLS method. The instruments proved to be relevant and valid after various testing. Endogeneity tests confirmed that the variable, yearsed, is not exogenous. Under the Generalized Methods of Moments (GMM), returns to education are 10.2%, verifying the robustness of the IV method. However, indeed, there are some limitations of using IV. There tends to be large standard errors and possible endogeneity for other variables. Despite this, we hope that this research paper contributes to the field of IV and provides some information about returns to education in urban China to relevant parties.
author2 Christos Sakellariou
author_facet Christos Sakellariou
Li, Shiyu
Lim, Mei Shan
Gan, Belinda Shu Zhen
format Final Year Project
author Li, Shiyu
Lim, Mei Shan
Gan, Belinda Shu Zhen
author_sort Li, Shiyu
title Returns to schooling of male migrants in China using instrumental variable (IV) estimation
title_short Returns to schooling of male migrants in China using instrumental variable (IV) estimation
title_full Returns to schooling of male migrants in China using instrumental variable (IV) estimation
title_fullStr Returns to schooling of male migrants in China using instrumental variable (IV) estimation
title_full_unstemmed Returns to schooling of male migrants in China using instrumental variable (IV) estimation
title_sort returns to schooling of male migrants in china using instrumental variable (iv) estimation
publishDate 2015
url http://hdl.handle.net/10356/62485
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