English  |  正體中文  |  简体中文  |  Post-Print筆數 : 27 |  Items with full text/Total items : 109952/140887 (78%)
Visitors : 46363190      Online Users : 1187
RC Version 6.0 © Powered By DSPACE, MIT. Enhanced by NTU Library IR team.
Scope Tips:
  • please add "double quotation mark" for query phrases to get precise results
  • please goto advance search for comprehansive author search
  • Adv. Search
    HomeLoginUploadHelpAboutAdminister Goto mobile version
    Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/149649


    Title: 台灣學科領域與職業適配對早期薪資之影響
    The effects of horizontal matching between fields of study and occupations on early job salary in Taiwan
    Authors: 吳毓章
    Wu, Yu-Chang
    Contributors: 張峯彬
    Chang, Feng-Bin
    吳毓章
    Wu, Yu-Chang
    Keywords: 科系選擇
    水平不適配
    教育階層化
    IPTW
    field of study
    horizontal mismatch
    educational stratification
    IPTW
    Date: 2023
    Issue Date: 2024-02-01 11:41:32 (UTC+8)
    Abstract: 隨著高學歷者在發達國家青年勞動力中的占比上升,學生學科領域與職業間的水平適配也對勞力市場早期的分層機制產生重要影響。然而,既存的文獻多聚焦於歐美情境下的水平適配效果,且多關注勞動力市場的動態,而忽略了造成水平適配的前置教育因素。台灣不僅比其他東亞國家經歷了更快速的高等教育擴張歷程,近年高技術勞力更集中於特定專業領域。上述狀況雖然為台灣帶來兩極化的教育進路,但同時也貢獻一個驗證水平適配效果在東亞社會的契機。本研究使用台灣長期教育追蹤資料庫(Taiwan Education Panel Survey, TEPS)以及其後續調查(Taiwan Education Panel Survey and Beyond, TEPS-B)的縱貫資料,搭配兩階段逆概率處方加權法(Inverse Probability Treatment Weighting)分別估計主觀和客觀衡量下的水平適配度對大學畢業生於30-31歲時現職工資的效果。結果發現,透過自我評估法(Self-Assessment, SA)與實際適配法(Realized Match, RM)測量的水平適配度皆與薪資存在正向關係。一單位SA適配度及一個百分點的RM適配度增加分別能帶來4%與3.4%的薪資增長。而藉由後續分群分析也能得知,水平適配度增長有助於縮減性別以及家戶間的不平等。女性較男性更能透過水平適配取得薪資增長,而家戶所得於25%百分位數以下者也能藉由提升水平適配度獲得較顯著的薪資增益。但在其他依據教育特質區分的分群分析中,水平適配度則根據不同的測量方法而顯示不等的效果。提升SA適配度對於一般大學畢業者,以及出身「社會科學、商業與法律學門」、「科學學門」、「醫療與福利學門」者的薪資增長較有幫助。另一方面,RM適配度則較能提升私立大學畢業者,以及出身「科學學門」及「醫療與福利學門」學生的早期薪資。
    Recent literatures have gradually noticed the importance of horizontal matching between student’s selection into field of study and occupation. Taiwan exhibits a rapid expansion in higher education as well as a disciplinal-concentrated industry structure, which create unique setting for horizontal matching effect examination. Although previous studies have provided insights into the labor market consequences of (mis)matching, less research has been done on how the matching process is shaped by prior educational trajectories and how results differ under measurements of matching. Using a nationally representative longitudinal data set combination of the Taiwan Education Panel Survey (TEPS) and its follow-up survey (TEPS-B), this study identified the causal relationship between the continuous level of horizontal matching and job salary at individual’s age between 30 and 31. Estimates of two-stage inverse probability treatment weighting reveal the positive effects across measures of Self-assessment (SA) and Realized match (RM), which a unit increase lead to approximately 3% salary growth. Subgroup analyses show that while a higher level of horizontal matching mitigates the earning disparities between students of different genders and levels of household income, it is less competent to close the gap between students of given schooling characteristics of institute privacy and education types. The positive effects of education-occupation matching are only found on those majoring in “Social Science, Law, and Business”; “Science”; and “Health and Welfare.” These findings contribute to the current literature by demonstrating that the promotion of social mobility or the reproduction of inequality through education-occupation horizontal matchings is highly dependent on the fields of study determined by earlier schooling trajectories.
    Reference: Non- English References

    Chen, Chien-Liang and Chung-Ming Kuan, 2006, “Taiwan's Wage Equation and Gender Wage Discrimination: Evidence from Quantile Regression Analysis.” Academia Economic Papers 34(4):435-468. [In Chinese]
    陳建良、管中閔,2006,〈台灣工資函數與工資性別歧視的分量迴歸分析〉。 《經濟論文》34(4): 435-468.
    Chang, Ying-Hwa, Cherng-Tay Hsueh and Yi-Chi Huang, 1996, Education Reformation Journal AB09: Educational Tracking and Socio-Economic Status -- Extend Study on Policy Implications on Vocational Education Reformation. Taipei: Executive Yuan, Advisory Committee for Education Reformation. [In Chinese]
    章英華、薛承泰、黃毅志,1996,《教改叢刊AB09:教育分流與社會經濟地位--兼論:對技職改革的政策意涵》。台北:行政院教育改革審議委員會。
    Chang, Yi-Chun, 2017, “Cohort Differences in Returns to Higher Education: The Role of Labor Market Transformation.” Taiwan Journal of Sociology of Education 17(1):87-139. [In Chinese]
    張宜君,2017,〈高等教育報酬的世代差異:勞動市場結構轉型的影響〉。《台灣教育社會學研究》17(1):87-139.
    Chang, Yi-Chun and Thung-Hong Lin, 2015, “How Does the Expansion of Higher Education Reproduce Class Inequality? The Case of Taiwan.” Taiwan Journal of Sociology of Education 15(2):85-129. [In Chinese]
    張宜君、林宗弘,2015,〈臺灣的高等教育擴張與階級複製:混合效應維續的不平等〉。《臺灣教育社會學研究》15(2):85-129。
    Chao, Tzu-Yang and Wei-Ming Luh, 2019, “The Effects of Overeducation and Mismatch on Job Satisfaction.” Journal of Educational Research and Development 15(3):93-128. [In Chinese]
    趙子揚、陸偉明,2019,〈過量教育、學用不一對於工作滿意度的影響〉。《教育研究與發展期刊》15(3):93-128。
    Hung, Chia-Yu, Ching-Chen Yin and Hung-Lin Tao, 2015, “The Effects of Education-Job Mismatches on Earnings and Job Satisfaction: The Case of Female College Graduates in Taiwan.” Taiwan Journal of Sociology of Education 15(1):43-87. [In Chinese]
    洪嘉瑜、銀慶貞、陶宏麟,2015,〈臺灣女性大學畢業生「教育⎯ 工作不相稱」 對於薪資與工作滿意度的影響〉。《台灣教育社會學研究》15(1):43-87。
    Hung, Jiu-Ping and Chao-Ming Liu, 2003, “Studies on Work Values in Taiwan: A Critical Review.” Research in Applied Psychology 19:211-225. [In Chinese]
    洪瑞斌、劉兆明,2003,〈工作價值觀研究之回顧與前瞻〉。《應用心理研究》19:211-250。
    Kuan, Ping-Yin, 2017, “The Transition from School to Work: An Introduction to The Taiwan Education Panel Survey and Its Follow-Up Project - The Taiwan Education Panel Survey and Beyond.” Journal of the Chinese Statistical Association 55(1): 25-41. https://doi.org/10.29973/JCSA [In Chinese]
    關秉寅,2017,〈從學校到勞力市場:簡介「台灣教育長期追蹤資料庫」 及其後續追蹤調查〉。《中國統計學報》55(1): 25-41。
    Lyau, Nyan-Myau and Meng-Shan Liu, 2004, “A Comparative Analysis of The Input of Educational Resources in Taiwan’s Academic and Vocational Education.” Educational Policy Forum 7(1):41-58. [In Chinese]
    廖年淼、劉孟珊,2004,〈高中職教育資源投入之比較分析〉。《教育政策論壇》7(1): 41-58。
    Lin, Da-Sen, 1999, “The Effects of Family Background on Tracking of Secondary Education in Taiwan: A Study of The Distinction Between “Academic/Vocational” And "Public/Private" Tracking.” Soochow Journal of Sociology 8:35-77. [In Chinese]
    林大森,1999,〈台灣地區家庭背景對中等教育分流的影響:「高中/高職」與「公立/私立」差異的探討〉。《東吳社會學報》8:35-77。
    Liu, Jeng and Jian- Jhou Chen, 2004, “Changes in The Supply Of, Demand For, And Returns to Higher Education Manpower in Taiwan After Higher Educational Expansion.” Taiwan Journal of Sociology of Education 4(2):1-40. [In Chinese]
    劉正、陳建州,2004,〈高等教育人力之供需與回饋的變遷:高教擴張前後的比較〉。《台灣教育社會學研究》4(2):1-40。
    Lu, Luo, Pi-Hsia Hsieh and Chun-Feng Pan. 2009. “The Perception of Gender Equality and Its Impact on Work Attitudes in Taiwan: Evidence from a National Sample. ” Journal of Management Practice and Principles 3(3):78-102. [In Chinese]
    陸洛、謝碧霞、潘君鳳,2009,〈職場性別公平現況與性別公平知覺對工作態度之影響-臺灣全國樣本之分析〉。《管理實務與理論研究》3(3):78-102。
    Ministry of Education, Department of Accounting (Taiwan), 2023, General Budget Proposals (2018-2020), Retrieved April 07, 2023 from:
    https://depart.moe.edu.tw/ED4400/News.aspx?n=CCC800EED5A62E80&sms=1F73B6ABADECBC72 [In Chinese]
    https://depart.moe.edu.tw/ED4400/News.aspx?n=5550A7F46A815AEB&sms=399C355A3278E128 [In Chinese]
    https://depart.moe.edu.tw/ED4400/News.aspx?n=66284138C005A72E&sms=7DD6F26C0FC2E8B5 [In Chinese]
    行政院教育部會計處,2023,107-110年度教育部單位預算案。2023年4月7日取自:
    https://depart.moe.edu.tw/ED4400/News.aspx?n=CCC800EED5A62E80&sms=1F73B6ABADECBC72
    https://depart.moe.edu.tw/ED4400/News.aspx?n=5550A7F46A815AEB&sms=399C355A3278E128
    https://depart.moe.edu.tw/ED4400/News.aspx?n=66284138C005A72E&sms=7DD6F26C0FC2E8B5
    Ministry of Education, Department of Statistics (Taiwan), 2023, Advanced Search on Education Statistics: Higher Education: Numbers of Departments and Graduate Programs: by fields. 2018-2020. [html chart]. Retrieved April 03, 2023 from:
    https://eds.moe.gov.tw/edust/webmain.aspx?sys=210&funid=edufld&clear=1 [In Chinese]
    行政院教育部統計處,2023,教育統計進階查詢:大專院校系所數量(依學門分類)。 2023年4月3日取自:
    https://eds.moe.gov.tw/edust/webmain.aspx?sys=210&funid=edufld&clear=1
    Ministry of Education, Opensource Information Database of University and College Affairs (Taiwan), 2023, “Tuition Fee Standard for Undergraduate Programs in the 2022 Academic Year for Universities and Colleges (day school system).”
    Retrieved November 11, 2023, from: https://udb.moe.edu.tw/udata/DetailReportList/%E6%A0%A1%E5%8B%99%E9%A1%9E/SirdTuitionTollCollege/Index [In Chinese]
    行政院教育部大專校院校務資訊公開平臺,2023,〈111學年度大學校院日間學制學士班學雜費收費基準〉。2023年11月11日取自:
    https://udb.moe.edu.tw/udata/DetailReportList/%E6%A0%A1%E5%8B%99%E9%A1%9E/SirdTuitionTollCollege/Index
    Ministry of Labor (Taiwan), 2023a, “Survey on the Employment Situation of Young Labor (15-29), 2012. Table: Starting Salary for Youth Workers at their First Job. (Table 0107007).”Retrieved March 20, 2023, from: https://statdb.mol.gov.tw/html/svy01/0107menu.htm. [In Chinese]
    行政院勞動部,2023,15-29歲青年勞工就業狀況調查:青年勞工初次就業時的起薪(2012)。2023年3月20日取自:
    https://statdb.mol.gov.tw/html/svy01/0107menu.htm
    Ministry of Labor (Taiwan), 2023b, “Survey on the Employment Situation of Young Labor (15-29), 2014. Table 19: Starting Salary for Youth Workers at their First Job. (Table 0311019). “ Retrieved March 20, 2023, from: https://statdb.mol.gov.tw/html/svy03/0311menu.htm. [In Chinese]
    行政院勞動部,2023,15-29歲青年勞工就業狀況調查:青年勞工初次就業時的起薪(2014)。2023年3月20日取自:
    https://statdb.mol.gov.tw/html/svy03/0311menu.htm.
    Ministry of Labor (Taiwan), 2023c, “Survey on the employment situation of young labor (15-29), 2016. Table 19: Starting Salary for Youth Workers at their First Job. (Table 0511019).” Retrieved March 20, 2023, from: https://statdb.mol.gov.tw/html/svy05/0511menu.htm. [In Chinese]
    行政院勞動部,2018,15-29歲青年勞工就業狀況調查:青年勞工初次就業時的起薪(2016)。2023年3月20日取自:https://statdb.mol.gov.tw/html/svy05/0511menu.htm.
    Obunsha Education Information Center, August 22 2022, “The Average Tuition Fee of University In 2022.” Retrieved November 11, 2023, from: https://eic.obunsha.co.jp/pdf/educational_info/2022/0822_1.pdf. [In Japanese]
    旺文社,2022年8月22日,〈2022年度大学の学費平均額〉。2023年11月11日取自:https://eic.obunsha.co.jp/pdf/educational_info/2022/0822_1.pdf.
    Peng, Li-Huei, Ray-May Hsung and Chin-Shan Chi, 2011, “How Cohort, Gender, And Gendered Majors Affect the Acquirement of First Job’s SES In the Context of Taiwan’s Higher Education Expansion.” Taiwan Journal of Sociology of Education 11(2):47-85. [In Chinese]
    彭莉惠、熊瑞梅、紀金山,2011,〈臺灣高等教育擴張對職業成就的影響:世代、性別、性別化科系與初職社經地位的取得〉。《臺灣教育社會學研究》11(2):47-85。
    The Directorate General of Budget, Accounting and Statistics, Taiwan (DGBAS), 2023a, “Earning Exploration & Information System. Salary Comparison: Annual Wage by 5 Ages and Educational Levels.” Retrieved October 10, 2023 from:
    https://earnings.dgbas.gov.tw/experience_sub_01.aspx [In Chinese]
    行政院主計總處,2023,主計總處薪情平臺:個人薪情比較,按不同年齡組以及教育程度別。2023年10月10日取自:
    https://earnings.dgbas.gov.tw/experience_sub_01.aspx
    The Directorate General of Budget, Accounting and Statistics, Taiwan (DGBAS), 2023b, “The Directorate General of Budget, Accounting and Statistics Macro Database. Labor Statistics: Labor Force by 5 Ages.” Retrieved March 20, 2023 from:
    https://nstatdb.dgbas.gov.tw/dgbasall/webMain.aspx?k=engmain [In Chinese]
    行政院主計總處,2023,主計總處總體統計資料庫:勞工資料:勞動力依五年齡級距別。2023年3月20日取自:https://nstatdb.dgbas.gov.tw/dgbasall/webMain.aspx?k=engmain
    The Directorate General of Budget, Accounting and Statistics, Taiwan (DGBAS), 2023c, “The Survey of Family Income and Expenditure: Major Figures of Family Income and Expenditure.” Retrieved November 11, 2023 from: https://ws.dgbas.gov.tw/001/Upload/463/relfile/11530/231908/Index.xls. [In Chinese]
    行政院主計總處,2023,主計總處統計:家庭收支調查:家庭收支重要指標。2023年11月11日取自:https://ws.dgbas.gov.tw/001/Upload/463/relfile/11530/231908/Index.xls.
    Tomorrow Education Plan Institute, June 29 2023, “Comparison of Tuition Fee Between National/ Private Universities and Professions. Naver Posts” Retrieved November 11, 2023, from: https://post.naver.com/viewer/postView.naver?volumeNo=34045060&memberNo=2969455. [In Korean]
    미래교육연구소,2022年6月29日,〈국내대 학비 비교, 사립대 vs 국공립대, 전공별〉。2023年11月11日取自:https://post.naver.com/viewer/postView.naver?volumeNo=34045060&memberNo=2969455
    Tsai, Shu-Lin, 1988, “Acquisition of Social Status: Comparison Between Mountain Compatriots, Minnan-Hakkas, And Mainlanders.” Pp. 1-44 in Social Changes in Taiwan, edited by Yang, Guo-Shu and Chiu, Hai-Yuan. Taipei: Institute of Ethnology, Academia Sinica. [In Chinese]
    蔡淑鈴,1988,〈社會地位取得:山地、閩客及外省之比較〉。頁1-44,收錄於楊國樞、瞿海源編,《變遷中的臺灣社會》。台北:中央研究院民族所。
    Tsay, Ruey-Ming, Chih-Chia Chuang and Jennifer Hsiu-Jen Yeh, 2005, “The Influence of Occupational Mismatch on Earnings in Taiwan: A Comparison of The Standard Deviation Approach and The Self-Assessment Approach.” Journal of Population Studies 30:65-95. [In Chinese]
    蔡瑞明、莊致嘉、葉秀珍,2005,〈「教育與職業不相稱」對薪資的影響:「標準差法」與「自我評量法」兩種不相稱測度方法之比較〉。《人口學刊》30: 65-95。
    Tsay, Ruey-Ming and Da-Sen Lin, 2000, “Linkage Between Education and Labor Market: Example from The Educational Tracking in Taiwan.” Pp. 143-190 in Market, class and politics in changing Chinese societies, edited by Lau, Siu-kai et al. Hong Kong: Chinese University of Hong Kong. [In Chinese].
    蔡瑞明、林大森,2000,〈教育與勞力市場的連結:以台灣的教育分流為例〉。頁143-190,收錄於劉兆佳等人編,《市場、階級與政治:變遷中的華人社會》。香港:香港中文大學香港亞太研究所。
    Watanabe, Kentaro, 2017, “The Foundational Examination of The Advantage of Social Sciences and Humanities in Innovation.” Co* Design 1:103-117. [In Japanese]
    渡辺健太郎,2017,〈イノベーションにおける 「文系」 の有用性に関する基礎的検討〉。《Co* Design》1:103-117。
    Weng, Kang- Jung and Feng-Bin Chang, 2011, “Mismatch Between Education and Work: School to Work Transition after Higher Education Expansion.” Review of Social Sciences 5(1):1-37. [In Chinese]
    翁康容、張峰彬,2011,〈高等教育擴張後學校到職場的轉銜:學用之間的反思〉。《社會科學論叢》5(1):1-37。
    Yang, Meng-Li, Tony Tam and Min-Hsiung Huang, 2004, Psychometric Report for the Abilities Test of TEPS 2001. Taipei: Academia Sinica. http://www.teps .sinica.edu.tw/description/TestingReport2004-2-10.pdf. [In Chinese]
    楊孟麗、譚康榮、黃敏雄,2003,《「台灣教育長期追蹤資料庫」心理計量報告:TEPS 2001分析能力測驗》。台北:中央研究院。
    Yoshimi, Syunya, 2016, Impacts of Humanity Department Abolition. Tokyo: Shueisha. [In Japanese]
    吉見俊哉,2016,《「文系学部廃止」の衝撃》。東京:集英社。
    Yu, Chao-Chuan, 1995, “Study on The Working Values and Their Preceded Variables of The Administrators: Life-Course Perspective.” Soochou School Journal of Economics and Business 16:1-3. [In Chinese]
    余朝權,1995,〈管理人員工作價值與其前項變因之研究-採生涯觀點〉。《東吳經濟商學學報》16:1-30。
    Zhang, Juwei and XinXin Xue, 2008, “State and Non-State Sector Wage Differentials and Human Capital Contribution.” Economic Research Journal 4:15-25. [In Simplified Chinese]
    张车伟、薛欣欣,2008,〈国有部门与非国有部门工资差异及人力资本贡献〉。《经济研究》4:15-25。

    English References

    Acker, Joan, 1990, “Hierarchies, Jobs, Bodies: A Theory of Gendered Organizations.” Gender & Society 4(2):139-158.
    Aizawa, Shinichi, 2016, “A Comparative Sociological Study of Japanese and Taiwanese Upper Secondary Education.” Educational Studies in Japan 10:33-48.
    Albrecht, James and Susan Vroman, 2002, “A Matching Model with Endogenous Skill Requirements.” International Economic Review 43(1):283-305.
    Allen, Jim and Egbert de Weert, 2007, “What do Educational Mismatches Tell us about Skill Mismatches? A Cross‐Country Analysis.” European Journal of Education 42(1):59-73.
    Allen, Jim and Rolf van der Valden, 2001, ”Educational Mismatches versus Skill Mismatches: Effects on Wages, Job Satisfaction, and On‐The‐Job Search.” Oxford Economic Papers 53(3):434-452.
    Alon, Sigal, 2009, “The Evolution of Class Inequality in Higher Education: Competition, Exclusion, and Adaptation.” American Sociological Review 74(5): 731-755.
    Alon, Sigal and Thomas A. DiPrete, 2015, “Gender Differences in the Formation of a Field of Study Choice Set.” Sociological Science 2:50-81.
    Austin, Peter. C., 2019, “Assessing Covariate Balance when using the Generalized Propensity Score with Quantitative or Continuous Exposures.” Statistical Methods in Medical Research 28(5):1365-1377.
    Bacak, Valerio and Edward H. Kennedy, 2015, “Marginal Structural Models: An Application to Incarceration and Marriage during Young Adulthood.” Journal of Marriage and Family 77(1):112-125.
    Baker, David, 2014, The Schooled Society: The Educational Transformation of Global Culture. CA: Stanford University Press.
    Bauer, Thomas. K., 2002, “Educational Mismatch and Wages: A Panel Analysis.” Economics of Education Review 21(3):221-229.
    Preskey, Natasha and Branwen Jeffreys, January 11 2023, “Fees for England universities frozen at £9,250 for two years. BBC News.” Retrieved November 20, 2023 from: https://www.bbc.com/news/education-64236906.
    Becker, Gary. S., 1964, Human Capital: A Theoretical and Empirical Analysis. New York, NY: Columbia University Press.
    Béduwé, Catherine and Jean-François Giret, 2011, “Mismatch of Vocational Graduates: What Penalty on French Labour Market?” Journal of Vocational Behavior 78(1): 68-79.
    Bickenbach, Frank, Wan-Hsin Liu and Hector Niehues-Jeuffroy, 2015, “On the Puzzling Slowdown of Wage and Productivity Growth in Taiwan: Evidence from a Comparison with South Korea.” Asian-Pacific Economic Literature 29(1):82-101.
    Blanden, Jo and Stephen Machin, 2004, “Educational Inequality and The Expansion of UK Higher Education.” Scottish Journal of Political Economy 51(2): 230-249.
    Bloome, Deirdre, Shauna Dyer and Xiang Zhou, 2018, “Educational Inequality, Educational Expansion, and Intergenerational Income Persistence in the United States.” American Sociological Review 83(6): 1215-1253.
    Bol, Thijs, Christina Ciocca Eller, Herman. G. van de Werfhorst and Thomas A. DiPrete, 2019, “School-to-work Linkages, Educational Mismatches, and Labor Market Outcomes.” American Sociological Review 84(2): 275-307.
    Bol, Thijs and Kim A. Weeden, 2015, “Occupational Closure and Wage Inequality in Germany and The United Kingdom.” European Sociological Review 31(3):354-369.
    Boudarbat, Brahim and Victor Chernoff, 2012, “Education–Job Match among Recent Canadian University Graduates.” Applied Economics Letters 19(18): 1923-1926.
    Bourdieu, Pierre, 1973, Cultural Reproduction and Social Reproduction. London: Tavistock.
    Boyd, Thomas F. and Chuan Lee, 1994, “The Changing Face of Technological and Vocational Education in The Republic of China on Taiwan.” Industry and Higher Education 8(3):152-159.
    Broaded, C. Montgomery, 1997, “The Limits and Possibilities of Tracking: Some Evidence from Taiwan.” Sociology of Education 70(1):36-53.
    Brown, Philip, Diane Reay and Carol Vincent, 2013, “Education and Social Mobility.” British Journal of Sociology of Education 34(5/6):637-643.
    Brunello, Giorgio and Martin Schlotter, 2011, “Non-Cognitive Skills and Personality Traits: Labour Market Relevance and Their Development in Education & Training Systems.” IZA Discussion Paper, No. 5743. Bonn: Institute of Labor Economics (IZA).
    Buchmann, Claudia, 2002, “Measuring Family Background in International Studies of Education: Conceptual Issues and Methodological Challenges.” Pp. 150-197 in Methodological Advances in Cross-national Surveys of Educational Achievement, edited by Porter, Andrew C. and Adam Gamoran. N.W., DC: National Academy Press.
    Buchmann, Claudia and Thomas A. Diprete, 2006, “The Growing Female Advantage in College Completion: The Role of Family Background and Academic Achievement.” American Sociological Review 71(4):515-541.
    Carnoy, Martin, Prashant Loyalka and Gregory Androuschak, 2012, “Does Expanding Higher Education Equalize Income Distribution? The Case of the BRIC Countries.” REAP Working Paper, No.252. Stanford: University of Stanford.
    Census and Statistic Department, Hongkong, 2023a, 2006 Population By - Census - Main Tables (Education) (Table E2006B: B108e). Retrieved March 20, 2023 from: https://www.censtatd.gov.hk/en/EIndexbySubject.html?scode=440&pcode=D5210602
    Census and Statistic Department, Hongkong, 2023b, 2021 Population Census - Main Tables (Education) (Table E2021B: B108ae). Retrieved March 20, 2023 from: https://www.censtatd.gov.hk/en/EIndexbySubject.html?scode=600&pcode=D5212102
    Chang, Chin-Fen, 2017, “Economic Inequality and Determinants of Earnings in Taiwan in the 2008 Recession.” Development and Society 46(1): 55-82.
    Chang, Ly-Yun, 2021, Taiwan Education Panel Survey: Wave2(2003) Senior (Vocational) High School and Junior College Students (C00137_A) [data file]. Available from Survey Research Data Archive, Academia Sinica. https://doi.org/10.6141/TW-SRDA-C00137_A-2
    Chang, Ly-Yun, 2021, Taiwan Education Panel Survey: Wave2(2003) Senior (Vocational) High School and Junior College Parents (C00137_G) [data file]. Available from Survey Research Data Archive, Academia Sinica. https://doi.org/10.6141/TW-SRDA-C00137_G-2
    Chang, Ly-Yun, 2008, Taiwan Education Panel Survey: Wave4(2007) Senior (Vocational) High School and Junior College Students (Public Access Data) (C00189_1) [data file]. Available from Survey Research Data Archive, Academia Sinica. https://doi.org/10.6141/TW-SRDA-C00189_1-1
    Chang, Ly-Yun, 2021, Taiwan Education Panel Survey: Wave4(2007) Senior (Vocational) High School and Junior College Parents (C00189_D) [data file]. Available from Survey Research Data Archive, Academia Sinica. https://doi.org/10.6141/TW-SRDA-C00189_D-2
    Chou, Chuing P., 2015, “Higher Education Development in Taiwan. Mass Higher Education Development in East Asia: Strategy, Quality, and Challenges” Pp. 89-103 in Mass Higher Education Development in East Asia, edited by Shin, Jung Cheol, Gerard A. Postiglione and Futao Huang. Cham, Switzerland: Springer.
    Chuang, Yih‐Chyi and Chia‐Yu Liang, 2022, “Overeducation and Skill Mismatch of University Graduates in Taiwan.” Review of Development Economics 26(3):1693-1712.
    Collins, Randall, 1979, The Credential Society: An Historical Sociology of Education and Stratification. Cambridge, MA: Academic Press.
    Coleman, James S. and Thomas Hoffer, 1987, Public and Private Schools: The Impact of Communities. New York, NY: Basic Books.
    Coleman, James S., Thomas Hoffer and Sally Kilgore, 1983, High School Achievement: Public, Catholic and Private Schools Compared. New York, NY: Basic Books
    Debroux, Philippe, Wes Harry, Shigeaki Hayashi, Hwang Heh Jason, Keith Jackson and Taru Kiyomiya, 2012, “Japan, Korea and Taiwan: Issues and Trends in Human Resource Management.” P.p 577–596 in Handbook of Research on Comparative Human Resource Management, edited by Brewster, Chris, Wolfgang Mayrhofer and Elaine Farndale. Cheltenham, UK: Edward Elgar Publishing.
    Department of Household Registration, Ministry of Interior (Taiwan), 2023, “Population Aged 15 and Over by Age, Sex and Educational Attainment.”
    Retrieved March 20, 2023, from: https://www.ris.gov.tw/documents/data/en/3/Table-2-y2022.xls.
    Dezhbakhsh, Hashem and John A. Karikari, 2010, “Enrollment at Highly Selective Private Colleges: Who is Left Behind?” Contemporary Economic Policy 28(1): 94-109.
    DiMaggio, Paul and John W Mohr, 1985, “Cultural Capital, Educational Attainment, and Marital Selection.” The American Journal of Sociology 90(6):1231-1261.
    Di Stasio, Valentina, Thijs Bol and, Herman G. van de Werfhorst, 2016, “What Makes Education Positional? Institutions, Overeducation and the Competition for Jobs.” Research in Social Stratification and Mobility 43:53-63.
    Duncan, Greg J. and Saul D. Hoffman, 1981, “The Incidence and Wage Effects of Overeducation.” Economics of Education Review 1(1):75-86.
    Elwert, Felix, and Christopher Winship, 2014, “Endogenous Selection Bias: The Problem of Conditioning on a Collider Variable.” Annual Review of Sociology 40:31-50.
    England, Paula, Melissa S. Herbert, Barbara Stanek Kilbourne, Lori L. Reid and Lori McCreary Megdal, 1994, “The Gendered Valuation of Occupations and Skills: Earnings in 1980 Census Occupations.” Social Forces 73(1):65-100.
    Esping-Andersen, Gosta, 1999, Social Foundations of Postindustrial Economies. NY: Oxford University Press.
    Esposito, Piero and Sergio Scicchitano, 2022, “Educational Mismatch and Labour Market Transitions in Italy: Is there an Unemployment Trap?” Structural Change and Economic Dynamics: 61:138-155.
    Frank, Andrea, Jürgen Schülert, and Heather Nicholas, 1992, “Interdisciplinary Learning as Social Learning and General Education.” European Journal of Education 27(3):223–37
    Featherman, David L. and Robert M. Hauser, 1978, Opportunity and Change Studies in Population. Cambridge, MA: Academic Press.
    Feng, Ping, Xiao-Hua Zhou, Qing-Ming Zou, Ming-Yu Fan and Xiao-Song Li, 2012, “Generalized Propensity Score for Estimating the Average Treatment Effect of Multiple Treatments.” Statistics in Medicine 31(7): 681-697.
    Freeman, Richard B., 1976, The Overeducated American. Cambridge, MA: Academic Press.
    Gamoran, Adam, 1996, “Student Achievement in Public Magnet, Public Comprehensive, and Private City High Schools.” Educational Evaluation and Policy Analysis 18(1): 1-18.
    Gindling, Tim H. and Way Sun, 2002, “Higher Education Planning and The Wages of Workers with Higher Education in Taiwan.” Economics of Education Review 21(2):153-169.
    Goldin, Claudia. and Lawrence F. Katz, 2008, The Race between Education and Technology. Cambridge, MA: Harvard University Press.
    Groot, Wim and Henriette Maassen van den Brink, 2000, “Overeducation in The Labor Market: A meta-analysis” Economics of Education Review 19(2): 149–158.
    Greifer, Noah, 2023a, WeightIt: Weighting for Covariate Balance in Observational Studies. R package version 4.5.2, https://ngreifer.github.io/WeightIt/, https://github.com/ngreifer/WeightIt.
    Greifer, Noah, 2023b, cobalt: Covariate Balance Tables and Plots. R package version 4.5.2, https://github.com/ngreifer/cobalt, https://ngreifer.github.io/cobalt/.
    Guo, Yumei, Yang Song and Qianmiao Chen, 2019, “Impacts of Education Policies on Intergenerational Education Mobility in China.” China Economic Review 55:124-142.
    Halaby, Charles N., 1994, “Overeducation and Skill Mismatches.” Sociology of Education 67: 47-59.
    Harder, Valerie S., Elizabeth A. Stuart and James C. Anthony, 2010, “Propensity Score Techniques and the Assessment of Measured Covariate Balance to test Causal Associations in Psychological Research.” Psychological Methods 15(3): 234-249.
    Hartog, Joop, 2000, “Overeducation and Earnings: Where are we, Where Should we go?” Economics of Education Review 19(2): 131–147.
    Hauser, Robert M., 1994, “Measuring Socioeconomic Status in Studies of Child Development.” Child Development 65(6): 1541-1545.
    Hirano, Keisuke and Guido W. Imbens, 2004, “The Propensity Score with Continuous Treatments.” Pp. 73-84 in Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives, edited by Andrew Gelman and Xiao-Li Meng. West Sassex, UK: John Wiley & Sons Ltd.
    Hsiao, Hsi-Chi, Mu-Nen Chen and Hao-Sen Yang, 2008, “Leadership of Vocational High School Principals in Curriculum Reform: A Case Study in Taiwan.” International Journal of Educational Development 28(6): 669-686.
    Hundley, Greg, 1991, “Public and Private‐Sector Occupational Pay Structures.” Industrial Relations: A Journal of Economy and Society 30(3):417-434.
    Hursh, Barbara, Paul Haas and Michael Moore, 1983, “An Interdisciplinary Model to Implement General Education.” The Journal of Higher Education 54(1): 42-59.
    Hunt, Kate and Carol Emslie, 1998, “Men’s Work, Women’s Work? Occupational Sex Ratios and Health.” Pp. 99-118 in Women, Stress, and Heart Disease, edited by Orth-Gomer, Kristina, Margaret A. Chesney and Nanette K. Wenger. Mahwah, NJ: Lawrence Erlbaum.
    Imai, Kosuke and David A. van Dyk, 2004, “Causal Inference with General Treatment Regimes: Generalizing the Propensity Score.” Journal of the American Statistical Association 99(467):854-866.
    Imai, Kosuke, and Marc Ratkovic, 2014, "Covariate balancing propensity score." Journal of the Royal Statistical Society Series B: Statistical Methodology 76(1): 243-263.
    Imbens, Guido W., 2000, “The Role of The Propensity Score in Estimating Dose-Response Functions.” Biometrika 87(3): 706-710.
    Institute of Education Science, National Center for Education Statistics. 2022. “Table 502.30. ‘Median annual earnings of full-time year-round workers 25 to 34 years old and full-time year-round workers as a percentage of the labor force’, by sex, race/ethnicity, and educational attainment: Selected years, 1995-2021.” Retrieved October 1, 2023, from: https://nces.ed.gov/programs/digest/d22/tables/dt22_502.30.asp
    International Labour Organization, 2023a, “ILO Modelled Estimates and Projections database (ILOEST), ILOSTAT. Employment to population ratio, ages 15-24, total (%) (modeled ILO estimate).” Retrieved March 20, 2023, from: https://ilostat.ilo.org/data/.
    International Labour Organization, 2023b, “ILO Modelled Estimates and Projections database (ILOEST), ILOSTAT. Unemployment, youth total (% of total labor force ages 15-24) (modeled ILO estimate).” Retrieved March 20, 2023 from: https://ilostat.ilo.org/data/.
    Kambourov, Gueorgui and Iourii Manovskii, 2009a, “Occupational Specificity of Human Capital.” International Economic Review 50(1):63-115.
    Kambourov, Gueorgui and Iourii Manovskii, 2009b, “Occupational Mobility and Wage Inequality.” The Review of Economic Studies 76(2):731-759.
    Katz, Lawrence F. and Alan B. Krueger, 1991, “Changes in the Structure of Wages in the Public and Private Sectors.” NBER Working Paper, No. 3667. Cambridge, MA: National Bureau of Economic Research.
    Kelly, Elish, Philip J. O’Connell and Emer Smyth, 2010, “The Economic Returns to Field of Study and Competencies Among Higher Education Graduates in Ireland.” Economics of Education Review 29(4): 650-657.
    Kiker, Billy Frazier, Maria C. Santos and M. Mendes de Oliveria, 1997, “Overeducation and Undereducation: Evidence for Portugal.” Economics of Education Review 16(2): 111-125.
    Kim, Hong-Kyun, Seung C. Ahn and Jihye Kim, 2016, “The Income Penalty of Vertical and Horizontal Education-Job Mismatches in the Korean Youth Labor Market: A Quantile Regression Approach.” Hitotsubashi Journal of Economics 57(1):67-90.
    Korpi, Tomas and Michael Tåhlin, 2009, “Educational Mismatch, Wages, and Wage Growth: Overeducation in Sweden, 1974–2000.” Labour Economics 16(2): 183-193.
    Kuan, Ping-Yin, 2021, Taiwan Education Panel Survey and Beyond/2014: Face to Face Interview Follow-Up Survey of Panel-1/2 CP and Panel-1 NCP (Public Access Data) (E10259_3) [data file]. Available from Survey Research Data Archive, Academia Sinica. https://doi.org/10.6141/TW-SRDA-E10259_3-3
    Kuan, Ping-Yin, 2021, Taiwan Education Panel Survey and Beyond/2015: Telephone Follow-Up Survey of Panel-1 SH (Public Access Data) (E10259_4) [data file]. Available from Survey Research Data Archive, Academia Sinica. https://doi.org/10.6141/TW-SRDA-E10259_4-2
    Kuan, Ping-Yin, 2021, Taiwan Education Panel Survey and Beyond/2019: Telephone Follow-Up Survey of the Core Panel (Public Access Data) (C00352) [data file]. Available from Survey Research Data Archive, Academia Sinica. https://doi.org/10.6141/TW-SRDA-C00352-2
    Kuan, Ping-Yin. and Ssu-Chin Peng, 2021, “Time Will Tell: Revisiting the Impact of College Expansion on Income and Occupational Prestige Mobility of Young Adults in Taiwan.” Higher Education Quarterly 75(3):468-486.
    Kucel, Alesksander, Montserrat Vilalta-Bufi and Péter Róbert, 2011, “Graduate Labor Mismatch in Central and Eastern Europe.” ERE Working Paper, No.259. Barcelona, Spain: Facultat d'Economia i Empresa, Universitat de Barcelona.
    Landaud, Fanny, Son Thierry Ly and Éric Maurin, 2020, “Competitive Schools and the Gender Gap in the Choice of Field of Study.” Journal of Human Resources 55(1): 278-308.
    Lawrence, Matthew and Richard Breen, 2016, “And their Children after them? The Effect of College on Educational Reproduction.” American Journal of Sociology 122(2):532-572.
    Lechner Michael, 2001, “Identification and Estimation of Causal Effects of Multiple Treatments Under the Conditional Independence Assumption.” Pp. 1-18 in Econometric Evaluation of Labour Market Policies. Heidelberg, Physica-Verlag.
    Lee, Brian K., Justin Lessler and Elizabeth A. Stuart, 2010, “Improving Propensity Score Weighting using Machine Learning.” Statistics in Medicine 29(3):337-346.
    Lee, Do-Hoon, 2020, “The Effects of Longitudinal Exposure to Changes in Family Income and Family Structure on Children’s Academic Achievement and Depressive Symptoms.” Korean Journal of Sociology 54(3): 1-33.
    Lee, Do-Hoon and Sara McLanahan, 2015, “Family Structure Transitions and Child Development: Instability, Selection, and Population Heterogeneity.” American Sociological Review 80(4):738-763.
    Leuven, Edwin and Hessel Oosterbeek, 2011, “Overeducation and Mismatch in The Labor Market.” Handbook of the Economics of Education 4:283-326.
    Lörz, Markus, Steffen Schindler and Jessica G. Walter, 2011, “Gender Inequalities in Higher Education: Extent, Development and Mechanisms of Gender Differences in Enrollment and Field of Study Choice.” Irish Educational Studies 30(2): 179-198.
    Long, Bridget Terry and Erin Riley, 2007, “Financial Aid: A Broken Bridge to College Access?” Harvard Educational Review 77(1):39-63.
    Lucas, Samuel R., 2001, “Effectively Maintained Inequality: Education Transitions, Track Mobility, and Social Background Effects.” American Journal of Sociology, 106(6):1642-1690.
    Martin, Joanne, 1994, “The Organization of Exclusion: Institutionalization of Sex Inequality, Gendered Faculty Jobs and Gendered Knowledge in Organizational Theory and Research.” Organization 1(2):401-431.
    McCaffrey, Daniel F., Beth Ann Griffin, Daniel Almirall, Mary Ellen Slaughter, Rajeev Ramchand and Lane F. Burgette, 2013, “A Tutorial on Propensity Score Estimation for Multiple Treatments using Generalized Boosted Models.” Statistics in Medicine 32(19):3388-3414.
    McCoy, Selina and Emer Smyth, 2011, “Higher Education Expansion and Differentiation in The Republic of Ireland.” Higher Education 61: 243-260.
    McGuinness, Seamus, 2006, “Overeducation in the Labour Market.” Journal of Economic Surveys 20(3): 387-418.
    Melly, Blaise, 2005, “Public-Private Sector Wage Differentials in Germany: Evidence from Quantile Regression.” Empirical Economics 30:505-520.
    Meyer, John W., 2022, “Education as Cultural Frame.” Pp. 267-284 in Global Pathways to Education: Cultural Spheres, Networks, and International Organizations, edited by Martens, Kerstin and Michael Windzio. London, UK: Palgrave MacMillan.
    Mincer, Jacob, 1958, “Investment in Human Capital and Personal Income Distribution.” Journal of Political Economy 66:282-302.
    Mincer, Jacob, 1974, Schooling, Experience, and Earnings. New York, NY: Columbia University Press.
    Ministry of Labor (Taiwan), 2021, Survey on the Employment Situation of Young Labor (15-29), 2020. [data file]. Survey Research Data Archive, Academia Sinica. Retrieved March 20, 2023, from:
    https://doi.org/10.6141/TW-SRDA-AH060008-1.
    Mok, Ka Ho, 2022, “Higher Education and Employment: East Asian Trends. Global Dialogue.” Retrieved March 20, 2023 from: https://globaldialogue.isa-sociology.org/articles/higher-education-and-employment-east-asian-trends.
    Montt, Guillermo, 2017, “Field-of-study Mismatch and Overqualification: Labour Market Correlates and their Wage Penalty.” IZA Journal of Labor Economics 6:1-20.
    Mottaze, Clifford, 1986, “Gender Differences in Work Satisfaction, Work-related Rewards and Values, and the Determinants of Work Satisfaction.” Human Relations 39(4):359-377.
    More, Sharon and Tova Rosenbloom, 2022, “Career History and Career Identity: Antecedents of Job-Field Underemployment.” International Journal for Educational and Vocational Guidance 22: 49–65.
    N.A.C.E., 2016, “Salary Trends Through Salary Survey: A Historical Perspective on Starting Salaries for New College Graduates.” Retrieved September 22, 2022, from:
    https://www.naceweb.org/job-market/compensation/salary-trends-through-salary-survey-a-historical-perspective-on-starting-salaries-for-new-college-graduates/.
    Naimi, Ashley I., Erica E.M. Moodie, Nathalie Auger and Jay S. Kaufman, 2014, “Constructing Inverse Probability Weights for Continuous Exposures: A Comparison of Methods.” Epidemiology 25(2):292-299.
    National Bureau of Statistics of China, 2023, “Households' Income and Consumption Expenditure in 2022.“ Retrieved November 11, 2023, from: https://www.stats.gov.cn/english/PressRelease/202301/t20230118_1892303.html.
    Naylor, Robin, Jeremy Smith and Shqiponja Telhaj, 2016, “Graduate Returns, Degree Class Premia and Higher Education Expansion in the UK.” Oxford Economic Papers 68(2):525-545.
    Neal, Derek, 1995, “Industry-Specific Human Capital: Evidence from Displaced Workers.” Journal of labor Economics 13(4):653-677.
    Neal, Derek, 1999, “The Complexity of Job Mobility Among Young Men.” Journal of Labor Economics, 17(2):237-261.
    Nieto, Sandra, Alessia Matano and Raúl Ramos, 2015, “Educational Mismatches in the EU: Immigrants vs Natives.” International Journal of Manpower 36(4):540-561.
    Nordin, Martin, Inga Persson and Dan-Olof Rooth, 2010, “Education–Occupation Mismatch: Is there an Income Penalty?” Economics of Education Review 29(6): 1047-1059.
    OECD, 2023a, Population with Tertiary Education (indicator).
    Retrieved March 20, 2023, from: https://doi.org/10.1787/0b8f90e9-en.
    OECD, 2023b, Youth Unemployment Rate (indicator).
    Retrieved March 20, 2023, from: https://doi.org/10.1787/c3634df7-en.
    OECD, 2023c, Household Disposable Income (indicator).
    Retrieved November 20, 2023, from: https://doi.org/10.1787/dd50eddd-en.
    Park, Kihong, 2018, “Vertical and Horizontal Mismatches and Career Mobility: Evidence from Female College Graduates.” Asian‐Pacific Economic Literature 32(2):109-125.
    Parent, Daniel, 2000, “Industry-Specific Capital and The Wage Profile: Evidence from The National Longitudinal Survey of Youth and the Panel Study of Income Dynamics.” Journal of Labor Economics 18(2):306-323.
    Qizi, Karimova Nilufar Ummatqul, 2020, “Soft Skills Development in Higher Education.” Universal Journal of Educational Research 8(5):1916-1925.
    Ramos, María, 2014, “Mismatched Mismatch Measures: Does the Definition of Over-and Under-Qualification Matter?” Paper presented in XVII Applied Economics Meeting, Gran Canaria, Spain, June 5- June 6.
    Robins, James M., Miguel Angel Hernan and Babette Brumback, 2000, “Marginal Structural Models and Causal Inference in Epidemiology.” Epidemiology 11:550-560.
    Robst John, 2007a, “Education and Job Match: The Relatedness of College Major and Work.” Economics of Education Review 26(4):397-407.
    Robst John, 2007b, “Education College Major, and Job Match: Gender Differences in Reasons for Mismatch” Education Economics 15(2): 159-175.
    Rosenbaum, Paul R. and Donald B. Rubin, 1983, “The Central Role of the Propensity Score in Observational Studies for Causal Effects.” Biometrika 70(1): 41-55.
    Roska, Josipa and Tania Levey, 2010, “What can you do with that degree? College Majors and Occupational Status of College Graduates over Time.” Social Forces 59(2): 389-415.
    Rudakov, Victor, Hugo Figueiredo, Pedro Teixeira and Sergey Roshchin, 2019, “The Impact of Horizontal Job-Education Mismatches on the Earnings of Recent University Graduates in Russia.” IZA Working Paper, No. 12407. Bonn: Institute of Labor Economics (IZA).
    Salas-Velasco, Manuel. (2021). “Mapping the (Mis) match of University Degrees in the Graduate Labor Market. Journal for Labour Market Research 55(1):1-23.
    Schofer, Evan and John W. Meyer, 2005, “The Worldwide Expansion of Higher Education in the Twentieth Century.” American Sociological Review 70(6):898-920.
    Schultz, Theodore W., 1975, “The Value of the Ability to Deal with Disequilibria.” Journal of Economic Literature 13(3): 827-846.
    Sellami, Sana, Dieter Verhaest and Walter Van Trier, 2018, “How to Measure Field of Study Mismatch? A Comparative Analysis of the Different Methods.” Labour 32(4):141-173.
    Semenova, Valeriia V., Alexander N. Zelenyuk and Yuri A. Savinov, 2021, “Human Capital Development: Development of Professional Competencies through Soft Skills.” Revista Tempos E Espaços Em Educação 14(33), 12.
    Shavit, Yossi, Richard Arum and Adam Gamoran (ed.), 2007, Stratification in Higher Education: A Comparative Study. CA: Stanford University Press.
    Shi, Lulu P. and Senhu Wang, 2022, “Demand-Side Consequences of Unemployment and Horizontal Skill Mismatches Across National Contexts: An Employer-Based Factorial Survey Experiment.” Social Science Research 104: Article 102668.
    Sicherman, Nachum, 1991, “’Overeducation’ in the Labor Market.” Journal of Labor Economics 9(2):101-122.
    Sicherman, Nachum and Oded Galor, 1990, “A Theory of Career Mobility.” Journal of Political Economy 98(1):169-192.
    Somers, Melline A., Sofie J. Cabus, Wim Groot and Henriëtte Maassen van den Brink, 2019, “Horizontal Mismatch between Employment and Field of Education: Evidence from A Systematic Literature Review.” Journal of Economic Surveys 33(2): 567-603.
    Spence, Michael, 1973, “Job Market Signaling.” The Quarterly Journal of Economics 87(3):355-374.
    Støren, Liv Anne and Clara Åse Arnesen, 2011, “Winners and Losers” Pp. 199-240 in The Flexible Professional in the Knowledge Society, edited by Allen, Jim and Rolf van der Velden. Dordrecht, Netherland: Springer.
    Sullivan, Paul, 2010, “Empirical Evidence on Occupation and Industry Specific Human Capital.” Labour Economics 17(3):567-580.
    Takeuchi, Mamiko, 2023, “Impact of Vertical and Horizontal Mismatches on Earnings among Highly Educated Employees in Japan.” International Journal of Educational Research Open 5:100270.
    Tam, Tony and Jin Jiang, 2014, “The Making of Higher Education Inequality: How do Mechanisms and Pathways depend on Competition?” American Sociological Review 79(4): 807-816.
    Tao, Hung‐Lin, and Chia‐Yu Hung, 2014, "Vertical and Horizontal Educational Mismatches of Female Graduates in Taiwan." Asian Economic Journal 28(2): 181-199.
    Tannock, Stuart, 2003, “Why Do Working Youth Work Where They Do?” Pp. 285-303 in Youth and Work in the Post-Industrial City of North America and Europe, edited by Laurence Roulleau-Berger. Leiden, Netherland: Brill.
    Thomas, Scott L. and Liang Zhang, 2005, “Post-Baccalaureate Wage Growth within Four Years of Graduation: The Effects of College Quality and College Major.” Research in Higher Education 46(4): 437-459.
    Tomaskovic-Devey, Don and Sheryl Skaggs, 2002, “Sex Segregation, Labor Process Organization, and Gender Earnings Inequality.” American Journal of Sociology 108(1):102-128.
    Tomlinson, Michael, 2008, “The Degree is Not Enough’: Students’ Perceptions of the Role of Higher Education Credentials for Graduate Work and Employability.” British journal of sociology of education 29(1): 49-61.
    Torche, Florencia, 2011, “Is a college degree still the great equalizer? Intergenerational Mobility Across Levels of Schooling in the United States.” American Journal of Sociology 117(3): 763-807.
    Kerr, Emma and Sarah Wood, September 20 2023, “See the Average College Tuition in 2023-2024, United State News and World Report.” Retrieved November 11, 2023, from:
    https://www.usnews.com/education/best-colleges/paying-for-college/articles/paying-for-college-infographic.
    Vahey, Shaun P., 2000, “The Great Canadian Training Robbery: Evidence on the Returns to Educational Mismatch.” Economics of Education Review 19(2):219-227.
    Van de Werfhorst, Herman. G., 2002, “Fields of Study, Acquired Skills and the Wage Benefit from a Matching Job.” Acta Sociologica 45(4):286–303.
    Van Doorn, Niels, 2017, “Platform Labor: On the Gendered and Racialized Exploitation of Low-Income Service Work in the ‘On-demand’ Economy.” Information, Communication & Society 20(6):898-914.
    Verdugo, Richard R. and Naomi Turner Verdugo, 1989, “The Impact of Surplus Schooling on Earnings: Some Additional Findings.” Journal of Human Resources 24(4):629-643.
    Verhaest, Dieter, Sana Sellami and Rolf van der Velden, 2017, “Differences in Horizontal and Vertical Mismatches Across Countries and Fields of Study.” International Labour Review 156(1): 1-23.
    Verhaest Dieter and Eddy Omey, 2010, ‘The Determinants of Overeducation: Different Measures, Different Outcomes?” International Journal of Manpower 31(6):608–625.
    Wall Street Journal, 2018, “Where it Pays to Attend College: Salaries by college, region, and academic major.” Retrieved September 22, 2022, from:
    https://www.kaggle.com/datasets/wsj/college-salaries.
    Weeden, Kim A., 2002, “Why do some Occupations Pay more than others? Social Closure and Earnings Inequality in the United States.” American Journal of Sociology 108(1):55-101.
    Weiss, Andrew, 1995, “Human Capital vs. Signaling Explanations of Wages.” Journal of Economic perspectives 9(4):133-154.
    Whitley, Richard, 1992, Business Systems in East Asia: Firms, Markets and Societies. London, UK: Sage.
    Windolf, Paul, 1997, Expansion and Structural Change: Higher Education in Germany, the United States, and Japan. Boulder, CO: Westview Press.
    Witte, James C. and Arne L. Kalleberg, 1995, “Matching Education and Jobs: The Fit Between Vocational Education and Employment in the German Labour Market” European Sociological Review 11(3): 293–317.
    Wolbers, Maarten HJ, 2003, “Job Mismatches and Their Labour Market Effects Among School-Leavers in Europe” European Sociological Review 19(3): 249–266.
    Yang, Juan and Man Gao, 2018, “The Impact of Education Expansion on Wage Inequality.” Applied Economics 50(12): 1309-1323.
    Yavorsky, Jill E., 2019, “Uneven Patterns of Inequality: An Audit Analysis of Hiring-Related Practices by Gendered and Classed Contexts.” Social Forces 98(2):461-492.
    Yeung, Wei-Jun J., 2013, “Higher Education Expansion and Social Stratification in China.” Chinese Sociological Review 45(4): 54-80.
    Zhou, Kai, 2017, “Non‐Cognitive Skills: Potential Candidates for Global Measurement.” European Journal of Education 52(4): 487-497.
    Zhu, Ye-Ying, Donna L. Coffman and Debashis Ghosh, 2015, "A Boosting Algorithm for Estimating Generalized Propensity Scores with Continuous Treatments." Journal of Causal Inference 3(1): 25-40.
    Description: 碩士
    國立政治大學
    社會學系
    110254007
    Source URI: http://thesis.lib.nccu.edu.tw/record/#G0110254007
    Data Type: thesis
    Appears in Collections:[社會學系] 學位論文

    Files in This Item:

    File Description SizeFormat
    400701.pdf2014KbAdobe PDF1View/Open


    All items in 政大典藏 are protected by copyright, with all rights reserved.


    社群 sharing

    著作權政策宣告 Copyright Announcement
    1.本網站之數位內容為國立政治大學所收錄之機構典藏,無償提供學術研究與公眾教育等公益性使用,惟仍請適度,合理使用本網站之內容,以尊重著作權人之權益。商業上之利用,則請先取得著作權人之授權。
    The digital content of this website is part of National Chengchi University Institutional Repository. It provides free access to academic research and public education for non-commercial use. Please utilize it in a proper and reasonable manner and respect the rights of copyright owners. For commercial use, please obtain authorization from the copyright owner in advance.

    2.本網站之製作,已盡力防止侵害著作權人之權益,如仍發現本網站之數位內容有侵害著作權人權益情事者,請權利人通知本網站維護人員(nccur@nccu.edu.tw),維護人員將立即採取移除該數位著作等補救措施。
    NCCU Institutional Repository is made to protect the interests of copyright owners. If you believe that any material on the website infringes copyright, please contact our staff(nccur@nccu.edu.tw). We will remove the work from the repository and investigate your claim.
    DSpace Software Copyright © 2002-2004  MIT &  Hewlett-Packard  /   Enhanced by   NTU Library IR team Copyright ©   - Feedback