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The economic value of language in China: How important is Mandarin proficiency in the Chinese labor market? A bounding approach

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  • Xu, Chen
  • Liu, Xiao

Abstract

To shed light on the effectiveness of promoting the use of Mandarin, this paper analyses the economic value of Mandarin in the Chinese labor market using data from the 2016 wave of the China Labor-force Dynamics Survey. To address the self-selection issue, we use both an instrumental variable (IV) and nonparametric bounding approaches. Our results show that the overall return on Mandarin proficiency is positive, ranging from 10.5% to 49.9% across the whole sample. A driving mechanism is that workers with a high Mandarin proficiency are more likely to find jobs that match their expertise, which then increases their productivity in the workplace. We also find that the returns are heterogeneous across different subgroups: (1) Women benefit more than men, which suggests that language proficiency can help reduce the gender wage gap; (2) The return on Mandarin proficiency is statistically significant and positive for young and middle-aged workers, but there is not enough evidence for older workers; (3) The return is larger for individuals living in urban areas than those in rural areas. In addition, we find that the IV method cannot be extrapolated to obtain the marginal returns across different treatment groups, as its coefficient is incredibly large, thus overestimating the economic returns on Mandarin proficiency.

Suggested Citation

  • Xu, Chen & Liu, Xiao, 2023. "The economic value of language in China: How important is Mandarin proficiency in the Chinese labor market? A bounding approach," Labour Economics, Elsevier, vol. 84(C).
  • Handle: RePEc:eee:labeco:v:84:y:2023:i:c:s0927537123000684
    DOI: 10.1016/j.labeco.2023.102393
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    as
    1. Antonio Di Paolo & Josep Lluís Raymond, 2012. "Language Knowledge and Earnings in Catalonia," Journal of Applied Economics, Taylor & Francis Journals, vol. 15(1), pages 89-118, May.
    2. Chiswick, Barry R. & Miller, Paul W., 2003. "The complementarity of language and other human capital: immigrant earnings in Canada," Economics of Education Review, Elsevier, vol. 22(5), pages 469-480, October.
    3. Antonio Di Paolo & Aysit Tansel, 2015. "Returns to Foreign Language Skills in a Developing Country: The Case of Turkey," Journal of Development Studies, Taylor & Francis Journals, vol. 51(4), pages 407-421, April.
    4. Charles F. Manski, 1997. "Monotone Treatment Response," Econometrica, Econometric Society, vol. 65(6), pages 1311-1334, November.
    5. Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2007. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," Econometrica, Econometric Society, vol. 75(2), pages 323-363, March.
    6. Chiswick, Barry R & Miller, Paul W, 1995. "The Endogeneity between Language and Earnings: International Analyses," Journal of Labor Economics, University of Chicago Press, vol. 13(2), pages 246-288, April.
    7. Mehtabul Azam & Aimee Chin & Nishith Prakash, 2013. "The Returns to English-Language Skills in India," Economic Development and Cultural Change, University of Chicago Press, vol. 61(2), pages 335-367.
    8. Ott Toomet, 2011. "Learn English, Not the Local Language! Ethnic Russians in the Baltic States," American Economic Review, American Economic Association, vol. 101(3), pages 526-531, May.
    9. Brent Kreider & John V. Pepper & Craig Gundersen & Dean Jolliffe, 2012. "Identifying the Effects of SNAP (Food Stamps) on Child Health Outcomes When Participation Is Endogenous and Misreported," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 107(499), pages 958-975, September.
    10. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits – Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020, September.
    11. Hoyt Bleakley & Aimee Chin, 2004. "Language Skills and Earnings: Evidence from Childhood Immigrants," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 481-496, May.
    12. Christian Dustmann & Arthur van Soest, 2001. "Language Fluency And Earnings: Estimation With Misclassified Language Indicators," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 663-674, November.
    13. McManus, Walter & Gould, William & Welch, Finis, 1983. "Earnings of Hispanic Men: The Role of English Language Proficiency," Journal of Labor Economics, University of Chicago Press, vol. 1(2), pages 101-130, April.
    14. Martine Mariotti & Juergen Meinecke, 2015. "Partial Identification and Bound Estimation of the Average Treatment Effect of Education on Earnings for South Africa," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 77(2), pages 210-233, April.
    15. Libertad González, 2005. "Nonparametric bounds on the returns to language skills," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(6), pages 771-795.
    16. Victor A. Ginsburgh & Juan Prieto-Rodriguez, 2011. "Returns to Foreign Languages of Native Workers in the European Union," ILR Review, Cornell University, ILR School, vol. 64(3), pages 599-618, April.
    17. Casale, Daniela & Posel, Dorrit, 2011. "English language proficiency and earnings in a developing country: The case of South Africa," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 40(4), pages 385-393, August.
    18. Evelina Tainer, 1988. "English Language Proficiency and the Determination of Earnings among Foreign-Born Men," Journal of Human Resources, University of Wisconsin Press, vol. 23(1), pages 108-122.
    19. Mora, Marie T & Davila, Alberto, 1998. "Gender, Earnings, and the English Skill Acquisition of Hispanic Workers in the United States," Economic Inquiry, Western Economic Association International, vol. 36(4), pages 631-644, October.
    20. Lang Kevin & Siniver Erez, 2009. "The Return to English in a Non-English Speaking Country: Russian Immigrants and Native Israelis in Israel," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 9(1), pages 1-30, November.
    21. Albert Saiz & Elena Zoido, 2002. "The returns to speaking a second language," Working Papers 02-16, Federal Reserve Bank of Philadelphia.
    22. Toru Kitagawa, 2015. "A Test for Instrument Validity," Econometrica, Econometric Society, vol. 83(5), pages 2043-2063, September.
    23. Huang, Jian & Maassen van den Brink, Henriëtte & Groot, Wim, 2009. "A meta-analysis of the effect of education on social capital," Economics of Education Review, Elsevier, vol. 28(4), pages 454-464, August.
    24. Gilles Grenier, 1984. "The Effects of Language Characteristics on the Wages of Hispanic-American Males," Journal of Human Resources, University of Wisconsin Press, vol. 19(1), pages 35-52.
    25. James H. Stock & Motohiro Yogo, 2002. "Testing for Weak Instruments in Linear IV Regression," NBER Technical Working Papers 0284, National Bureau of Economic Research, Inc.
    26. Barry R. Chiswick, 1998. "Hebrew language usage: Determinants and effects on earnings among immigrants in Israel," Journal of Population Economics, Springer;European Society for Population Economics, vol. 11(2), pages 253-271.
    27. Wang, Haining & Cheng, Zhiming & Smyth, Russell, 2019. "Health outcomes, health inequality and Mandarin proficiency in urban China," China Economic Review, Elsevier, vol. 56(C), pages 1-1.
    28. Wang, Haining & Smyth, Russell & Cheng, Zhiming, 2017. "The economic returns to proficiency in English in China," China Economic Review, Elsevier, vol. 43(C), pages 91-104.
    29. Yuxin Yao & Jan C. Ours, 2019. "Daily dialect-speaking and wages among native Dutch speakers," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 46(4), pages 653-668, November.
    30. Charles F. Manski & John V. Pepper, 2000. "Monotone Instrumental Variables, with an Application to the Returns to Schooling," Econometrica, Econometric Society, vol. 68(4), pages 997-1012, July.
    31. Jeffrey Grogger, 2011. "Speech Patterns and Racial Wage Inequality," Journal of Human Resources, University of Wisconsin Press, vol. 46(1), pages 1-25.
    32. Dustmann, Christian, 1994. "Speaking Fluency, Writing Fluency and Earnings of Migrants," Journal of Population Economics, Springer;European Society for Population Economics, vol. 7(2), pages 133-156.
    33. Charles F. Manski & John V. Pepper, 2009. "More on monotone instrumental variables," Econometrics Journal, Royal Economic Society, vol. 12(s1), pages 200-216, January.
    34. V. Joseph Hotz & Charles H. Mullin & Seth G. Sanders, 1997. "Bounding Causal Effects Using Data from a Contaminated Natural Experiment: Analysing the Effects of Teenage Childbearing," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 575-603.
    35. Monique de Haan, 2011. "The Effect of Parents' Schooling on Child's Schooling: A Nonparametric Bounds Analysis," Journal of Labor Economics, University of Chicago Press, vol. 29(4), pages 859-892.
    36. Donald R. Williams, 2011. "Multiple language usage and earnings in Western Europe," International Journal of Manpower, Emerald Group Publishing Limited, vol. 32(4), pages 372-393, July.
    37. Godoy, Ricardo & Reyes-Garcia, Victoria & Seyfried, Craig & Huanca, Tomas & Leonard, William R. & McDade, Thomas & Tanner, Susan & Vadez, Vincent, 2007. "Language skills and earnings: Evidence from a pre-industrial economy in the Bolivian Amazon," Economics of Education Review, Elsevier, vol. 26(3), pages 349-360, June.
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    More about this item

    Keywords

    Mandarin proficiency; Wages; Nonparametric bounds; China labor-force dynamics survey (CLDS);
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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