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Beyond the high participation systems model: illuminating the heterogeneous patterns of higher education expansion and skills diffusion across 27 countries

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Abstract

Over the decades, higher education has markedly expanded worldwide. Alongside its trajectory, scholars have investigated how such high participation systems (HPS) affect social stratification, with close attention to (in)equality in educational opportunities and heterogeneous/declining returns to tertiary degrees. While HPS have thus been the fundamental concept for education and social science research, recent studies argue that the accumulation of highly skilled human resources, or skills diffusion, operates as a distinct societal trait for stratification. However, we know little about how higher education expansion (EE) and skills diffusion (SD) have progressed within societies and how such pathways differ cross-nationally. Using the large-scale OECD data for 27 countries in tandem with the typological framework “EE-SD Model,” this study detects five distinctive societal clusters according to heterogeneous trends of EE and SD: (1) reaching universal higher education with mid-high skills (universal escalator); (2) moving towards universal escalator with mass higher education (mass escalator); (3) improving skills with relatively limited higher education expansion (mass elevator); (4) enhancing higher education without explicit skills development (mid-skilled travelator); and (5) rising from low levels of education and skills (emerging). These frameworks/findings, along with the HPS model, will advance comparative studies on (1) the qualitative differences in higher education and related social systems that affect the process of EE and SD; (2) social inequality in educational attainment and skills acquisition; (3) returns to higher education and skills including their distribution across individuals with diverse socio-demographic attributes; (4) the societal-level consequences; and (5) typologies of societies.

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Source: OECD (2014, 2016); OECD.Stat (https://stats.oecd.org/) (Accessed: May 8, 2022)

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Data availability

Data are available from the following websites: https://www.oecd.org/education/education-at-a-glance/ and https://www.oecd.org/skills/piaac/.

Code availability

Not applicable.

Notes

  1. For up-to-date statistics, see the UNESCO Institute for Statistics (http://data.uis.unesco.org/) (Accessed: January 10, 2022).

  2. ICT skills are also assessed in PIAAC, but the current paper uses literacy and numeracy given that the number of respondents who participated in the assessment of ICT skills is limited (compared to literacy and numeracy).

  3. See the OECD websites for more details about PIAAC (https://www.oecd.org/skills/piaac/) and Education at a Glance (https://www.oecd.org/education/education-at-a-glance/) (Accessed: January 10, 2022).

  4. Although PIAAC has been administered only once so far, it is designed in a way to ensure comparability with other international assessments such as the International Adult Literacy Survey (IALS) and the Adult Literacy and Lifeskills Survey (ALL) (OECD 2019b). One may therefore examine age and cohort effects to some extent (despite the remaining period effects) as demonstrated by prior studies (Flisi et al., 2019).

  5. Tertiary education refers to the International Standard Classification of Education (ISCED) 2011 level 5 and above.

References

  • Abrassart, A. (2013). Cognitive skills matter: The employment disadvantage of low-educated workers in comparative perspective. European Sociological Review, 29(4), 707–719.

    Article  Google Scholar 

  • Allmendinger, J. (1989). Educational systems and labor market outcomes. European Sociological Review, 5(3), 231–250.

    Article  Google Scholar 

  • Araki, S. (2020). Educational expansion, skills diffusion, and the economic value of credentials and skills. American Sociological Review, 85(1), 128–175.

    Article  Google Scholar 

  • Araki, S. (2022). Does education make people happy? Spotlighting the overlooked societal condition. Journal of Happiness Studies, 23(2), 587–629.

    Article  Google Scholar 

  • Araki, S., & Kariya, T. (2022). Credential inflation and decredentialization: Re-examining the mechanism of the devaluation of degrees. European Sociological Review. https://doi.org/10.1093/esr/jcac004

  • Baker, D. P. (2011). Forward and backward, horizontal and vertical: Transformation of occupational credentialing in the schooled society. Research in Social Stratification and Mobility, 29, 5–29.

    Article  Google Scholar 

  • Baker, D. P., Goesling, B., & Letendre, G. K. (2002). Socioeconomic status, school quality, and national economic development: A cross-national analysis of the ‘Heyneman-Loxley Effect’ on mathematics and science achievement. Comparative Education Review, 46(3), 291–312.

    Article  Google Scholar 

  • Bernardi, F., Hertel, F. R., & Yastrebov, G. (2018). A U-turn in inequality in college attainment by parental education in the US? Research in Social Stratification and Mobility, 58, 33–43.

    Article  Google Scholar 

  • Bol, T., & van de Werfhorst, H. G. (2013). Educational systems and the trade-off between labor market allocation and equality of educational opportunity. Comparative Education Review, 57(2), 285–308.

    Article  Google Scholar 

  • Bol, T., Eller, C. C., van de Werfhorst, H. G., & DiPrete, T. A. (2019). School-to-work linkages, educational mismatches, and labor market outcomes. American Sociological Review, 84(2), 275–307.

    Article  Google Scholar 

  • Boliver, V. (2011). Expansion, differentiation, and the persistence of social class inequalities in British higher education. Higher Education, 61(3), 229–242.

    Article  Google Scholar 

  • Breen, R. (2010). Educational expansion and social mobility in the 20th century. Social Forces, 89(2), 365–388.

    Article  Google Scholar 

  • Breen, R., & Jonsson, J. O. (2007). Explaining change in social fluidity: Educational equalization and educational expansion in twentieth-century Sweden. American Journal of Sociology, 112(6), 1775–1810.

    Article  Google Scholar 

  • Breen, R., Luijkx, R., Müller, W., & Pollak, R. (2009). Nonpersistent inequality in educational attainment: Evidence from eight European countries. American Journal of Sociology, 114(5), 1475–1521.

    Article  Google Scholar 

  • Brown, P., Lauder, H., & Cheung, S. Y. (2020). The death of human capital? Its failed promise and how to renew it in an age of disruption. Oxford University Press.

    Book  Google Scholar 

  • Cantwell, B., Marginson, S., & Smolentseva, A. (Eds.). (2018). High participation systems of higher education. Oxford University Press.

    Google Scholar 

  • Checchi, D., & van de Werfhorst, H. G. (2018). Policies, skills and earnings: How educational inequality affects earnings inequality. Socio-Economic Review, 16(1), 137–160.

    Article  Google Scholar 

  • Ciocca Eller, C., & DiPrete, T. A. (2018). The paradox of persistence: Explaining the Black-White gap in bachelor’s degree completion. American Sociological Review, 83(6), 1171–1214.

    Article  Google Scholar 

  • Collins, R. (1979). The Credential Society: An historical sociology of education and stratification. Academic Press.

    Google Scholar 

  • Contini, D., Cugnata, F., & Scagni, A. (2018). Social selection in higher education. Enrolment, dropout and timely degree attainment in Italy. Higher Education, 75(5), 785–808.

    Article  Google Scholar 

  • Cunha, F., & Heckman, J. (2007). The technology of skill formation. American Economic Review, 97(2), 31–47.

    Article  Google Scholar 

  • Czarnecki, K. (2018). Less inequality through universal access? Socioeconomic background of tertiary entrants in Australia after the expansion of university participation. Higher Education, 76(3), 501–518.

    Article  Google Scholar 

  • Ding, Y., Wu, Y., Yang, J., & Ye, X. (2021). The elite exclusion: Stratified access and production during the Chinese higher education expansion. Higher Education, 82(2), 323–347.

  • DiPrete, T. A., Ciocca Eller, C., Bol, T., & van de Werfhorst, H. G. (2017). School-to-work linkages in the United States, Germany, and France. American Journal of Sociology, 122(6), 1869–1938.

  • Ferrer, A., Green, D. A., & Riddell, W. C. (2004). The effect of literacy on immigrant earnings. Journal of Human Resources, 41(2), 380–410.

  • Finnie, R., & Meng, R. (2007). Literacy and labour market outcomes: Self-assessment versus test score measures. Applied Economics, 37(17), 1935–1951.

    Article  Google Scholar 

  • Flisi, S., Goglio, V., Meroni, E. C., Rodrigues, M., & Vera-Toscano, E. (2017). Measuring occupational mismatch: Overeducation and overskill in Europe—evidence from PIAAC. Social Indicators Research, 131(3), 1211–1249.

    Article  Google Scholar 

  • Flisi, S., Goglio, V., Meroni, E. C., & Vera-Toscano, E. (2019). Cohort patterns in adult literacy skills: How are new generations doing? Journal of Policy Modeling, 41(1), 52–65.

    Article  Google Scholar 

  • Glenn, N. D. (1976). Cohort analysts’ futile quest: Statistical attempts to separate age, period and cohort effects. American Sociological Review, 41(5), 900–904.

    Article  Google Scholar 

  • Green, D. A., & Riddell, W. C. (2003). Literacy and earnings : An investigation of the interaction of cognitive and unobserved skills in earnings generation. Labour Economics, 10(2), 165–184.

  • Green, A., Green, F., & Pensiero, N. (2015). Cross-country variation in adult skills inequality: Why are skill levels and opportunities so unequal in anglophone countries? Comparative Education Review, 59(4), 595–618.

    Article  Google Scholar 

  • Gustafsson, J. E. (2016). Lasting effects of quality of schooling: Evidence from PISA and PIAAC. Intelligence, 57, 66–72.

    Article  Google Scholar 

  • Hanushek, E. A., & Woessmann, L. (2015). The knowledge capital of nations: Education and the economics of growth. The MIT Press.

    Book  Google Scholar 

  • Hanushek, E. A., Schwerdt, G., Wiederhold, S., & Woessmann, L. (2015). Returns to skills around the world: Evidence from PIAAC. European Economic Review, 73, 103–130.

    Article  Google Scholar 

  • Heisig, J. P., Gesthuizen, M., & Solga, H. (2019). Lack of skills or formal qualifications? New evidence on cross-country differences in the labor market disadvantage of less-educated adults. Social Science Research, 83, 102314.

    Article  Google Scholar 

  • Heisig, J. P., Elbers, B., & Solga, H. (2020). Cross-national differences in social background effects on educational attainment and achievement: Absolute vs. relative inequalities and the role of education systems. Compare, 50(2), 165–84.

    Article  Google Scholar 

  • Horowitz, J. (2018). Relative education and the advantage of a college degree. American Sociological Review, 83(4), 771–801.

    Article  Google Scholar 

  • Hout, M. (2011). Social and economic returns to college education in the United States. Annual Review of Sociology, 38, 379–400.

    Article  Google Scholar 

  • Jerrim, J., & Macmillan, L. (2015). Income inequality, intergenerational mobility, and the Great Gatsby Curve: Is education the key? Social Forces, 94(2), 505–533.

    Article  Google Scholar 

  • Konstantinovskiy, D. L. (2017). Expansion of higher education and consequences for social inequality (the case of Russia). Higher Education, 74(2), 201–220.

    Article  Google Scholar 

  • Kopycka, K. (2021). Higher education expansion, system transformation, and social inequality. Social origin effects on tertiary education attainment in Poland for Birth cohorts 1960 to 1988. Higher Education, 81(3), 643–64.

    Article  Google Scholar 

  • Levels, M., Van Der Velden, R., & Allen, J. (2014). Educational mismatches and skills: New empirical tests of old hypotheses. Oxford Economic Papers, 66(4), 959–982.

    Article  Google Scholar 

  • Lucas, S. R. (2001). Effectively maintained inequality: Education transitions, track mobility, and social background effects. American Journal of Sociology, 106(6), 1642–1690.

    Article  Google Scholar 

  • Marginson, S. (2016a). High participation systems of higher education. Journal of Higher Education, 87(2), 243–271.

  • Marginson, S. (2016b). The worldwide trend to high participation higher education: Dynamics of social stratification in inclusive systems. Higher Education, 72(4), 413–434.

  • Marks, G. N. (2014). Education, social background and cognitive ability: The decline of the social. Routledge.

    Google Scholar 

  • Mateos-González, J. L., & Wakeling, P. (2021). Exploring socioeconomic inequalities and access to elite postgraduate education among English graduates. Higher Education.

  • Mok, K. H., & Jiang, J. (2018). Massification of higher education and challenges for graduate employment and social mobility: East Asian experiences and sociological reflections. International Journal of Educational Development, 63, 44–51.

    Article  Google Scholar 

  • Nieto, S., & Ramos, R. (2017). Overeducation, skills and wage penalty: Evidence for Spain using PIAAC data. Social Indicators Research, 134(1), 219–236.

    Article  Google Scholar 

  • OECD. (2014). Education at a glance 2014: OECD indicators. OECD Publishing.

    Book  Google Scholar 

  • OECD. (2015). Skills for social progress: The power of social and emotional skills, OECD skills studies. OECD Publishing.

    Book  Google Scholar 

  • OECD. (2016). Skills matter: Further results from the survey of adult skills. OECD Publishing.

    Google Scholar 

  • OECD. (2017). OECD Skills Outlook 2017: Skills and global value chains. OECD Publishing.

    Book  Google Scholar 

  • OECD. (2019a). Skills matter: Additional results from the survey of adult skills. OECD Publishing.

    Book  Google Scholar 

  • OECD. (2019b). The survey of adult skills: Reader’s companion (3rd ed.). OECD Publishing.

    Book  Google Scholar 

  • Österman, M. (2018). Varieties of education and inequality: How the institutions of education and political economy condition inequality. Socio-Economic Review, 16(1), 113–135.

    Article  Google Scholar 

  • Pfeffer, F. T. (2008). Persistent inequality in educational attainment and its institutional context. European Sociological Review, 24(5), 543–565.

    Article  Google Scholar 

  • Pfeffer, F. T. (2015). Equality and quality in education. A comparative study of 19 countries. Social Science Research, 51, 350–368.

    Article  Google Scholar 

  • Pfeffer, F. T., & Hertel, F. R. (2015). How has educational expansion shaped social mobility trends in the United States? Social Forces, 94(1), 143–180.

    Article  Google Scholar 

  • Raftery, A. E., & Hout, M. (1993). Maximally maintained inequality: Expansion, reform, and opportunity in Irish education, 1921–75. Sociology of Education, 66(1), 41–62.

    Article  Google Scholar 

  • Reimer, D., & Pollak, R. (2010). Educational expansion and its consequences for vertical and horizontal inequalities in access to higher education in West Germany. European Sociological Review, 26(4), 415–430.

    Article  Google Scholar 

  • Schofer, E., & Meyer, J. W. (2005). The worldwide expansion of higher education in the twentieth century. American Sociological Review, 70(6), 898–920.

    Article  Google Scholar 

  • Schofer, E., Ramirez, F. O., & Meyer, J. W. (2021). The societal consequences of higher education. Sociology of Education, 94(1), 1–19.

    Article  Google Scholar 

  • Shavit, Y., & Blossfeld, H.-P. (Eds.). (1993). Persistent inequality: Changing educational attainment in thirteen countries. Westview Press.

    Google Scholar 

  • Suleman, F. (2018). The employability skills of higher education graduates: Insights into conceptual frameworks and methodological options. Higher Education, 76(2), 263–278.

    Article  Google Scholar 

  • Thomsen, J. P. (2022). The social class gap in bachelor’s and master’s completion: University dropout in times of educational expansion. Higher Education, 83(5), 1021–1038.

    Article  Google Scholar 

  • Triventi, M. (2013). Stratification in higher education and its relationship with social inequality: A comparative study of 11 European countries. European Sociological Review, 29(3), 489–502.

    Article  Google Scholar 

  • Trow, M. (1973). Problems in the transition from elite to mass higher education. Berkeley, California: Carnegie Commission on Higher Education.

  • Trow, M. (2007). Reflections on the transition from elite to mass to universal access: Forms and phases of higher education in modern societies since WWII. Pp. 243–80 in International Handbook of Higher Education, edited by J. J. F. Forest and P. G. Altbach. Dordrecht: Springer.

  • Van de Werfhorst, H. G., & Mijs, J. J. B. (2010). Achievement inequality and the institutional structure of educational systems: A comparative perspective. Annual Review of Sociology, 36, 407–428.

  • Voss, K., Hout, M., & George, K. (2022). Persistent inequalities in college completion, 1980–2010. Social Problems Online First.

  • Wakeling, P., & Laurison, D. (2017). Are postgraduate qualifications the ‘new frontier of social mobility’? British Journal of Sociology, 68(3), 533–555.

    Article  Google Scholar 

  • Weber, M. (1978). Economy and society: An outline of interpretive sociology. University of California Press.

    Google Scholar 

  • Williams, R. (2019). National higher education policy and the development of generic skills. Journal of Higher Education Policy and Management, 41(4), 404–415.

    Article  Google Scholar 

  • Wu, L., Yan, K., & Zhang, Y. (2020). Higher education expansion and inequality in educational opportunities in China. Higher Education, 80(3), 549–570.

    Article  Google Scholar 

  • Zarifa, D., Kim, J., Seward, B., & Walters, D. (2018). What’s taking you so long? Examining the effects of social class on completing a bachelor’s degree in four years. Sociology of Education, 91(4), 290–322.

    Article  Google Scholar 

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Acknowledgements

I would like to thank Takehiko Kariya, Richard Breen, Jan O. Jonsson, Herman van de Werfhorst, Mai Araki, seminar participants at the University of Hong Kong and the Hong Kong University of Science and Technology, and anonymous reviewers for their invaluable comments and suggestions. I am also grateful to colleagues at Lingnan University for their generous support and encouragement.

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Araki, S. Beyond the high participation systems model: illuminating the heterogeneous patterns of higher education expansion and skills diffusion across 27 countries. High Educ 86, 119–137 (2023). https://doi.org/10.1007/s10734-022-00905-w

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