Non-cognitive components concept of human capital in modern economic and sociological literature

Tyumen State University Herald. Social, Economic, and Law Research


Release:

2021, Vol. 7. № 2 (26)

Title: 
Non-cognitive components concept of human capital in modern economic and sociological literature


For citation: Khuziakhmetov R. R., Davydenko V. A. 2021. “Non-cognitive components concept of human capital in modern economic and sociological literature”. Tyumen State University Herald. Social, Economic, and Law Research, vol. 7, no. 2 (26), pp. 39-64. DOI: 10.21684/2411-7897-2021-7-2-39-64

About the authors:

Roman R. Khuziakhmetov, Junior Researcher of the Research Center, Institute of Finance and Economics, University of Tyumen; r_o_m_a_n_14@mail.ru; ORCID: 0000-0003-0850-4716

Vladimir A. Davydenko, Dr. Sci. (Soc.), Professor, Head of the Research Center, University of Tyumen; v.a.davydenko@utmn.ru; ORCID: 0000-0001-8389-4254

Abstract:

Recognizing the importance of personality traits since the middle of the last century, economic and sociological science was forced to leave them “outside the brackets”, due to the lack of effective methods of measurement. In the modern economy, the role of “soft forms” of capital is becoming so obvious that research in this area is actualized. Technological development is transforming the labor market, and the number of jobs associated with monotonous and uncreative activities is decreasing. There is a growing need for workers with advanced cognitive and non-cognitive characteristics: able to combine professional expertise and the ability to effectively communicate with colleagues and clients.

The purpose of the article is to analyze the theories prevailing in world science on individual non-cognitive characteristics in order to determine the possibilities of expanding the interpretation of human capital accepted in Russian science. The methodological approach of this study includes a systematic review of the scientific literature. Special attention is paid to the search for empirical indicators.

The review shows that in the economic and sociological literature the concept of “non-cognitive” is associated with non-objective and non-specific human activity, that is, with his universal and transferable competence. Non-cognitive characteristics are associated with skills, abilities, personality traits, attitudes, preferences that affect individual performance and interpersonal interaction. At the same time, the border between the non-cognitive various components of human capital in the Russian literature is not drawn accurately. The authors contribute to solving this problem.

References:

  1. Anikin V. A. 2017 “Human capital: Genesis of Basic Concepts and Interpretations”. Journal of Economic Sociology. vol. 18, no. 4, pp. 120-156. DOI: 10.17323/1726-3247-2017-4-120-156 [In Russian].

  2. Vasiliev K., Roshchin S. 2012. Skills deficit in Russia: challenges for the education system in the transition to an innovative economy. https://lirt.hse.ru/data/2012/10/11/1246974900/20121009-Vasiliev.pdf [In Russian]

  3. Gimpelson V. E., Zudina A. A., Kapeliushnikov R. I. 2020. Non-cognitive components of human capital: evidence from Russian data. Publishing House of the Higher School of Economics. 46 pp. [In Russian]

  4. Davydenko V. A., Andrianova E. V., Romashkina G. F., Khuziakhmetov R. R. 2019. “Interdisciplinary context of human capital study. Research program”. Tyumen State University Herald. Social, Economic, and Law Research, vol. 5, no. 4 (20), pp. 30-51. DOI: 10.21684/2411-7897-2019-5-4-30-51 [In Russian]

  5. Kuzminov Ya. I., Frumin I. D. 2018. Twelve Solutions for New Education: A Report by the Center for Strategic Research and the Higher School of Economics. Publishing House of the Higher School of Economics. 106 pp. [In Russian]

  6. Kuzminov Ya. I., Ovcharova L. N., Yakobson L. I. 2018. How to increase human capital and its contribution to economic and social development? Moscow: Publishing House of the Higher School of Economics. 149 pp. [In Russian]

  7. Rozhkova K. V. 2019. The Return to Non-cognitive Characteristics in the Russian Labor Market. Moscow: Publishing House of the Higher School of Economics. 46 pp. [In Russian]

  8. Romashkina G. F., Davydenko V. A., Andrianova E. V., Khudyakova M. V., Pecherkina I. F. 2020. “Human capital study: experience of empirical testing of complex tools”. Siberian Socium, vol. 4, no. 3 (13), pp. 8-32. DOI: 10.21684/2587-8484-2020-4-3-8-32

  9. Roshchin S., Rudakov V. 2015. The effect of university quality on graduates’ wages. Moscow: Publishing House of the Higher School of Economics. 30 pp. [In Russian]

  10. Deloitte. 2019. “Trends in HR management in Russia”. https://www2.deloitte.com/ru/ru/pages/human-capital/articles/human-capital-trends-2019.html [In Russian]

  11. Acosta P., Muller N., Sarzosa M. 2020. “Adults’ Cognitive and Socioemotional Skills and Their Labor Market Outcomes in Colombia”. Revista de Economía del Rosario, vol. 23, no. 1, pp. 109-148. DOI: 10.12804/revistas.urosario.edu.co/economia/a.8628

  12. Adler P. S., Kwon S.-W. 2002. “Social capital: Prospects for a new concept”. Academy of Management Review, vol. 27, no. 1, pp. 17-40. DOI: 10.5465/AMR.2002.5922314

  13. Ahammer A., Lackner M., Voigt J. 2019. “Does confidence enhance performance? Causal evidence from the field”. Managerial and Decision Economics, vol. 40, no. 6, pp. 704-717. DOI: 10.1002/mde.3038

  14. Ajwad M. I., de Laat J., Hut S., Larrison J., Abdulloev I., Audy R., Nikoloski Z., Torracchi F. 2014. “The Skills Road: Skills for Employability in the Kyrgyz Republic”. World Bank, Washington, DC. DOI: 10.13140/RG.2.1.1932.1443

  15. Aldrich D. P., Meyer M. A. 2014. “Social Capital and Community Resilience”. American Behavioral Scientist, vol. 59, no. 2, pp. 254-269. DOI: 10.1177/0002764214550299

  16. Anikin V. A. 2018. “Human Capital in Post-Crisis Russia: Status and Impact”. Journal of Institutional Studies, vol. 10, no. 2, pp. 90-117. DOI: 10.17835/2076-6297.2018.10.2.090-117

  17. Autor D., Levy F., Murnane R. 2002. “Upstairs, Downstairs: Computers and Skills on Two Floors of a Large Bank”. Industrial and Labor Relations Review, vol. 55, no. 3, pp. 432-447. DOI: 10.2139/ssrn.284095

  18. Autor D. 2015. “Why Are There Still So Many Jobs? The History and Future of Workplace Automation”. Journal of Economic Perspectives, vol. 29, no. 3, pp. 3-30. DOI: 10.1257/jep.29.3.3

  19. Ayhan S., Gatskova K., Lehmann H. 2017. “The impact of non-cognitive skills and risk preferences on rural-to-urban migration: evidence from Ukraine”. SSRN Electronic Journal. DOI: 10.2139/ssrn.3035221

  20. Beblavý M., Mýtna Kureková L., Haita C. 2016. “The surprisingly exclusive nature of medium- and low-skilled jobs”. Personnel Review, vol. 45, no. 2, pp. 255-273. DOI: 10.1108/PR-12-2014-0276

  21. Bessen J. E. 2016. “How Computer Automation Affects Occupations: Technology, Jobs, and Skills”. Boston Univ. School of Law, Law and Economics Research Paper, no. 15 (49), 46 pp. DOI: 10.2139/ssrn.2690435

  22. Bloom N., Van Reenen J. 2011. “Human Resource Management and Productivity”. In: Card D., Ashenfelter O. (eds.). Handbook of Labor Economics, vol. 4B. Pp. 1697-1767. Amsterdam, The Netherlands: Elsevier.

  23. Borghans L., Duckworth A. L., Heckman J. J., Ter Weel B. 2008. “The Economics and Psychology of Personality Traits”. Journal of Human Resources, vol. 43, no. 4, pp. 972-1059. DOI: 10.1353/jhr.2008.0017

  24. Borghans L. 2012. The Leaning Tower of Pisa Decomposing achievement test scores into cognitive and noncognitive components. 21 pp.

  25. Camerer G., Loewenstein D. 2005. “Neuroeconomics: How Neuroscience Can Inform Economics”. Journal of Economic Literature, vol. 43, no. 1, pp. 9-64.

  26. Caroleo F., Pastore F. 2017. “Overeducation at a glance. Determinants and wage effects of the educational mismatch based on AlmaLaurea data”. GLO Discussion Paper Series 15. Geneva: Global Labor Organization (GLO). 35 pp.

  27. Carroll J. B. 1993. Human cognitive abilities. Cambridge, England: Cambridge University Press. 78 pp. DOI: 10.1017/CBO9780511571312

  28. Cavus M. F., Gokcen A. 2015. “Psychological Capital: Definition, Components and Effects”. British Journal of Education, Society & Behavioural Science, vol. 5, no. 3, pp. 244-255. DOI: 10.9734/BJESBS/2015/12574

  29. Chen W., Grove W. A., Hussey A. 2017. “The role of confidence and noncognitive skills for post-baccalaureate academic and labor market outcomes”. Journal of Economic Behavior & Organization, no. 138, pp. 10-29. DOI: 10.1016/j.jebo.2017.03.020

  30. Choi Y., Lee D. 2014. “Psychological capital, Big Five traits, and employee outcomes”. Journal of Managerial Psychology, vol. 29, no. 2, pp. 122-140. DOI: 10.1108/JMP-06-2012-0193

  31. Coleman J. S. 1998. “Social capital in the creation of human capital”. American Journal of Sociology, no. 94, pp. 95-120.

  32. Cook D. A., Artino A. R. 2016. “Motivation to learn: an overview of contemporary theories”. Medical Education, vol. 50, no. 10, pp. 997-1014. DOI: 10.1111/medu.13074

  33. De Castella K., Byrne D. 2015. “My intelligence may be more malleable than yours: the revised implicit theories of intelligence (self-theory) scale is a better predictor of achievement, motivation, and student disengagement”. European Journal of Psychology of Education, vol. 30, no. 3, pp. 245-267. DOI: 10.1007/s10212-015-0244-y

  34. Deaton A., Stone A. A. 2013. “Two Happiness Puzzles”. American Economic Review, vol. 103, no. 3, pp. 591-597. DOI: 10.1257/aer.103.3.591

  35. Delaney L., Harmon C., Ryan M. 2013. “The role of noncognitive traits in undergraduate study behaviours”. Economics of Education Review, no. 32, pp. 181-195. DOI: 10.1016/j.econedurev.2012.07.009

  36. Deming D. J. 2017. “The growing importance of social skills in the labor market”. The Quarterly Journal of Economics, vol. 132, no. 4, pp. 1593-1640. DOI: 10.1093/qje/qjx022

  37. Deming D. J. 2017. “The Value of Soft Skills in the Labor Market”. NBER Reporter, no. 4, pp. 7-11.

  38. Di Fabio A., Saklofske D. 2019. “The Contributions of Personality Traits and Emotional Intelligence to Intrapreneurial Self-Capital: Key Resources for Sustainable Development”. Sustainability, vol. 11, no. 5, pp. 1240. DOI: 10.3390/su11051240

  39. Dweck C. S. 2012. “Mindsets and human nature: Promoting change in the Middle East, the schoolyard, the racial divide, and willpower”. American Psychologist, vol. 67, no. 8, pp. 614-622. DOI: 10.1037/a0029783

  40. Edmondson A. C. 2012. Teaming: How Organizations Learn, Innovate, and Compete in the Knowledge Economy. Hoboken, New Jersey: John Wiley & Sons.

  41. Favara M., Sanchez A. 2017. “Psychosocial competencies and risky behaviours in Peru”. IZA Journal of Labor & Development, vol. 6, no. 1, pp. 34-54. DOI: 10.1186/s40175-016-0069-3

  42. Gimpelson V. E. 2016. “Does the Russian Economy Need Human Capital? Ten Doubts”. Russian Education & Society, vol. 58, no. 11, pp. 696-717. DOI: 10.1080/10609393.2016.1342193

  43. Goldberg L. R. 1993. “The structure of phenotypic personality traits”. American Psychologist, vol. 48, no. 1, pp. 26-34. DOI: 10.1037//0003-066x.48.1.26

  44. Gong X., Zhu R. 2019. “Cognitive abilities, non-cognitive skills, and gambling behaviors”. Journal of Economic Behavior & Organization, no. 165, pp. 51-69. DOI: 10.1016/j.jebo.2019.06.016

  45. Granovetter M. S. 1983. “The strength of weak ties: A network theory revisited”. Sociological Theory, vol. 1, no. 1, pp. 201-233.

  46. Guilbert L., Bernaud J. L., Gouvernet B., Rossier J. 2016. “Employability: Review and research prospects”. International Journal for Educational and Vocational Guidance, vol. 16, no. 1, pp. 69-89. DOI: 10.1007/s10775-015-9288-4

  47. Hanushek E. A., Woessmann L. 2008. “The Role of Cognitive Skills in Economic Development”. Journal of Economic Literature, vol. 46, no. 3, pp. 607-668. DOI: 10.1257/jel.46.3.607

  48. Hanushek E. A., Woessmann L. 2007. “The Role of Education Quality in Economic Growth”. Working Paper WPS4122. Washington, D.C.: World Bank. 67 pp.

  49. Heckman J., Pinto R., Savelyev P. 2013. “Understanding the mechanisms through which an influential early childhood program boosted adult outcomes”. American Economic Review, vol. 103, no. 6, pp. 2052-2086. DOI: 10.1257/aer.103.6.2052

  50. Heckman J. J., Kautz T. 2012. “Hard evidence on soft skills”. Labour Economics, vol. 19, no. 4, pp. 451-464. DOI: 10.1016/j.labeco.2012.05.014

  51. Heckman J. J. 2008. “Schools, skills, and synapses”. Economic Inquiry, vol. 46, no. 3, pp. 289-324. DOI: 10.3386/w14064

  52. Humphries J., Kosse F. 2017. “On the interpretation of non-cognitive skills — What is being measured and why it matters”. Journal of Economic Behavior & Organization, no. 136, pp. 174-185. DOI: 10.1016/j.jebo.2017.02.001

  53. John O., Srivastava S. 1999. “The Big Five trait taxonomy: History, measurement, and theoretical perspectives”. In: Handbook of Personality: Theory and Research. New York: Guilford Press. 79 pp.

  54. Judge T. A., Livingston B. A., Hurst C. 2012. “Do nice guys — and gals — really finish last? The joint effects of sex and agreeableness on income”. Journal of Personality and Social Psychology, vol. 102, no. 2, pp. 390-407. DOI: 10.1037/a0026021

  55. Kautz T., Heckman J. J., Diris R., Ter Weel B., Borghans L. 2014. “Fostering and measuring skills: Improving cognitive and non-cognitive skills to promote lifetime success”. NBER Working Paper w20749. Cambridge, MA: National Bureau of Economic Research. 91 pp. DOI: 10.3386/w20749

  56. Kell H. J., Robbins S. B., Su R., Brenneman M. 2018. “A Psychological Approach to Human Capital”. ETS Research Report Series, vol. 2018, no. 1, pp. 1-23. DOI: 10.1002/ets2.12218

  57. Kreiner G. E., Ashforth B. E. 2004. “Evidence toward an expanded model of organizational identification”. Journal of Organizational Behavior, no. 25, pp. 1-27. DOI: 10.1002/job.234

  58. Krishnakumar J., Nogales R. 2020. “Education, skills and a good job: A multidimensional econometric analysis”. World Development, no. 128, art. 104842. DOI: 10.1016/j.worlddev.2019.104842

  59. Kuzminov Ya., Sorokin P., Froumin I. 2019. “Generic and Specific Skills as Components of Human Capital: New Challenges for Education Theory and Practice”. Foresight and STI Governance, vol. 13, no. 2, pp. 19-41. DOI: 10.17323/2500-2597.2019.2.19.41

  60. Levy F., Murnane R. J. 2013. “Dancing with robots: Human skills for computerized work”. Washington, D.C.: Third Way NEXT. 45 pp. https://www.thirdway.org/report/dancing-with-robots-human-skills-for-computerized-work

  61. Lubinski D., Benbow C. P., Kell H. J. 2014. “Life Paths and Accomplishments of Mathematically Precocious Males and Females Four Decades Later”. Psychological Science, vol. 25, no. 12, pp. 2217-2232. DOI: 10.1177/0956797614551371

  62. Luthans F., Youssef-Morgan C. M. 2017. “Psychological Capital: An Evidence-Based Positive Approach”. Annual Review of Organizational Psychology and Organizational Behavior, vol. 4, no. 1, pp. 339-366. DOI: 10.1146/annurev-orgpsych-032516-113324

  63. Luthans F., Avolio B. J., Avey J. B., Norman S. M. 2007. “Psychological capital: measurement and relationship with performance and satisfaction”. Personnel Psychology, vol. 60, no. 3, pp. 541-572. DOI: 10.1111/j.1744-6570.2007.00083.x

  64. Maksimova M. A. 2019. “The return to non-cognitive skills on the Russian labor market”. Applied Econometrics, no. 53, pp. 55-72.

  65. Manyika J., Woetzel J., Dobbs R., Remes J., Labaye E., Jordan A. 2015. Can long-term global growth be saved?. New York: McKinsey Global Institute. 65 pp.

  66. McComas W. F. 2014. “21st-Century Skills”. The Language of Science Education, no. 1, pp. 13-23.

  67. McCrae R. 2010. “The place of the FFM in personality psychology”. Psychological Inquiry, vol. 21, no. 1, pp. 57-64. DOI: 10.1007/978-94-6209-497-0_1

  68. McGuinness S., Pouliakas K., Redmond P. 2018. “Skills mismatch: Concepts, measurement and policy approaches”. Journal of Economic Surveys, vol. 32, no. 4, pp. 985-1015. DOI: 10.1111/joes.12254

  69. Mitana J. M. V., Muwagga A. M., Giacomazzi M., Kizito O. S., Ariap M. 2019. “Assessing Educational Outcomes in the 21st Century in Uganda: A Focus on Soft Skill”. Journal of Emerging Trends in Educational Research and Policy Studies (JETERAPS), vol. 10, no. 1, pp. 62-70.

  70. Nyberg A. J., Wright P. M. 2015. “50 Years of Human Capital Research: Assessing What We Know, Exploring Where We Go”. Academy of Management Perspectives, vol. 29, no. 3, pp. 287-295. DOI: 10.5465/amp.2014.0113

  71. Parks C. D., Stone A. B. 2010. “The desire to expel unselfish members from the group”. Journal of Personality and Social Psychology, vol. 99, no. 2, pp. 303-310. DOI: 10.1037/a0018403

  72. Ployhart R. E., Moliterno T. P. 2011. “Emergence of the human capital resource: A multilevel model”. Academy of Management Review, no. 36, pp. 127-150.

  73. Ployhart R. E., Nyberg A. J., Reilly G., Maltarich M. A. 2014. “Human capital is dead; long live human capital resources!”. Journal of Management, vol. 40, no. 2, pp. 371-398. DOI: 10.1177/0149206313512152

  74. Population pyramid. Russian Federation. https://www.populationpyramid.net/russian-federation/2070/

  75. Putnam R. 2000. Bowling alone: The collapse and revival of American community. New York, NY: Simon & Schuster. 56 pp.

  76. Roy S., Morton M., Bhattacharya S. 2018. “Hidden human capital: Self-efficacy, aspirations and achievements of adolescent and young women in India”. World Development, no. 111, pp. 161-180. DOI: 10.1016/j.worlddev.2018.07.002

  77. Ryff C., Almeida D., Ayanian J., Binkley N., Carr D. S., Coe C., Williams D. 2017. “Midlife in the United States, 2011-2014”. Ann Arbor, MI: Inter-university Consortium for Political and Social Research. 612 pp. DOI: 10.3886/ICPSR36532.v3

  78. Schäfer K. C. 2017. “An investigation into the stability of the Big‑Five in Germany”. Hanover Economic Papers (HEP) 600. 81 pp.

  79. Schultz T. W. 1975. “The value of the ability to deal with disequilibria”. Journal of Economic Literature, vol. 13, no. 3, pp. 827-846.

  80. Stoll G., Rieger S., Lüdtke O., Nagengast B., Trautwein U., Roberts B. W. 2017. “Vocational interests assessed at the end of high school predict life outcomes assessed 10 years later over and above IQ and Big Five personality traits”. Journal of Personality and Social Psychology, vol. 113, no. 1, pp. 167-184. DOI: 10.1037/pspp0000117

  81. Szreter S., Woolcock M. 2004. “Health by association? Social capital, social theory, and the political economy of public health”. International Journal of Epidemiology, no. 33, pp. 650-667. DOI: 10.1093/ije/dyh013

  82. Tan E. 2014. “Human Capital Theory: A Holistic Criticism”. Review of Educational Research, vol. 84, no. 3, pp. 411-445. DOI: 10.3102/0034654314532696

  83. Thompson T. W., Waskom M. L., Garel K.-L. A., Cardenas-Iniguez C., Reynolds G. O., Winter R., Gabrieli J. D. E. 2013. “Failure of Working Memory Training to Enhance Cognition or Intelligence”. PLoS ONE, vol. 8, no. 5, art. 63614. DOI: 10.1371/journal.pone.0063614

  84. Ubfal D., Arraiz I., Beuermann D. W., Frese M., Maffioli A., Verch D. 2019. “The Impact of Soft-Skills Training for Entrepreneurs in Jamaica”. SSRN Electronic Journal. 35 pp.

  85. Van Dyk J., Coetzee M., Takawira N. 2013. “Satisfaction with retention factors as predictors of the job embeddedness of medical and information technology services staff”. Southern African Business Review, vol. 17, no. 1, pp. 57-75.

  86. Van Laar E., van Deursen A. J. A. M., van Dijk J. A. G. M., de Haan J. 2017. “The relation between 21st-century skills and digital skills: A systematic literature review”. Computers in Human Behavior, no. 72, pp. 577-588. DOI: 10.1016/j.chb.2017.03.010

  87. Van Woerkom M., Meyers M. C. 2018. “Strengthening personal growth: The effects of a strengths intervention on personal growth initiative”. Journal of Occupational and Organizational Psychology. 57 pp. DOI: 10.1111/joop.12240

  88. WEF. The Future of Jobs. https://www.weforum.org/reports/the-future-of-jobs-report-2018

  89. Wright P. M., McMahan G. C. 2011. “Exploring human capital: putting “human” back into strategic human resource management”. Human Resource Management Journal, vol. 21, no. 2, pp. 93-104. DOI: 10.1111/j.1748-8583.2010.00165.x

  90. Wright P. M., Coff R., Moliterno T. P. 2013. “Strategic Human Capital”. Journal of Management, vol. 40, no. 2, pp. 353-370. DOI: 10.1177/0149206313518437

  91. Xiang C., Yeaple S. 2018. “The Production of Cognitive and Non-cognitive Human Capital in the Global Economy”. NBER. 29 pp. DOI: 10.3386/w24524

  92. Zamarro G. 2017. “Hive Mind: How Your Nation’s IQ Matters so Much More than Your Own, by Garrett Jones”. Journal of School Choice, vol. 11, no. 3, pp. 480-483. DOI: 10.1080/15582159.2017.1345242