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Are soft skills conditioned by conflicting factors? A multiobjective programming approach to explore the trade-offs

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  • Marcenaro-Gutierrez, O.D.
  • Lopez-Agudo, L.A.
  • Henriques, C.O.

Abstract

Despite the relevance of noncognitive skills (i.e. soft skills) for individual development and for certain forms of employment, they tend to be overlooked in studies centred on educational performance. This study brings an additional contribution to the growing interest on these skills by exploring their main determinants and by providing an additional understanding of how they are influenced by socio-economic and family background. To this end, a multiobjective programming model has been developed, whose coefficients are instantiated by the results of several econometric estimations, in which distinct (and conflicting) aspects of multiple soft skills are considered. Hence, by coupling econometric with multiobjective optimisation modelling approaches we provide an overarching framework for assessing the trade-offs between the different dimensions of noncognitive skills. Data from the most populated region of Spain are used. Overall, our findings highlight the trade-off between different soft skills, which are particularly conditioned by students’ gender.

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  • Marcenaro-Gutierrez, O.D. & Lopez-Agudo, L.A. & Henriques, C.O., 2021. "Are soft skills conditioned by conflicting factors? A multiobjective programming approach to explore the trade-offs," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 18-40.
  • Handle: RePEc:eee:ecanpo:v:72:y:2021:i:c:p:18-40
    DOI: 10.1016/j.eap.2021.07.008
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    1. Achmad Fajar Hendarman & Uwe Cantner, 2018. "Soft skills, hard skills, and individual innovativeness," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 8(2), pages 139-169, June.
    2. Terrier, Camille, 2020. "Boys lag behind: How teachers’ gender biases affect student achievement," Economics of Education Review, Elsevier, vol. 77(C).
    3. Marianne Bertrand & Jessica Pan, 2013. "The Trouble with Boys: Social Influences and the Gender Gap in Disruptive Behavior," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 32-64, January.
    4. Juan C. Palomino & Gustavo A. Marrero & Juan G. Rodríguez, 2019. "Channels of Inequality of Opportunity: The Role of Education and Occupation in Europe," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 1045-1074, June.
    5. Sonja C Kassenboehmer & Felix Leung & Stefanie Schurer, 2018. "University education and non-cognitive skill development," Oxford Economic Papers, Oxford University Press, vol. 70(2), pages 538-562.
    6. Bertoli, Simone & Dequiedt, Vianney & Zenou, Yves, 2016. "Can selective immigration policies reduce migrants' quality?," Journal of Development Economics, Elsevier, vol. 119(C), pages 100-109.
    7. Raquel Bernal & Michael P. Keane, 2011. "Child Care Choices and Children's Cognitive Achievement: The Case of Single Mothers," Journal of Labor Economics, University of Chicago Press, vol. 29(3), pages 459-512.
    8. Lex Borghans & Bas Ter Weel & Bruce A. Weinberg, 2014. "People Skills and the Labor-Market Outcomes of Underrepresented Groups," ILR Review, Cornell University, ILR School, vol. 67(2), pages 287-334, April.
    9. Alberto Alesina & Paola Giuliano & Nathan Nunn, 2013. "On the Origins of Gender Roles: Women and the Plough," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 469-530.
    10. Miles Corak, 2013. "Income Inequality, Equality of Opportunity, and Intergenerational Mobility," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 79-102, Summer.
    11. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    12. Lavy, Victor & Sand, Edith, 2018. "On the origins of gender gaps in human capital: Short- and long-term consequences of teachers' biases," Journal of Public Economics, Elsevier, vol. 167(C), pages 263-279.
    13. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    14. Christopher Cornwell & David B. Mustard & Jessica Van Parys, 2013. "Noncognitive Skills and the Gender Disparities in Test Scores and Teacher Assessments: Evidence from Primary School," Journal of Human Resources, University of Wisconsin Press, vol. 48(1), pages 236-264.
    15. José Manuel Cordero & Manuel Muñiz & Cristina Polo, 2016. "The determinants of cognitive and non-cognitive educational outcomes: empirical evidence in Spain using a Bayesian approach," Applied Economics, Taylor & Francis Journals, vol. 48(35), pages 3355-3372, July.
    16. Tim Kautz & James J. Heckman & Ron Diris & Bas ter Weel & Lex Borghans, 2014. "Fostering and Measuring Skills: Improving Cognitive and Non-cognitive Skills to Promote Lifetime Success," OECD Education Working Papers 110, OECD Publishing.
    17. Orazio Attanasio & Sarah Cattan & Emla Fitzsimons & Costas Meghir & Marta Rubio-Codina, 2020. "Estimating the Production Function for Human Capital: Results from a Randomized Controlled Trial in Colombia," American Economic Review, American Economic Association, vol. 110(1), pages 48-85, January.
    18. Carneiro, Pedro & Heckman, James J., 2003. "Human Capital Policy," IZA Discussion Papers 821, Institute of Labor Economics (IZA).
    19. Yuanyuan Chen & Shuaizhang Feng & James J. Heckman & Tim Kautz, 2020. "Sensitivity of self-reported noncognitive skills to survey administration conditions," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(2), pages 931-935, January.
    20. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    21. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    22. Hull, Marie & Norris, Jonathan, 2020. "The skill development of children of immigrants," Economics of Education Review, Elsevier, vol. 78(C).
    23. Thomas Fuchs & Ludger Wößmann, 2008. "What accounts for international differences in student prformance? A re-examination using PISA data," Studies in Empirical Economics, in: Christian Dustmann & Bernd Fitzenberger & Stephen Machin (ed.), The Economics of Education and Training, pages 209-240, Springer.
    24. Jones, D.E. & Greenberg, M. & Crowley, M., 2015. "Early social-emotional functioning and public health: The relationship between kindergarten social competence and future wellness," American Journal of Public Health, American Public Health Association, vol. 105(11), pages 2283-2290.
    25. Hille, Adrian & Schupp, Jürgen, 2015. "How Learning a Musical Instrument Affects the Development of Skills," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 44, pages 56-82.
    26. Liu, Han & Chang, Fang & Corn, Hannah & Zhang, Yi & Shi, Yaojiang, 2021. "The impact of parental migration on non-cognitive abilities of left behind children in northwestern China," Journal of Asian Economics, Elsevier, vol. 72(C).
    27. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    28. Almlund, Mathilde & Duckworth, Angela Lee & Heckman, James & Kautz, Tim, 2011. "Personality Psychology and Economics," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 1-181, Elsevier.
    29. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde, 2012. "The Intergenerational Transmission of Risk and Trust Attitudes," Review of Economic Studies, Oxford University Press, vol. 79(2), pages 645-677.
    30. Alessandra Fogli & Raquel Fernandez, 2009. "Culture: An Empirical Investigation of Beliefs, Work, and Fertility," American Economic Journal: Macroeconomics, American Economic Association, vol. 1(1), pages 146-177, January.
    31. Del Bono, Emilia & Kinsler, Josh & Pavan, Ronni, 2020. "Skill Formation and the Trouble with Child Non-Cognitive Skill Measures," IZA Discussion Papers 13713, Institute of Labor Economics (IZA).
    32. Raj Chetty & Nathaniel Hendren & Frina Lin & Jeremy Majerovitz & Benjamin Scuderi, 2016. "Childhood Environment and Gender Gaps in Adulthood," American Economic Review, American Economic Association, vol. 106(5), pages 282-288, May.
    33. Alessandra Casarico & Luca Micheletto & Alessandro Sommacal, 2015. "Intergenerational transmission of skills during childhood and optimal public policy," Journal of Population Economics, Springer;European Society for Population Economics, vol. 28(2), pages 353-372, April.
    34. David Autor & David Figlio & Krzysztof Karbownik & Jeffrey Roth & Melanie Wasserman, 2019. "Family Disadvantage and the Gender Gap in Behavioral and Educational Outcomes," American Economic Journal: Applied Economics, American Economic Association, vol. 11(3), pages 338-381, July.
    35. Helena Holmlund & Olmo Silva, 2014. "Targeting Noncognitive Skills to Improve Cognitive Outcomes: Evidence from a Remedial Education Intervention," Journal of Human Capital, University of Chicago Press, vol. 8(2), pages 126-160.
    36. Ildefonso Mendez & Gema Zamarro, 2018. "The intergenerational transmission of noncognitive skills and their effect on education and employment outcomes," Journal of Population Economics, Springer;European Society for Population Economics, vol. 31(2), pages 521-560, April.
    37. Rodríguez-Planas, Núria & Nollenberger, Natalia, 2018. "Let the girls learn! It is not only about math … it's about gender social norms," Economics of Education Review, Elsevier, vol. 62(C), pages 230-253.
    38. Valentina Dolce & Federica Emanuel & Maurizio Cisi & Chiara Ghislieri, 2020. "The soft skills of accounting graduates: perceptions versus expectations," Accounting Education, Taylor & Francis Journals, vol. 29(1), pages 57-76, January.
    39. Eric A. Hanushek & Ludger Woessmann, 2015. "The economic impact of educational quality," Chapters, in: Pauline Dixon & Steve Humble & Chris Counihan (ed.), Handbook of International Development and Education, chapter 2, pages 6-19, Edward Elgar Publishing.
    40. Naghsh Nejad, Maryam & Schurer, Stefanie, 2019. "Cognitive and Non-Cognitive Abilities of Immigrants: New Perspectives on Migrant Quality from a Selective Immigration Country," IZA Discussion Papers 12700, Institute of Labor Economics (IZA).
    41. Todd Elder & Yuqing Zhou, 2021. "The Black-White Gap in Noncognitive Skills among Elementary School Children," American Economic Journal: Applied Economics, American Economic Association, vol. 13(1), pages 105-132, January.
    42. Michela Carlana, 2019. "Implicit Stereotypes: Evidence from Teachers’ Gender Bias," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1163-1224.
    43. Alberto Alesina & Paola Giuliano, 2010. "The power of the family," Journal of Economic Growth, Springer, vol. 15(2), pages 93-125, June.
    44. Charles T. Clotfelter & Helen F. Ladd & Jacob L. Vigdor, 2009. "The Academic Achievement Gap in Grades 3 to 8," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 398-419, May.
    45. David Figlio & Umut Özek, 2020. "Cross-Generational Differences in Educational Outcomes in the Second Great Wave of Immigration," Education Finance and Policy, MIT Press, vol. 15(4), pages 648-674, Fall.
    46. Pfeifer, Christian & Cornelißen, Thomas, 2010. "The impact of participation in sports on educational attainment--New evidence from Germany," Economics of Education Review, Elsevier, vol. 29(1), pages 94-103, February.
    47. Flavio Cunha & James J. Heckman, 2008. "Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    48. Zamarro, Gema & Cheng, Albert & Shakeel, M. Danish & Hitt, Collin, 2018. "Comparing and validating measures of non-cognitive traits: Performance task measures and self-reports from a nationally representative internet panel," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 72(C), pages 51-60.
    49. Heckman, James J., 2011. "Integrating Personality Psychology into Economics," IZA Discussion Papers 5950, Institute of Labor Economics (IZA).
    50. Robert Haveman & Barbara Wolfe, 1995. "The Determinants of Children's Attainments: A Review of Methods and Findings," Journal of Economic Literature, American Economic Association, vol. 33(4), pages 1829-1878, December.
    51. Erik Lindqvist & Roine Vestman, 2011. "The Labor Market Returns to Cognitive and Noncognitive Ability: Evidence from the Swedish Enlistment," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 101-128, January.
    52. Lisa G. Smithers & Alyssa C. P. Sawyer & Catherine R. Chittleborough & Neil M. Davies & George Davey Smith & John W. Lynch, 2018. "A systematic review and meta-analysis of effects of early life non-cognitive skills on academic, psychosocial, cognitive and health outcomes," Nature Human Behaviour, Nature, vol. 2(11), pages 867-880, November.
    53. Hoeschler, Peter & Balestra, Simone & Backes-Gellner, Uschi, 2018. "The development of non-cognitive skills in adolescence," Economics Letters, Elsevier, vol. 163(C), pages 40-45.
    54. Brunello, Giorgio & Schlotter, Martin, 2011. "Non Cognitive Skills and Personality Traits: Labour Market Relevance and their Development in Education & Training Systems," IZA Discussion Papers 5743, Institute of Labor Economics (IZA).
    55. Chiswick, Barry R. & DebBurman, Noyna, 2004. "Educational attainment: analysis by immigrant generation," Economics of Education Review, Elsevier, vol. 23(4), pages 361-379, August.
    56. Sylvia Korupp & Harry Ganzeboom & Tanja Van Der Lippe, 2002. "Do Mothers Matter? A Comparison of Models of the Influence of Mothers' and Fathers' Educational and Occupational Status on Children's Educational Attainment," Quality & Quantity: International Journal of Methodology, Springer, vol. 36(1), pages 17-42, February.
    57. Heckman, James J, 1995. "Lessons from the Bell Curve," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1091-1120, October.
    58. Oscar David Marcenaro-Gutierrez & Luis Alejandro Lopez-Agudo, 2021. "The back of the coin in resilience: on the characteristics of advantaged low-achieving students," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(1), pages 323-383, April.
    59. Balart, Pau & Oosterveen, Matthijs & Webbink, Dinand, 2018. "Test scores, noncognitive skills and economic growth," Economics of Education Review, Elsevier, vol. 63(C), pages 134-153.
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    More about this item

    Keywords

    Noncognitive skills; Econometric analysis; Multiple objective programming;
    All these keywords.

    JEL classification:

    • I20 - Health, Education, and Welfare - - Education - - - General
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy
    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General

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