IDEAS home Printed from https://ideas.repec.org/a/bla/jorssa/v185y2022is2ps485-s514.html
   My bibliography  Save this article

Predictors of becoming not in education, employment or training: A dynamic comparison of the direct and indirect determinants

Author

Listed:
  • Daniel Gladwell
  • Gurleen Popli
  • Aki Tsuchiya

Abstract

This paper uses a dynamic latent factor model to investigate the determinants of not in education, employment or training (NEET) status among adolescents in the United Kingdom. We bring together within one framework various determinants of NEET status, such as educational achievements, non‐cognitive skills, family socio‐economic factors, aspirations, mental health and local labour market conditions. We model the educational progress over multiple periods through the life of the young person, up to the completion of compulsory schooling. By taking into account this progression, we can determine the direct and indirect impacts of different determinants of NEET status, and the stage in the life of the young person at which each determinant is important. Our findings suggest that cognitive ability (as measured by educational achievements) remains the key predictor of NEET status. Further, while a range of individual and family factors determines NEET status, the impact of most of these factors is largely indirect, through ability formation and not necessarily direct. To gauge the relative contributions of various determinants, we conduct simulations to predict the probability of the young person being NEET under different scenarios and assumptions. The exercise indicates that the effects of aspirations of the young person, their school engagement, and the local youth unemployment rate on the likelihood of the young person being NEET are as large as boosting their cognitive skills.

Suggested Citation

  • Daniel Gladwell & Gurleen Popli & Aki Tsuchiya, 2022. "Predictors of becoming not in education, employment or training: A dynamic comparison of the direct and indirect determinants," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 185(S2), pages 485-514, December.
  • Handle: RePEc:bla:jorssa:v:185:y:2022:i:s2:p:s485-s514
    DOI: 10.1111/rssa.12961
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/rssa.12961
    Download Restriction: no

    File URL: https://libkey.io/10.1111/rssa.12961?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Emilia Del Bono & John Ermisch & Marco Francesconi, 2012. "Intrafamily Resource Allocations: A Dynamic Structural Model of Birth Weight," Journal of Labor Economics, University of Chicago Press, vol. 30(3), pages 657-706.
    2. Björklund, Anders & Salvanes, Kjell G., 2011. "Education and Family Background: Mechanisms and Policies," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 3, pages 201-247, Elsevier.
    3. Stephen V. Cameron & James J. Heckman, 1998. "Life Cycle Schooling and Dynamic Selection Bias: Models and Evidence for Five Cohorts of American Males," Journal of Political Economy, University of Chicago Press, vol. 106(2), pages 262-333, April.
    4. Claudia Goldin & Lawrence F. Katz & Ilyana Kuziemko, 2006. "The Homecoming of American College Women: The Reversal of the College Gender Gap," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 133-156, Fall.
    5. Steve Machin & Shqiponja Telhaj & Joan Wilson, 2006. "The mobility of English school children," Fiscal Studies, Institute for Fiscal Studies, vol. 27(3), pages 253-280, August.
    6. Jake Anders, 2012. "Using the Longitudinal Study of Young People in England for research into Higher Education access," DoQSS Working Papers 12-13, Quantitative Social Science - UCL Social Research Institute, University College London.
    7. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2005. "The More the Merrier? The Effect of Family Size and Birth Order on Children's Education," The Quarterly Journal of Economics, Oxford University Press, vol. 120(2), pages 669-700.
    8. James Heckman & Flavio Cunha, 2007. "The Technology of Skill Formation," American Economic Review, American Economic Association, vol. 97(2), pages 31-47, May.
    9. Steffen Müller & Regina T. Riphahn & Caroline Schwientek, 2017. "Paternal unemployment during childhood: causal effects on youth worklessness and educational attainment," Oxford Economic Papers, Oxford University Press, vol. 69(1), pages 213-238.
    10. Gregg, Paul & Tominey, Emma, 2005. "The wage scar from male youth unemployment," Labour Economics, Elsevier, vol. 12(4), pages 487-509, August.
    11. Cornaglia, Francesca & Crivellaro, Elena & McNally, Sandra, 2015. "Mental health and education decisions," Labour Economics, Elsevier, vol. 33(C), pages 1-12.
    12. Jason M. Fletcher, 2008. "Adolescent depression: diagnosis, treatment, and educational attainment," Health Economics, John Wiley & Sons, Ltd., vol. 17(11), pages 1215-1235.
    13. Falch, Torberg & Strøm, Bjarne, 2013. "Schools, ability, and the socioeconomic gradient in education choices," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 43(C), pages 49-59.
    14. Petra E. Todd & Kenneth I. Wolpin, 2007. "The Production of Cognitive Achievement in Children: Home, School, and Racial Test Score Gaps," Journal of Human Capital, University of Chicago Press, vol. 1(1), pages 91-136.
    15. Martins, Pedro S., 2010. "Can Targeted, Non-Cognitive Skills Programs Improve Achievement? Evidence from EPIS," IZA Discussion Papers 5266, Institute of Labor Economics (IZA).
    16. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    17. Grossman, Michael, 2006. "Education and Nonmarket Outcomes," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 10, pages 577-633, Elsevier.
    18. Denise Hawkes & Heather Joshi, 2012. "Age at Motherhood and Child Development: Evidence from the UK Millennium Cohort," National Institute Economic Review, National Institute of Economic and Social Research, vol. 222(1), pages 52-66, October.
    19. Victor Lavy & Analia Schlosser, 2005. "Targeted Remedial Education for Underperforming Teenagers: Costs and Benefits," Journal of Labor Economics, University of Chicago Press, vol. 23(4), pages 839-874, October.
    20. Schoon, Ingrid & Heckhausen, Jutta, 2019. "Conceptualizing Individual Agency in the Transition from School to Work: A Social-Ecological Developmental Perspective," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 4(2), pages 135-148.
    21. Petrongolo, Barbara & San Segundo, Maria J., 2002. "Staying-on at school at 16: the impact of labor market conditions in Spain," Economics of Education Review, Elsevier, vol. 21(4), pages 353-365, August.
    22. Carneiro, Pedro & Heckman, James J., 2003. "Human Capital Policy," IZA Discussion Papers 821, Institute of Labor Economics (IZA).
    23. Duckworth, Kathryn & Schoon, Ingrid, 2012. "Beating the Odds: Exploring the Impact of Social Risk on Young People's School-to-Work Transitions during Recession in the UK," National Institute Economic Review, National Institute of Economic and Social Research, vol. 222, pages 38-51, October.
    24. 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.
    25. Stephen Machin & Sandra McNally & Costas Meghir, 2010. "Resources and Standards in Urban Schools," Journal of Human Capital, University of Chicago Press, vol. 4(4), pages 365-393.
    26. Heckman, James J., 2011. "Integrating Personality Psychology into Economics," IZA Discussion Papers 5950, Institute of Labor Economics (IZA).
    27. 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.
    28. James J. Heckman & John Eric Humphries & Gregory Veramendi, 2018. "The Nonmarket Benefits of Education and Ability," Journal of Human Capital, University of Chicago Press, vol. 12(2), pages 282-304.
    29. Coelli, Michael B. & Green, David A. & Warburton, William P., 2007. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," Journal of Public Economics, Elsevier, vol. 91(7-8), pages 1369-1398, August.
    30. Egan, Mark & Daly, Michael & Delaney, Liam, 2015. "Childhood psychological distress and youth unemployment: Evidence from two British cohort studies," Social Science & Medicine, Elsevier, vol. 124(C), pages 11-17.
    31. Philip Oreopoulos & Kjell G. Salvanes, 2011. "Priceless: The Nonpecuniary Benefits of Schooling," Journal of Economic Perspectives, American Economic Association, vol. 25(1), pages 159-184, Winter.
    32. Kelly Foley & Giovanni Gallipoli & David A. Green, 2014. "Ability, Parental Valuation of Education, and the High School Dropout Decision," Journal of Human Resources, University of Wisconsin Press, vol. 49(4), pages 906-944.
    33. Petra E. Todd & Kenneth I. Wolpin, 2003. "On The Specification and Estimation of The Production Function for Cognitive Achievement," Economic Journal, Royal Economic Society, vol. 113(485), pages 3-33, February.
    34. Dominique Goux & Marc Gurgand & Eric Maurin, 2017. "Adjusting Your Dreams? High School Plans and Dropout Behaviour," Economic Journal, Royal Economic Society, vol. 127(602), pages 1025-1046, June.
    35. Silvia Mendolia & Ian Walker, 2015. "Youth unemployment and personality traits," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-26, December.
    36. 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).
    37. Philip Oreopoulos & Uros Petronijevic, 2013. "Making College Worth It: A Review of Research on the Returns to Higher Education," NBER Working Papers 19053, National Bureau of Economic Research, Inc.
    38. Jason M. Fletcher, 2008. "Adolescent depression: diagnosis, treatment, and educational attainment," Health Economics, John Wiley & Sons, Ltd., vol. 17(11), pages 1215-1235, November.
    39. Ding, Weili & Lehrer, Steven F. & Rosenquist, J.Niels & Audrain-McGovern, Janet, 2009. "The impact of poor health on academic performance: New evidence using genetic markers," Journal of Health Economics, Elsevier, vol. 28(3), pages 578-597, May.
    40. Lingxin Hao & V. Joseph Hotz & Ginger Z. Jin, 2008. "Games Parents and Adolescents Play: Risky Behaviour, Parental Reputation and Strategic Transfers," Economic Journal, Royal Economic Society, vol. 118(528), pages 515-555, April.
    41. 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.
    42. Cunha, Flavio & Heckman, James J. & Lochner, Lance, 2006. "Interpreting the Evidence on Life Cycle Skill Formation," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 12, pages 697-812, Elsevier.
    43. Elena Meschi & Joanna Swaffield & Anna Vignoles, 2019. "The role of local labour market conditions and pupil attainment on post-compulsory schooling decisions," International Journal of Manpower, Emerald Group Publishing Limited, vol. 40(8), pages 1482-1509, January.
    44. Li Gan & Guan Gong, 2007. "Estimating Interdependence Between Health and Education in a Dynamic Model," NBER Working Papers 12830, National Bureau of Economic Research, Inc.
    45. Giovanni Luca & Paolo Mazzocchi & Claudio Quintano & Antonella Rocca, 2020. "Going Behind the High Rates of NEETs in Italy and Spain: The Role of Early School Leavers," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 151(1), pages 345-363, August.
    46. Stephen V. Cameron & James J. Heckman, 1998. "Life Cycle Schooling and Dynamic Selection Bias: Models and Evidence for Five Cohorts," NBER Working Papers 6385, National Bureau of Economic Research, Inc.
    47. 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.
    48. Cain Polidano & Domenico Tabasso & Yi-Ping Tseng, 2015. "A second chance at education for early school leavers," Education Economics, Taylor & Francis Journals, vol. 23(3), pages 358-375, June.
    49. Lagravinese, Raffaele & Liberati, Paolo & Resce, Giuliano, 2020. "The impact of economic, social and cultural conditions on educational attainments," Journal of Policy Modeling, Elsevier, vol. 42(1), pages 112-132.
    50. Floro Ernesto Caroleo & Antonella Rocca & Paolo Mazzocchi & Claudio Quintano, 2020. "Being NEET in Europe Before and After the Economic Crisis: An Analysis of the Micro and Macro Determinants," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 149(3), pages 991-1024, June.
    51. Kathryn Duckworth & Ingrid Schoon, 2012. "Beating the Odds: Exploring the Impact of Social Risk on Young People's School-to-Work Transitions during Recession in the UK," National Institute Economic Review, National Institute of Economic and Social Research, vol. 222(1), pages 38-51, October.
    52. Raj Chetty & Nathaniel Hendren & Lawrence F. Katz, 2016. "The Effects of Exposure to Better Neighborhoods on Children: New Evidence from the Moving to Opportunity Experiment," American Economic Review, American Economic Association, vol. 106(4), pages 855-902, April.
    53. Hawkes, Denise & Joshi, Heather, 2012. "Age at Motherhood and Child Development: Evidence from the UK Millennium Cohort," National Institute Economic Review, National Institute of Economic and Social Research, vol. 222, pages 52-66, October.
    54. Silvia Mendolia & Ian Walker, 2015. "Youth unemployment and the effect of personality traits," Working Papers 84097960, Lancaster University Management School, Economics Department.
    55. Stefan Sonke Speckesser & Francisco Jose Gonzalez Carreras & Laura Kirchner Sala, 2019. "Active labour market policies for young people and youth unemployment," International Journal of Manpower, Emerald Group Publishing Limited, vol. 40(8), pages 1510-1534, July.
    56. Steve Bradley & Pam Lenton, 2007. "Dropping out of post-compulsory education in the UK: an analysis of determinants and outcomes," Journal of Population Economics, Springer;European Society for Population Economics, vol. 20(2), pages 299-328, April.
    57. John Jerrim, 2011. "Disadvantaged children’s ``low'' educational expectations: Are the US and UK really so different to other industrialized nations?," DoQSS Working Papers 11-04, Quantitative Social Science - UCL Social Research Institute, University College London.
    58. David N. F. Bell & David G. Blanchflower, 2011. "Young people and the Great Recession," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 27(2), pages 241-267.
    59. Stephen V. Cameron & James J. Heckman, 2001. "The Dynamics of Educational Attainment for Black, Hispanic, and White Males," Journal of Political Economy, University of Chicago Press, vol. 109(3), pages 455-499, June.
    60. Gregg, Paul, 2001. "The Impact of Youth Unemployment on Adult Unemployment in the NCDS," Economic Journal, Royal Economic Society, vol. 111(475), pages 626-653, November.
    61. Zvi Eckstein & Kenneth I. Wolpin, 1999. "Why Youths Drop Out of High School: The Impact of Preferences, Opportunities, and Abilities," Econometrica, Econometric Society, vol. 67(6), pages 1295-1340, November.
    62. Ariel Kalil & Rebecca Ryan & Michael Corey, 2012. "Diverging Destinies: Maternal Education and the Developmental Gradient in Time With Children," Demography, Springer;Population Association of America (PAA), vol. 49(4), pages 1361-1383, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Daniel Gladwell & Gurleen Popli & Aki Tsuchiya, 2015. "A Dynamic Analysis of Skill Formation and NEET status," Working Papers 2015016, The University of Sheffield, Department of Economics.
    2. Heckman, James J. & Raut, Lakshmi K., 2016. "Intergenerational long-term effects of preschool-structural estimates from a discrete dynamic programming model," Journal of Econometrics, Elsevier, vol. 191(1), pages 164-175.
    3. Krishnakumar, Jaya & Nogales, Ricardo, 2020. "Education, skills and a good job: A multidimensional econometric analysis," World Development, Elsevier, vol. 128(C).
    4. Kautz, Tim & Heckman, James J. & Diris, Ron & ter Weel, Bas & Borghans, Lex, 2014. "Fostering and Measuring Skills: Improving Cognitive and Non-Cognitive Skills to Promote Lifetime Success," IZA Discussion Papers 8696, Institute of Labor Economics (IZA).
    5. Elke Lüdemann, 2011. "Schooling and the Formation of Cognitive and Non-cognitive Outcomes," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 39.
    6. Rune V. Lesner & Anna Piil Damm & Preben Bertelsen & Mads Uffe Pedersen, 2018. "Life Skills Development of Teenagers through Spare-Time Jobs," Economics Working Papers 2018-09, Department of Economics and Business Economics, Aarhus University.
    7. Emilia Del Bono & Marco Francesconi & Yvonne Kelly & Amanda Sacker, 2016. "Early Maternal Time Investment and Early Child Outcomes," Economic Journal, Royal Economic Society, vol. 126(596), pages 96-135, October.
    8. Huebener, Mathias & Kuehnle, Daniel & Spiess, C. Katharina, 2019. "Parental leave policies and socio-economic gaps in child development: Evidence from a substantial benefit reform using administrative data," Labour Economics, Elsevier, vol. 61(C).
    9. Pierre Lefebvre & Philip Merrigan & Matthieu Verstraete, 2008. "The Effects of School Quality and Family Functioning on Youth Math Scores: a Canadian Longitudinal Analysis," Cahiers de recherche 0822, CIRPEE.
    10. Richard J. Murnane, 2013. "U.S. High School Graduation Rates: Patterns and Explanations," Journal of Economic Literature, American Economic Association, vol. 51(2), pages 370-422, June.
    11. 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.
    12. Mario Fiorini & Michael P. Keane, 2014. "How the Allocation of Children's Time Affects Cognitive and Noncognitive Development," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 787-836.
    13. Francesconi, Marco & Heckman, James J, 2015. "Symposium on Child Development and Parental Investment: Introduction," Economics Discussion Papers 16868, University of Essex, Department of Economics.
    14. James Heckman & Tim Kautz, 2013. "Fostering and Measuring Skills: Interventions That Improve Character and Cognition," Working Papers 2013-019, Human Capital and Economic Opportunity Working Group.
    15. Koch, Alexander & Nafziger, Julia & Nielsen, Helena Skyt, 2015. "Behavioral economics of education," Journal of Economic Behavior & Organization, Elsevier, vol. 115(C), pages 3-17.
    16. Lisa Grazzini, 2016. "The Importance of the Quality of Education: Some Determinants and its Effects on Earning Returns and Economic Growth," ECONOMIA PUBBLICA, FrancoAngeli Editore, vol. 2016(2), pages 43-82.
    17. Fiorini, M., 2010. "The effect of home computer use on children's cognitive and non-cognitive skills," Economics of Education Review, Elsevier, vol. 29(1), pages 55-72, February.
    18. Peter, Frauke, 2016. "The effect of involuntary maternal job loss on children's behaviour and non-cognitive skills," Labour Economics, Elsevier, vol. 42(C), pages 43-63.
    19. Pierre Lefebvre & Philip Merrigan, 2008. "Family Background, Family Income, Cognitive Tests Scores, Behavioural Scales and their Relationship with Post-secondary Education Participation: Evidence from the NLSCY," Cahiers de recherche 0830, CIRPEE.
    20. Anna Christina D'Addio, 2007. "Intergenerational Transmission of Disadvantage: Mobility or Immobility Across Generations?," OECD Social, Employment and Migration Working Papers 52, OECD Publishing.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:jorssa:v:185:y:2022:i:s2:p:s485-s514. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/rssssea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.