IDEAS home Printed from https://ideas.repec.org/a/spr/jopoec/v26y2013i3p1057-1094.html
   My bibliography  Save this article

Intergenerational income immobility in Finland: contrasting roles for parental earnings and family income

Author

Listed:
  • Robert Lucas
  • Sari Kerr

Abstract

An intergenerational model is developed, nesting heritable earning abilities and credit constraints limiting human capital investments in children. Estimates on a large, Finnish data panel indicate very low transmission from parental earnings, suggesting that the parameter of inherited earning ability is tiny. Family income, particularly during the phase of educating children, is shown to be much more important in shaping children’s lifetime earnings. This influence of parental incomes on children’s earnings rises as the children age because the returns to education rise. Despite Finland’s well-developed welfare state, persistence in economic status across generations is much higher than previously thought. Copyright Springer-Verlag 2013

Suggested Citation

  • Robert Lucas & Sari Kerr, 2013. "Intergenerational income immobility in Finland: contrasting roles for parental earnings and family income," Journal of Population Economics, Springer;European Society for Population Economics, vol. 26(3), pages 1057-1094, July.
    • Handle: RePEc:spr:jopoec:v:26:y:2013:i:3:p:1057-1094
    DOI: 10.1007/s00148-012-0442-8
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s00148-012-0442-8
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s00148-012-0442-8?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Eric R. Eide & Mark H. Showalter, 2000. "A note on the rate of intergenerational convergence of earnings," Journal of Population Economics, Springer;European Society for Population Economics, vol. 13(1), pages 159-162.
    2. Jantti, Markus & Bratsberg, Bernt & Roed, Knut & Raaum, Oddbjorn & Naylor, Robin & Osterbacka, Eva & Bjorklund, Anders & Eriksson, Tor, 2005. "American exceptionalism in a new light: a comparison of intergenerational earnings mobility in the Nordic countries, the United Kingdom and the United States," Economic Research Papers 269752, University of Warwick - Department of Economics.
    3. Lance J. Lochner & Alexander Monge-Naranjo, 2011. "The Nature of Credit Constraints and Human Capital," American Economic Review, American Economic Association, vol. 101(6), pages 2487-2529, October.
    4. Laura Chadwick & Gary Solon, 2002. "Intergenerational Income Mobility Among Daughters," American Economic Review, American Economic Association, vol. 92(1), pages 335-344, March.
    5. Bhashkar Mazumder, 2005. "Fortunate Sons: New Estimates of Intergenerational Mobility in the United States Using Social Security Earnings Data," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 235-255, May.
    6. Jere R. Behrman & Mark R. Rosenzweig, 2002. "Does Increasing Women's Schooling Raise the Schooling of the Next Generation?," American Economic Review, American Economic Association, vol. 92(1), pages 323-334, March.
    7. Michael Baker & Gary Solon, 2003. "Earnings Dynamics and Inequality among Canadian Men, 1976-1992: Evidence from Longitudinal Income Tax Records," Journal of Labor Economics, University of Chicago Press, vol. 21(2), pages 267-288, April.
    8. 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.
    9. Miles Corak & Andrew Heisz, 1999. "The Intergenerational Earnings and Income Mobility of Canadian Men: Evidence from Longitudinal Income Tax Data," Journal of Human Resources, University of Wisconsin Press, vol. 34(3), pages 504-533.
    10. Diego Restuccia & Carlos Urrutia, 2004. "Intergenerational Persistence of Earnings: The Role of Early and College Education," American Economic Review, American Economic Association, vol. 94(5), pages 1354-1378, December.
    11. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," Journal of Human Capital, University of Chicago Press, vol. 1(1), pages 37-89.
    12. Miles Corak, 2006. "Do Poor Children Become Poor Adults? Lessons from a Cross-Country Comparison of Generational Earnings Mobility," Research on Economic Inequality, in: Dynamics of Inequality and Poverty, pages 143-188, Emerald Group Publishing Limited.
    13. Couch, Kenneth A. & Lillard, Dean R., 1998. "Sample selection rules and the intergenerational correlation of earnings," Labour Economics, Elsevier, vol. 5(3), pages 313-329, September.
    14. Jere Behrman & Paul Taubman, 1989. "A test of the Easterlin fertility model using income," Demography, Springer;Population Association of America (PAA), vol. 26(1), pages 117-123, February.
    15. Steven Haider & Gary Solon, 2006. "Life-Cycle Variation in the Association between Current and Lifetime Earnings," American Economic Review, American Economic Association, vol. 96(4), pages 1308-1320, September.
    16. Philip Oreopoulos & Marianne Page & Ann Huff Stevens, 2008. "The Intergenerational Effects of Worker Displacement," Journal of Labor Economics, University of Chicago Press, vol. 26(3), pages 455-483, July.
    17. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    18. Grawe, Nathan D., 2006. "Lifecycle bias in estimates of intergenerational earnings persistence," Labour Economics, Elsevier, vol. 13(5), pages 551-570, October.
    19. Pekkarinen, Tuomas & Uusitalo, Roope & Kerr, Sari, 2009. "School tracking and intergenerational income mobility: Evidence from the Finnish comprehensive school reform," Journal of Public Economics, Elsevier, vol. 93(7-8), pages 965-973, August.
    20. Nathan D. Grawe, 2004. "Reconsidering the Use of Nonlinearities in Intergenerational Earnings Mobility as a Test for Credit Constraints," Journal of Human Resources, University of Wisconsin Press, vol. 39(3).
    21. M. R. Rosenzweig & Stark, O. (ed.), 1997. "Handbook of Population and Family Economics," Handbook of Population and Family Economics, Elsevier, edition 1, volume 1, number 1.
    22. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    23. Bernt Bratsberg & Knut Røed & Oddbjørn Raaum & Robin Naylor & Markus Ja¨ntti & Tor Eriksson & Eva O¨sterbacka, 2007. "Nonlinearities in Intergenerational Earnings Mobility: Consequences for Cross-Country Comparisons," Economic Journal, Royal Economic Society, vol. 117(519), pages 72-92, March.
    24. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2005. "Why the Apple Doesn't Fall Far: Understanding Intergenerational Transmission of Human Capital," American Economic Review, American Economic Association, vol. 95(1), pages 437-449, March.
    25. Black, Sandra E. & Devereux, Paul J., 2011. "Recent Developments in Intergenerational Mobility," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 16, pages 1487-1541, Elsevier.
    26. Haoming Liu & Jinli Zeng, 2009. "Genetic ability and intergenerational earnings mobility," Journal of Population Economics, Springer;European Society for Population Economics, vol. 22(1), pages 75-95, January.
    27. Gary Solon, 2002. "Cross-Country Differences in Intergenerational Earnings Mobility," Journal of Economic Perspectives, American Economic Association, vol. 16(3), pages 59-66, Summer.
    28. Jere Behrman & Hans-Peter Kohler & Vibeke Jensen & Dorthe Pedersen & Inge Petersen & Paul Bingley & Kaare Christensen, 2011. "Does More Schooling Reduce Hospitalization and Delay Mortality? New Evidence Based on Danish Twins," Demography, Springer;Population Association of America (PAA), vol. 48(4), pages 1347-1375, November.
    29. Behrman, Jere R. & Pollak, Robert A. & Taubman, Paul, 1995. "From Parent to Child," University of Chicago Press Economics Books, University of Chicago Press, edition 1, number 9780226041568, October.
    30. Gary S. Becker & Nigel Tomes, 1994. "Human Capital and the Rise and Fall of Families," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 257-298, National Bureau of Economic Research, Inc.
    31. Becker, Gary S, 1972. "Schooling and Inequality from Generation to Generation: Comment," Journal of Political Economy, University of Chicago Press, vol. 80(3), pages 252-255, Part II, .
    32. 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.
    33. Jere R. Behrman & Paul Taubman, 1990. "The Intergenerational Correlation Between Children'S Adult Earnings And Their Parents' Income: Results From The Michigan Panel Survey Of Income Dynamics," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 36(2), pages 115-127, June.
    34. Chiara Pronzato, 2012. "An examination of paternal and maternal intergenerational transmission of schooling," Journal of Population Economics, Springer;European Society for Population Economics, vol. 25(2), pages 591-608, January.
    35. Levine, D.I., 1999. "Choosing the Right Parents: Changes in the Intergenerational Transmission of Inequality Between the 1970s and the Early 1990s," Papers 72, California Berkeley - Institute of Industrial Relations.
    36. Gaviria, Alejandro, 2002. "Intergenerational mobility, sibling inequality and borrowing constraints," Economics of Education Review, Elsevier, vol. 21(4), pages 331-340, August.
    37. 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.
    38. Dearden, Lorraine & Machin, Stephen & Reed, Howard, 1997. "Intergenerational Mobility in Britain," Economic Journal, Royal Economic Society, vol. 107(440), pages 47-66, January.
    39. Erik Plug & Wim Vijverberg, 2003. "Schooling, Family Background, and Adoption: Is It Nature or Is It Nurture?," Journal of Political Economy, University of Chicago Press, vol. 111(3), pages 611-641, June.
    40. Anders Bohlmark & Matthew J. Lindquist, 2006. "Life-Cycle Variations in the Association between Current and Lifetime Income: Replication and Extension for Sweden," Journal of Labor Economics, University of Chicago Press, vol. 24(4), pages 879-900, October.
    41. Solon, Gary, 1999. "Intergenerational mobility in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 29, pages 1761-1800, Elsevier.
    42. Behrman, Jere & Tarbman, Paul, 1985. "Intergenerational Earnings Mobility in the United States: Some Estimates and a Test of Becker's Intergenerational Endowments Model," The Review of Economics and Statistics, MIT Press, vol. 67(1), pages 144-151, February.
    43. Uusitalo, R. & Conneely, K., 1998. "Estimating Heterogeneous Treatment Effects in the Becker Schooling Model," University of Helsinki, Department of Economics 435, Department of Economics.
    44. Casey B. Mulligan, 1999. "Galton versus the Human Capital Approach to Inheritance," Journal of Political Economy, University of Chicago Press, vol. 107(S6), pages 184-224, December.
    45. Joseph G. Altonji & Thomas A. Dunn, 1991. "Relationships Among the Family Incomes and Labor Market Outcomes of Relatives," NBER Working Papers 3724, National Bureau of Economic Research, Inc.
    46. Eriksson, Tor & Jantti, Markus, 1997. "The distribution of earnings in Finland 1971-1990," European Economic Review, Elsevier, vol. 41(9), pages 1763-1779, December.
    47. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    48. Lillard, L-A & Kilburn, M-R, 1997. "Assortative Mating and Family Links in Permanent Earnings," Papers 97-02, RAND - Labor and Population Program.
    49. Chul-In Lee & Gary Solon, 2009. "Trends in Intergenerational Income Mobility," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 766-772, November.
    50. Tyra Ekhaugen, 2009. "Extracting the causal component from the intergenerational correlation in unemployment," Journal of Population Economics, Springer;European Society for Population Economics, vol. 22(1), pages 97-113, January.
    51. repec:bla:revinw:v:36:y:1990:i:2:p:115-27 is not listed on IDEAS
    52. Bruce Sacerdote, 2007. "How Large are the Effects from Changes in Family Environment? A Study of Korean American Adoptees," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 119-157.
    53. 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.
    54. Solon, Gary, 1992. "Intergenerational Income Mobility in the United States," American Economic Review, American Economic Association, vol. 82(3), pages 393-408, June.
    55. Erik Plug & Wim Vijverberg, 2005. "Does Family Income Matter for Schooling Outcomes? Using Adoptees as a Natural Experiment," Economic Journal, Royal Economic Society, vol. 115(506), pages 879-906, October.
    56. Becker, Gary S & Tomes, Nigel, 1979. "An Equilibrium Theory of the Distribution of Income and Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 87(6), pages 1153-1189, December.
    57. Bowles, Samuel, 1972. "Schooling and Inequality from Generation to Generation," Journal of Political Economy, University of Chicago Press, vol. 80(3), pages 219-251, Part II, .
    58. Yongil Jeon & Michael P. Shields, 2005. "The Easterlin hypothesis in the recent experience of higher-income OECD countries: A panel-data approach," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(1), pages 1-13, August.
    59. Zimmerman, David J, 1992. "Regression toward Mediocrity in Economic Stature," American Economic Review, American Economic Association, vol. 82(3), pages 409-429, June.
    60. Matthew Robertson & Arun S. Roy, 1982. "Fertility, Labor Force Participation and the Relative Income Hypothesis:," American Journal of Economics and Sociology, Wiley Blackwell, vol. 41(4), pages 339-350, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Kraay, Aart & McKenzie, David, 2014. "Do poverty traps exist ?," Policy Research Working Paper Series 6835, The World Bank.
    2. Gary Solon, 2018. "What Do We Know So Far about Multigenerational Mobility?," Economic Journal, Royal Economic Society, vol. 128(612), pages 340-352, July.
    3. Arnaud Lefranc & Fumiaki Ojima & Takashi Yoshida, 2014. "Intergenerational earnings mobility in Japan among sons and daughters: levels and trends," Journal of Population Economics, Springer;European Society for Population Economics, vol. 27(1), pages 91-134, January.
    4. Giovanni Razzu & Ayago Wambile, 2020. "Three-generation educational mobility in six African countries," Economics Discussion Papers em-dp2020-23, Department of Economics, University of Reading.
    5. Aydemir, Abdurrahman B. & Yazici, Hakki, 2017. "Intergenerational Education Mobility and the Level of Development: Evidence from Turkey," IZA Discussion Papers 11164, Institute of Labor Economics (IZA).
    6. Mikael Lindahl & Mårten Palme & Sofia Sandgren Massih & Anna Sjögren, 2015. "Long-Term Intergenerational Persistence of Human Capital: An Empirical Analysis of Four Generations," Journal of Human Resources, University of Wisconsin Press, vol. 50(1), pages 1-33.
    7. Henri Salokangas, 2016. "The long-term effects of alcohol availability on mortality: Evidence from an alcohol reform," Discussion Papers 115, Aboa Centre for Economics.
    8. Ari Hyytinen & Pekka Ilmakunnas & Edvard Johansson & Otto Toivanen, 2019. "Heritability of lifetime earnings," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 17(3), pages 319-335, September.
    9. Aydemir, Abdurrahman B. & Yazici, Hakki, 2019. "Intergenerational education mobility and the level of development," European Economic Review, Elsevier, vol. 116(C), pages 160-185.
    10. Juan C. Palomino & Gustavo A. Marrero & Juan G. Rodríguez, 2018. "One size doesn’t fit all: a quantile analysis of intergenerational income mobility in the U.S. (1980–2010)," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 16(3), pages 347-367, September.
    11. Chenhong Peng & Paul Siu Fai Yip & Yik Wa Law, 2019. "Intergenerational Earnings Mobility and Returns to Education in Hong Kong: A Developed Society with High Economic Inequality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(1), pages 133-156, May.
    12. Kroeger, Sarah & Thompson, Owen, 2016. "Educational mobility across three generations of American women," Economics of Education Review, Elsevier, vol. 53(C), pages 72-86.
    13. Colagrossi, Marco & d’Hombres, Béatrice & Schnepf, Sylke V, 2020. "Like (grand)parent, like child? Multigenerational mobility across the EU," European Economic Review, Elsevier, vol. 130(C).

    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. Anna Christina D'Addio, 2007. "Intergenerational Transmission of Disadvantage: Mobility or Immobility Across Generations?," OECD Social, Employment and Migration Working Papers 52, OECD Publishing.
    2. Markus Jäntti & Stephen P. Jenkins, 2013. "Income Mobility," SOEPpapers on Multidisciplinary Panel Data Research 607, DIW Berlin, The German Socio-Economic Panel (SOEP).
    3. Florencia Torche, 2015. "Analyses of Intergenerational Mobility," The ANNALS of the American Academy of Political and Social Science, , vol. 657(1), pages 37-62, January.
    4. Cardak, Buly A. & Johnston, David W. & Martin, Vance L., 2013. "Intergenerational earnings mobility: A new decomposition of investment and endowment effects," Labour Economics, Elsevier, vol. 24(C), pages 39-47.
    5. Bertha Rohenkohl, 2019. "Intergenerational Income Mobility in the UK:New evidence using the BHPS and Understanding Society," Working Papers 2019017, The University of Sheffield, Department of Economics.
    6. Black, Sandra E. & Devereux, Paul J., 2011. "Recent Developments in Intergenerational Mobility," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 16, pages 1487-1541, Elsevier.
    7. Doan, Quang Hung & Nguyen, Ngoc Anh, 2016. "Intergenerational Income Mobility in Vietnam," MPRA Paper 70603, University Library of Munich, Germany.
    8. Quheng Deng & Björn Gustafsson & Shi Li, 2013. "Intergenerational Income Persistence in Urban China," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(3), pages 416-436, September.
    9. Michelle M. Miller & Frank McIntyre, 2020. "Does Money Matter for Intergenerational Income Transmission?," Southern Economic Journal, John Wiley & Sons, vol. 86(3), pages 941-970, January.
    10. Corak, Miles & Piraino, Patrizio, 2010. "Intergenerational Earnings Mobility and the Inheritance of Employers," IZA Discussion Papers 4876, Institute of Labor Economics (IZA).
    11. Espen Bratberg & Karsten Elseth Rieck & Kjell Vaage, 2014. "Intergenerational earnings mobility and divorce," Journal of Population Economics, Springer;European Society for Population Economics, vol. 27(4), pages 1107-1126, October.
    12. Daniel D. Schnitzlein, 2016. "A New Look at Intergenerational Mobility in Germany Compared to the U.S," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 62(4), pages 650-667, December.
    13. Eisenhauer, Philipp & Pfeiffer, Friedhelm, 2008. "Assessing intergenerational earnings persistence among German workers," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 41(2/3), pages 119-137.
    14. Bernt Bratsberg & Knut Røed & Oddbjørn Raaum & Robin Naylor & Markus Ja¨ntti & Tor Eriksson & Eva O¨sterbacka, 2007. "Nonlinearities in Intergenerational Earnings Mobility: Consequences for Cross-Country Comparisons," Economic Journal, Royal Economic Society, vol. 117(519), pages 72-92, March.
    15. Yoko Niimi, 2018. "Do borrowing constraints matter for intergenerational educational mobility? Evidence from Japan," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 23(4), pages 628-656, October.
    16. Chen, Wen-Hao & Ostrovsky, Yuri & Piraino, Patrizio, 2017. "Lifecycle variation, errors-in-variables bias and nonlinearities in intergenerational income transmission: new evidence from Canada," Labour Economics, Elsevier, vol. 44(C), pages 1-12.
    17. Ben-Halima, B. & Chusseau, N. & Hellier, J., 2014. "Skill premia and intergenerational education mobility: The French case," Economics of Education Review, Elsevier, vol. 39(C), pages 50-64.
    18. Raaum Oddbjørn & Bratsberg Bernt & Røed Knut & Österbacka Eva & Eriksson Tor & Jäntti Markus & Naylor Robin A, 2008. "Marital Sorting, Household Labor Supply, and Intergenerational Earnings Mobility across Countries," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(2), pages 1-49, January.
    19. Qin, Xuezheng & Wang, Tianyu & Zhuang, Castiel Chen, 2016. "Intergenerational transfer of human capital and its impact on income mobility: Evidence from China," China Economic Review, Elsevier, vol. 38(C), pages 306-321.
    20. Bhashkar Mazumder, 2018. "Intergenerational Mobility in the United States: What We Have Learned from the PSID," The ANNALS of the American Academy of Political and Social Science, , vol. 680(1), pages 213-234, November.

    More about this item

    Keywords

    Intergenerational explanations panel; J62; J13; I21;
    All these keywords.

    JEL classification:

    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion
    • J13 - Labor and Demographic Economics - - Demographic Economics - - - Fertility; Family Planning; Child Care; Children; Youth
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education

    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:spr:jopoec:v:26:y:2013:i:3:p:1057-1094. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.