IDEAS home Printed from https://ideas.repec.org/p/edn/sirdps/499.html
   My bibliography  Save this paper

Intergenerational Mobility and the Informative Content of Surnames

Author

Listed:
  • Guell, Maia
  • Mora, Jose V. Rodriguez
  • Telmer, Christopher I.

Abstract

We propose a new methodology for measuring intergenerational mobility in economic wellbeing. Our method is based on the joint distribution of surnames and economic outcomes. It circumvents the need for intergenerational panel data, a long-standing stumbling block for understanding mobility. A single cross-sectional dataset is su cient. Our main idea is simple. If `inheritance' is important for economic outcomes, then rare surnames should predict economic outcomes in the cross-section. This is because rare surnames are indicative of familial linkages. Of course, if the number of rare surnames is small, this won't work. But rare surnames are abundant in the highly-skewed nature of surname distributions from most Western societies. We develop a model that articulates this idea and shows that the more important is inheritance, the more informative will be surnames. This result is robust to a variety of di erent assumptions about fertility and mating. We apply our method using the 2001 census from Catalonia, a large region of Spain. We use educational attainment as a proxy for overall economic well-being. Our main nding is that mobility has decreased among the di erent generations of the 20th century. A complementary analysis based on sibling correlations con rms our results and provides a robustness check on our method. Our model and our data allow us to examine one possible explanation for the observed decrease in mobility. We nd that the degree of assortative mating has increased over time. Overall, we argue that our method has promise because it can tap the vast mines of census data that are available in a heretofore unexploited manner.

Suggested Citation

  • Guell, Maia & Mora, Jose V. Rodriguez & Telmer, Christopher I., 2013. "Intergenerational Mobility and the Informative Content of Surnames," SIRE Discussion Papers 2013-75, Scottish Institute for Research in Economics (SIRE).
  • Handle: RePEc:edn:sirdps:499
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10943/499
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Kenneth A. Couch & Thomas A. Dunn, 1997. "Intergenerational Correlations in Labor Market Status: A Comparison of the United States and Germany," Journal of Human Resources, University of Wisconsin Press, vol. 32(1), pages 210-232.
    2. Peter Gottschalk & Enrico Spolaore, 2002. "On the Evaluation of Economic Mobility," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(1), pages 191-208.
    3. Robert Shimer & Lones Smith, 2000. "Assortative Matching and Search," Econometrica, Econometric Society, vol. 68(2), pages 343-370, March.
    4. Dearden, Lorraine & Machin, Stephen & Reed, Howard, 1997. "Intergenerational Mobility in Britain," Economic Journal, Royal Economic Society, vol. 107(440), pages 47-66, January.
    5. Pascual, Marta, 2009. "Intergenerational income mobility: The transmission of socio-economic status in Spain," Journal of Policy Modeling, Elsevier, vol. 31(6), pages 835-846, November.
    6. Lam, David & Schoeni, Robert F, 1993. "Effects of Family Background on Earnings and Returns to Schooling: Evidence from Brazil," Journal of Political Economy, University of Chicago Press, vol. 101(4), pages 710-740, August.
    7. Raquel Fernández & Nezih Guner & John Knowles, 2005. "Love and Money: A Theoretical and Empirical Analysis of Household Sorting and Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 273-344.
    8. Thomas Piketty, 1995. "Social Mobility and Redistributive Politics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 551-584.
    9. 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.
    10. Laura Chadwick & Gary Solon, 2002. "Intergenerational Income Mobility Among Daughters," American Economic Review, American Economic Association, vol. 92(1), pages 335-344, March.
    11. 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.
    12. Simona Comi, 2003. "Intergenerational mobility in Europe: evidence from ECHP," Departmental Working Papers 2003-03, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
    13. Marimon, Ramon & Zilibotti, Fabrizio, 1999. "Unemployment vs. Mismatch of Talents: Reconsidering Unemployment Benefits," Economic Journal, Royal Economic Society, vol. 109(455), pages 266-291, April.
    14. 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.
    15. Angelucci, Manuela & De Giorgi, Giacomo & Rangel, Marcos A. & Rasul, Imran, 2010. "Family networks and school enrolment: Evidence from a randomized social experiment," Journal of Public Economics, Elsevier, vol. 94(3-4), pages 197-221, April.
    16. Checchi, Daniele & Ichino, Andrea & Rustichini, Aldo, 1999. "More equal but less mobile?: Education financing and intergenerational mobility in Italy and in the US," Journal of Public Economics, Elsevier, vol. 74(3), pages 351-393, December.
    17. Raquel Fernández & Richard Rogerson, 2001. "Sorting and Long-Run Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(4), pages 1305-1341.
    18. repec:bla:revinw:v:46:y:2000:i:4:p:421-36 is not listed on IDEAS
    19. 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.
    20. Roland G. Fryer & Steven D. Levitt, 2004. "The Causes and Consequences of Distinctively Black Names," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 767-805.
    21. Susan E. Mayer & Leonard M. Lopoo, 2005. "Has the Intergenerational Transmission of Economic Status Changed?," Journal of Human Resources, University of Wisconsin Press, vol. 40(1).
    22. Nathan D. Grawe, 2010. "Primary and Secondary School Quality and Intergenerational Earnings Mobility," Journal of Human Capital, University of Chicago Press, vol. 4(4), pages 331-364.
    23. Markus Jäntti & Eva Österbacka & Oddbjörn Raaum & Tor Eriksson & Anders Björklund, 2002. "Brother correlations in earnings in Denmark, Finland, Norway and Sweden compared to the United States," Journal of Population Economics, Springer;European Society for Population Economics, vol. 15(4), pages 757-772.
    24. Parman, John, 2011. "American Mobility and the Expansion of Public Education," The Journal of Economic History, Cambridge University Press, vol. 71(1), pages 105-132, March.
    25. Gary Solon & Mary Corcoran & GRoger Gordon & Deborah Laren, 1991. "A Longitudinal Analysis of Sibling Correlations in Economic Status," Journal of Human Resources, University of Wisconsin Press, vol. 26(3), pages 509-534.
    26. Marianne Bertrand & Sendhil Mullainathan, 2004. "Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination," American Economic Review, American Economic Association, vol. 94(4), pages 991-1013, September.
    27. 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.
    28. Becker, Gary S, 1973. "A Theory of Marriage: Part I," Journal of Political Economy, University of Chicago Press, vol. 81(4), pages 813-846, July-Aug..
    29. Andrés Romeu & M. Dolores Collado & Ignacio Ortuño Ortín, 2006. "Vertical Transmission Of Consumption Behavior And The Distribution Of Surnames," Working Papers. Serie AD 2006-09, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
    30. Ferreira, Sergio Guimarães & Veloso, Fernando A., 2006. "Intergenerational Mobility of Wages in Brazil," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 26(2), November.
    31. repec:bla:revinw:v:36:y:1990:i:2:p:115-27 is not listed on IDEAS
    32. 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.
    33. Leigh Andrew, 2007. "Intergenerational Mobility in Australia," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(2), pages 1-28, December.
    34. Gary Solon, 2002. "Cross-Country Differences in Intergenerational Earnings Mobility," Journal of Economic Perspectives, American Economic Association, vol. 16(3), pages 59-66, Summer.
    35. repec:bla:scandj:v:103:y:2001:i:3:p:467-84 is not listed on IDEAS
    36. Michael Kremer, 1997. "How Much does Sorting Increase Inequality?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 115-139.
    37. Javier Ortega, 2007. "Determinantes del nivel de catalán de los inmigrantes en Cataluña: Un análisis de sección cruzada a nivel comarcal," Working Papers 2007-25, FEDEA.
    38. David de la Croix & Matthias Doepke, 2003. "Inequality and Growth: Why Differential Fertility Matters," American Economic Review, American Economic Association, vol. 93(4), pages 1091-1113, September.
    39. Daniel Aaronson & Bhashkar Mazumder, 2005. "Intergenerational economic mobility in the U.S., 1940 to 2000," Working Paper Series WP-05-12, Federal Reserve Bank of Chicago.
    40. repec:cor:louvrp:-1676 is not listed on IDEAS
    41. Marianne E. Page & Gary Solon, 2003. "Correlations between Brothers and Neighboring Boys in Their Adult Earnings: The Importance of Being Urban," Journal of Labor Economics, University of Chicago Press, vol. 21(4), pages 831-856, October.
    42. Solon, Gary, 1992. "Intergenerational Income Mobility in the United States," American Economic Review, American Economic Association, vol. 82(3), pages 393-408, June.
    43. 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.
    44. Oriol Aspachs-Bracons & Irma Clots-Figueras & Joan Costa-Font & Paolo Masella, 2008. "Compulsory Language Educational Policies and Identity Formation," Journal of the European Economic Association, MIT Press, vol. 6(2-3), pages 434-444, 04-05.
    45. Bjorklund, Anders & Jantti, Markus, 1997. "Intergenerational Income Mobility in Sweden Compared to the United States," American Economic Review, American Economic Association, vol. 87(5), pages 1009-1018, December.
    46. Ng Irene, 2007. "Intergenerational Income Mobility in Singapore," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(2), pages 1-35, October.
    47. Eva Osterbacka, 2001. "Family Background and Economic Status in Finland," Scandinavian Journal of Economics, Wiley Blackwell, vol. 103(3), pages 467-484, September.
    48. John Ermisch & Marco Francesconi & Thomas Siedler, 2006. "Intergenerational Mobility and Marital Sorting," Economic Journal, Royal Economic Society, vol. 116(513), pages 659-679, July.
    49. Holmlund, Helena, 2006. "Intergenerational Mobility and Assortative Mating. Effects of an Educational Reform," Working Paper Series 4/2006, Stockholm University, Swedish Institute for Social Research.
    50. Torun ÖSterberg, 2000. "Intergenerational Income Mobility In Sweden: What Do Tax‐Data Show?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 46(4), pages 421-436, December.
    51. Lillard, L.A. & Kilburn, M.R., 1995. "Intergenerational Earnings Links: Sons and Daughters," Papers 95-17, RAND - Labor and Population Program.
    52. 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.
    53. Gavilan, Angel, 2012. "Wage inequality, segregation by skill and the price of capital in an assignment model," European Economic Review, Elsevier, vol. 56(1), pages 116-137.
    54. Dunn Christopher E, 2007. "The Intergenerational Transmission of Lifetime Earnings: Evidence from Brazil," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(2), pages 1-42, October.
    55. Dahan, Momi & Gaviria, Alejandro, 2001. "Sibling Correlations and Intergenerational Mobility in Latin America," Economic Development and Cultural Change, University of Chicago Press, vol. 49(3), pages 537-554, April.
    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. Michele Raitano & Francesco Vona, 2015. "Direct and Indirect Influences of Parental Background on Children's Earnings: a Comparison across Countries and Genders," Manchester School, University of Manchester, vol. 83(4), pages 423-450, July.
    2. Maia Güell & José V. Rodríguez Mora & Christopher I. Telmer, 2015. "The Informational Content of Surnames, the Evolution of Intergenerational Mobility, and Assortative Mating," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 693-735.
    3. Stéphane Benveniste, 2023. "Like Father, Like Child: Intergenerational Mobility in the French Grandes Écoles throughout the 20 th Century," AMSE Working Papers 2318, Aix-Marseille School of Economics, France.
    4. Angelucci Manuela & De Giorgi Giacomo & Rangel Marcos & Rasul Imran, 2009. "Village Economies and the Structure of Extended Family Networks," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 9(1), pages 1-46, October.
    5. Jurajda, Stepán & Münich, Daniel, 2010. "Admission to selective schools, alphabetically," Economics of Education Review, Elsevier, vol. 29(6), pages 1100-1109, December.
    6. Romeu, Andrés & Collado, M. Dolores & Ortuño Ortin, Ignacio, 2013. "Long-run intergenerational social mobility and the distribution of surnames," UMUFAE Economics Working Papers 36768, DIGITUM. Universidad de Murcia.
    7. Michele Raitano & Francesco Vona, 2015. "Measuring the link between intergenerational occupational mobility and earnings: evidence from eight European countries," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 13(1), pages 83-102, March.
    8. Raitano Michele & Vona Francesco, 2018. "From the Cradle to the Grave: The Influence of Family Background on the Career Path of Italian Men," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 80(6), pages 1062-1088, December.
    9. María Cervini-Plá, 2015. "Intergenerational Earnings and Income Mobility in Spain," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 61(4), pages 812-828, December.
    10. Paweł Bukowski & Gregory Clark & Attila Gáspár & Rita Pető, 2022. "Social Mobility and Political Regimes: Intergenerational Mobility in Hungary, 1949–2017," Journal of Population Economics, Springer;European Society for Population Economics, vol. 35(4), pages 1551-1588, October.
    11. John Hassler & José Rodríguez Mora & Joseph Zeira, 2007. "Inequality and mobility," Journal of Economic Growth, Springer, vol. 12(3), pages 235-259, September.
    12. Giovanni Abramo & Ciriaco Andrea D’Angelo & Francesco Rosati, 2015. "The determinants of academic career advancement: Evidence from Italy," Science and Public Policy, Oxford University Press, vol. 42(6), pages 761-774.
    13. Clark, Gregory & Cummins, Neil & Hao, Yu & Vidal, Dan Diaz, 2015. "Surnames: A new source for the history of social mobility," Explorations in Economic History, Elsevier, vol. 55(C), pages 3-24.
    14. Ruben Durante & Giovanna Labartino & Roberto Perotti, 2011. "Academic Dynasties: Decentralization and Familism in the Italian Academia," NBER Working Papers 17572, National Bureau of Economic Research, Inc.
    15. Yona Rubinstein & Dror Brenner, 2014. "Pride and Prejudice: Using Ethnic-Sounding Names and Inter-Ethnic Marriages to Identify Labour Market Discrimination," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 389-425.
    16. Zaccaria, Luana, 2023. "Are family and friends the wrong investors? Evidence from U.S. start-ups," Journal of Corporate Finance, Elsevier, vol. 79(C).
    17. Zhi Li & Hai Zhong, 2017. "The impact of higher education expansion on intergenerational mobility," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 25(4), pages 575-591, October.
    18. repec:hal:spmain:info:hdl:2441/eu4vqp9ompqllr09iguam2l20 is not listed on IDEAS
    19. Olivetti, Claudia & Paserman, Daniele, 2013. "In the Name of the Son (and the Daughter): Intergenerational Mobility in the United States, 1850-1930," CEPR Discussion Papers 9372, C.E.P.R. Discussion Papers.
    20. Ruben Durante & Giovanna Labartino & Roberto Perotti, 2011. "Academic Dynasties: Decentralization and familism ind the Italian academia," Working Papers hal-03609936, HAL.
    21. Ruben Durante & Giovanna Labartino & Roberto Perotti, 2011. "Academic Dynasties: Decentralization and familism ind the Italian academia," SciencePo Working papers hal-03609936, HAL.
    22. repec:spo:wpmain:info:hdl:2441/eu4vqp9ompqllr09iguam2l20 is not listed on IDEAS
    23. Gregory Clark, 2011. "Was there ever a ruling class? Social and economic mobility in England, 1200-2010," Working Papers 11037, Economic History Society.
    24. Ruben Durante & Giovanna Labartino & Roberto Perotti, 2011. "Academic Dynasties: Decentralization and familism ind the Italian academia," SciencePo Working papers Main hal-03609936, HAL.

    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. Maia Güell & José V. Rodríguez Mora & Christopher I. Telmer, 2014. "Intergenerational Mobility and the Informational Content of Surnames," Working Papers 2014-01, FEDEA.
    2. Maia Güell & José V. Rodríguez Mora & Christopher I. Telmer, 2015. "The Informational Content of Surnames, the Evolution of Intergenerational Mobility, and Assortative Mating," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 693-735.
    3. Anna Christina D'Addio, 2007. "Intergenerational Transmission of Disadvantage: Mobility or Immobility Across Generations?," OECD Social, Employment and Migration Working Papers 52, OECD Publishing.
    4. Markus Jäntti & Stephen P. Jenkins, 2013. "Income Mobility," SOEPpapers on Multidisciplinary Panel Data Research 607, DIW Berlin, The German Socio-Economic Panel (SOEP).
    5. Maribel Jiménez, 2011. "Un Análisis Empírico de las No Linealidades en la Movilidad Intergeneracional del Ingreso. El caso de la Argentina," CEDLAS, Working Papers 0114, CEDLAS, Universidad Nacional de La Plata.
    6. 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.
    7. Maribel Jiménez, 2016. "Movilidad Intergeneracional del Ingreso en Argentina. Un Análisis de sus Cambios Temporales desde el Enfoque de Igualdad de Oportunidades," CEDLAS, Working Papers 0203, CEDLAS, Universidad Nacional de La Plata.
    8. Honge Gong & Andrew Leigh & Xin Meng, 2012. "Intergenerational Income Mobility In Urban China," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 58(3), pages 481-503, September.
    9. 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.
    10. 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.
    11. 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.
    12. Ng, Irene Y.H. & Shen, Xiaoyi & Ho, Kong Weng, 2009. "Intergenerational earnings mobility in Singapore and the United States," Journal of Asian Economics, Elsevier, vol. 20(2), pages 110-119, March.
    13. John Ermisch & Marco Francesconi & Thomas Siedler, 2004. "Intergenerational Economic Mobility and Assortative Mating," Discussion Papers of DIW Berlin 448, DIW Berlin, German Institute for Economic Research.
    14. 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.
    15. Ermisch, John & Francesconi, Marco, 2002. "Intergenerational Social Mobility and Assortative Mating in Britain," IZA Discussion Papers 465, Institute of Labor Economics (IZA).
    16. Arnaud Lefranc & Alain Trannoy, 2005. "Intergenerational earnings mobility in France: Is France more mobile than the U.S.?," Annals of Economics and Statistics, GENES, issue 78, pages 57-77.
    17. 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.
    18. 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.
    19. 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.
    20. Daniel D. Schnitzlein, 2008. "Verbunden über Generationen: Struktur und Ausmaß der intergenerationalen Einkommensmobilität in Deutschland," SOEPpapers on Multidisciplinary Panel Data Research 80, DIW Berlin, The German Socio-Economic Panel (SOEP).

    More about this item

    Keywords

    Surnames; intergenerational mobility; cross-sectional data analysis; population genetics; assortative mating; siblings;
    All these keywords.

    JEL classification:

    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J1 - Labor and Demographic Economics - - Demographic Economics

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:edn:sirdps:499. 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: Research Office (email available below). General contact details of provider: https://edirc.repec.org/data/sireeuk.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.