IDEAS home Printed from https://ideas.repec.org/p/zbw/vfsc16/145641.html
   My bibliography  Save this paper

Knowledge Capital and Aggregate Income Differences: Development Accounting for U.S. States

Author

Listed:
  • Ruhose, Jens
  • Hanushek, Eric A.
  • Woessmann, Ludger

Abstract

Although many U.S. state policies presume that human capital is important for state economic development, there is little research linking better education to state incomes. We develop detailed measures of skills of workers in each state based on school attainment from census micro data and on cognitive skills from state- and country-of-origin achievement tests. These new measures of knowledge capital permit development accounting analyses calibrated with standard production parameters. We find that differences in knowledge capital account for 20-35 percent of the current variation in per-capita GDP among states, with roughly even contributions by school attainment and cognitive skills. Similar results emerge from growth accounting analyses, emphasizing the importance of appropriately measuring worker skills. These estimates support emphasis on school improvement as a strategy for state economic development.

Suggested Citation

  • Ruhose, Jens & Hanushek, Eric A. & Woessmann, Ludger, 2016. "Knowledge Capital and Aggregate Income Differences: Development Accounting for U.S. States," VfS Annual Conference 2016 (Augsburg): Demographic Change 145641, Verein für Socialpolitik / German Economic Association.
  • Handle: RePEc:zbw:vfsc16:145641
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/145641/1/VfS_2016_pid_6565.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Rodolfo E. Manuelli & Ananth Seshadri, 2014. "Human Capital and the Wealth of Nations," American Economic Review, American Economic Association, vol. 104(9), pages 2736-2762, September.
    2. Eric Hanushek & Ludger Woessmann, 2012. "Do better schools lead to more growth? Cognitive skills, economic outcomes, and causation," Journal of Economic Growth, Springer, vol. 17(4), pages 267-321, December.
    3. Andrés Erosa & Tatyana Koreshkova & Diego Restuccia, 2010. "How Important Is Human Capital? A Quantitative Theory Assessment of World Income Inequality," Review of Economic Studies, Oxford University Press, vol. 77(4), pages 1421-1449.
    4. Caselli, Francesco, 2005. "Accounting for Cross-Country Income Differences," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 9, pages 679-741, Elsevier.
    5. Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), 2011. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 4, number 4, June.
    6. Joseph G. Altonji & Charles R. Pierret, 2001. "Employer Learning and Statistical Discrimination," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 313-350.
    7. Jesúús Fernández-Huertas Moraga, 2011. "New Evidence on Emigrant Selection," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 72-96, February.
    8. Raj Chetty & John N. Friedman & Nathaniel Hilger & Emmanuel Saez & Diane Whitmore Schanzenbach & Danny Yagan, 2011. "How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1593-1660.
    9. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    10. Hanushek, Eric A. & Schwerdt, Guido & Wiederhold, Simon & Woessmann, Ludger, 2015. "Returns to skills around the world: Evidence from PIAAC," European Economic Review, Elsevier, vol. 73(C), pages 103-130.
    11. Eric A. Hanushek & Jens Ruhose & Ludger Woessmann, 2017. "Knowledge Capital and Aggregate Income Differences: Development Accounting for US States," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(4), pages 184-224, October.
    12. Nicola Gennaioli & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2013. "Human Capital and Regional Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 105-164.
    13. Philippe Aghion & Peter Howitt, 2009. "The Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012634, December.
    14. Borjas, George J. & Bronars, Stephen G. & Trejo, Stephen J., 1992. "Self-selection and internal migration in the United States," Journal of Urban Economics, Elsevier, vol. 32(2), pages 159-185, September.
    15. Card, David & Krueger, Alan B, 1992. "Does School Quality Matter? Returns to Education and the Characteristics of Public Schools in the United States," Journal of Political Economy, University of Chicago Press, vol. 100(1), pages 1-40, February.
    16. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    17. Eric A. Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Journal of Economic Literature, American Economic Association, vol. 46(3), pages 607-668, September.
    18. You, Hye Mi, 2014. "The contribution of rising school quality to U.S. economic growth," Journal of Monetary Economics, Elsevier, vol. 63(C), pages 95-106.
    19. 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.
    20. Benjamin F. Jones, 2014. "The Human Capital Stock: A Generalized Approach," American Economic Review, American Economic Association, vol. 104(11), pages 3752-3777, November.
    21. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, March.
    22. Bishop, John Hillman, 1989. "Is the Test Score Decline Responsible for the Productivity Growth Decline?," American Economic Review, American Economic Association, vol. 79(1), pages 178-197, March.
    23. David McKenzie & John Gibson & Steven Stillman, 2010. "How Important Is Selection? Experimental vs. Non-Experimental Measures of the Income Gains from Migration," Journal of the European Economic Association, MIT Press, vol. 8(4), pages 913-945, June.
    24. Caselli, Francesco, 2014. "The Latin American efficiency gap," LSE Research Online Documents on Economics 60358, London School of Economics and Political Science, LSE Library.
    25. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 5266, London School of Economics and Political Science, LSE Library.
    26. Jaeger, David A, 1997. "Reconciling the Old and New Census Bureau Education Questions: Recommendations for Researchers," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(3), pages 300-309, July.
    27. Giovanni Peri, 2016. "The Effect Of Immigration On Productivity: Evidence From U.S. States," World Scientific Book Chapters, in: The Economics of International Migration, chapter 8, pages 265-275, World Scientific Publishing Co. Pte. Ltd..
    28. Matthew J. Higgins & Daniel Levy & Andrew T. Young, 2006. "Growth and Convergence across the United States: Evidence from County-Level Data," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 671-681, November.
    29. Edward L. Glaeser & Giacomo A. M. Ponzetto & Kristina Tobio, 2014. "Cities, Skills and Regional Change," Regional Studies, Taylor & Francis Journals, vol. 48(1), pages 7-43, January.
    30. 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.
    31. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    32. Francesco Caselli, 2014. "The Latin American Efficiency Gap," Discussion Papers 1421, Centre for Macroeconomics (CFM).
    33. Hanushek, Eric A. & Woessmann, Ludger, 2012. "Schooling, educational achievement, and the Latin American growth puzzle," Journal of Development Economics, Elsevier, vol. 99(2), pages 497-512.
    34. Chang-Tai Hsieh & Peter J. Klenow, 2010. "Development Accounting," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(1), pages 207-223, January.
    35. Hanushek, Eric A., 2011. "The economic value of higher teacher quality," Economics of Education Review, Elsevier, vol. 30(3), pages 466-479, June.
    36. Jovanovic, Boyan, 1979. "Job Matching and the Theory of Turnover," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 972-990, October.
    37. Chad Turner & Robert Tamura & Sean Mulholland, 2013. "How important are human capital, physical capital and total factor productivity for determining state economic growth in the United States, 1840–2000?," Journal of Economic Growth, Springer, vol. 18(4), pages 319-371, December.
    38. John Kennan, 2015. "Spatial Variation in Higher Education Financing and the Supply of College Graduates," NBER Working Papers 21065, National Bureau of Economic Research, Inc.
    39. Daniel Chiquiar & Gordon H. Hanson, 2005. "International Migration, Self-Selection, and the Distribution of Wages: Evidence from Mexico and the United States," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 239-281, April.
    40. Melissa Osborne & Herbert Gintis & Samuel Bowles, 2001. "The Determinants of Earnings: A Behavioral Approach," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1137-1176, December.
    41. Caselli, Francesco, 2014. "The Latin American efficiency gap," LSE Research Online Documents on Economics 86336, London School of Economics and Political Science, LSE Library.
    42. Eric A. Hanushek & Lei Zhang, 2006. "Quality-Consistent Estimates of International Returns to Skill," NBER Working Papers 12664, National Bureau of Economic Research, Inc.
    43. Chad Turner & Robert Tamura & Sean Mulholland & Scott Baier, 2007. "Education and income of the states of the United States: 1840–2000," Journal of Economic Growth, Springer, vol. 12(2), pages 101-158, June.
    44. Chiswick, Barry R., 1999. "Are Immigrants Favorably Self-Selected? An Economic Analysis," Working Papers 147, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
    45. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    46. Graham, Amy E. & Husted, Thomas A., 1993. "Understanding state variations in SAT scores," Economics of Education Review, Elsevier, vol. 12(3), pages 197-202, September.
    47. Antonio Ciccone & Elias Papaioannou, 2009. "Human Capital, the Structure of Production, and Growth," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 66-82, February.
    48. Robert Kaestner & Ofer Malamud, 2014. "Self-Selection and International Migration: New Evidence from Mexico," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 78-91, March.
    49. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    50. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    51. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    52. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    53. Robert Tamura, 2001. "Teachers, Growth, and Convergence," Journal of Political Economy, University of Chicago Press, vol. 109(5), pages 1021-1059, October.
    54. Murnane, Richard J & Willett, John B & Levy, Frank, 1995. "The Growing Importance of Cognitive Skills in Wage Determination," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 251-266, May.
    55. Richard J. Murnane & John B. Willett & Yves Duhaldeborde & John H. Tyler, 2000. "How important are the cognitive skills of teenagers in predicting subsequent earnings?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 19(4), pages 547-568.
    56. E. Gundlach & D. Rudman & L. Wossmann, 2002. "Second thoughts on development accounting," Applied Economics, Taylor & Francis Journals, vol. 34(11), pages 1359-1369.
    57. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," Econometrica, Econometric Society, vol. 70(6), pages 2367-2420, November.
    58. David Orr, 1999. "Book," Journal of Industrial Ecology, Yale University, vol. 3(4), pages 155-156, October.
    59. Grogger, Jeffrey & Hanson, Gordon H., 2011. "Income maximization and the selection and sorting of international migrants," Journal of Development Economics, Elsevier, vol. 95(1), pages 42-57, May.
    60. George J. Borjas, 2021. "Self-Selection and the Earnings of Immigrants," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 4, pages 69-91, World Scientific Publishing Co. Pte. Ltd..
    61. Barry Chiswick, 1999. "Are Immigrants Favorably Self-Selected?," American Economic Review, American Economic Association, vol. 89(2), pages 181-185, May.
    62. Heckman, James & Layne-Farrar, Anne & Todd, Petra, 1996. "Human Capital Pricing Equations with an Application to Estimating the Effect of Schooling Quality on Earnings," The Review of Economics and Statistics, MIT Press, vol. 78(4), pages 562-610, November.
    63. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    64. Todd Schoellman, 2012. "Education Quality and Development Accounting," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 388-417.
    65. Kaarsen, Nicolai, 2014. "Cross-country differences in the quality of schooling," Journal of Development Economics, Elsevier, vol. 107(C), pages 215-224.
    66. Rappaport, Jordan & Sachs, Jeffrey D, 2003. "The United States as a Coastal Nation," Journal of Economic Growth, Springer, vol. 8(1), pages 5-46, March.
    67. Bertoli, Simone & Fernández-Huertas Moraga, Jesús, 2015. "The size of the cliff at the border," Regional Science and Urban Economics, Elsevier, vol. 51(C), pages 1-6.
    68. 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.
    69. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    70. Lutz Hendricks, 2002. "How Important Is Human Capital for Development? Evidence from Immigrant Earnings," American Economic Review, American Economic Association, vol. 92(1), pages 198-219, March.
    71. Vogl, Tom S., 2014. "Height, skills, and labor market outcomes in Mexico," Journal of Development Economics, Elsevier, vol. 107(C), pages 84-96.
    72. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    73. Jerik Hanushek & Dennis Kimko, 2006. "Schooling, Labor-force Quality, and the Growth of Nations," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 1, pages 154-193.
    74. Tamura, Robert & Simon, Curtis & Murphy, Kevin M., 2016. "Black And White Fertility, Differential Baby Booms: The Value Of Equal Education Opportunity," Journal of Demographic Economics, Cambridge University Press, vol. 82(1), pages 27-109, March.
    75. Jorge Thompson Araujo & Ekaterina Vostroknutova & Konstantin M. Wacker & Mateo Clavijo, 2016. "Understanding the Income and Efficiency Gap in Latin America and the Caribbean," World Bank Publications - Books, The World Bank Group, number 23960, December.
    76. Eric A. Hanushek, 2003. "The Failure of Input-Based Schooling Policies," Economic Journal, Royal Economic Society, vol. 113(485), pages 64-98, February.
    77. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 3567, London School of Economics and Political Science, LSE Library.
    78. Philippe Aghion, 2009. "Growth and Education," World Bank Publications - Books, The World Bank Group, number 27936, December.
    79. Peter J. Klenow & Andrés Rodríguez-Clare, 1997. "The Neoclassical Revival in Growth Economics: Has It Gone Too Far?," NBER Chapters, in: NBER Macroeconomics Annual 1997, Volume 12, pages 73-114, National Bureau of Economic Research, Inc.
    80. Bound, John & Groen, Jeffrey & Kezdi, G.Gabor & Turner, Sarah, 2004. "Trade in university training: cross-state variation in the production and stock of college-educated labor," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 143-173.
    81. Eric A. Hanushek & Lei Zhang, 2009. "Quality-Consistent Estimates of International Schooling and Skill Gradients," Journal of Human Capital, University of Chicago Press, vol. 3(2), pages 107-143.
    82. Francesco Caselli, 2014. "The Latin American Efficiency Gap," CEP Discussion Papers dp1289, Centre for Economic Performance, LSE.
    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. Eric A. Hanushek & Jens Ruhose & Ludger Woessmann, 2015. "Human Capital Quality and Aggregate Income Differences: Development Accounting for U.S. States," CESifo Working Paper Series 5411, CESifo.
    2. Jens Ruhose, 2015. "Microeconometric Analyses on Economic Consequences of Selective Migration," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 61.
    3. Eric A. Hanushek & Jens Ruhose & Ludger Woessmann, 2015. "Economic Gains for U.S. States from Educational Reform," NBER Working Papers 21770, National Bureau of Economic Research, Inc.
    4. Campbell, Susanna G. & Üngör, Murat, 2020. "Revisiting human capital and aggregate income differences," Economic Modelling, Elsevier, vol. 91(C), pages 43-64.
    5. Eric Hanushek & Ludger Woessmann, 2012. "Do better schools lead to more growth? Cognitive skills, economic outcomes, and causation," Journal of Economic Growth, Springer, vol. 17(4), pages 267-321, December.
    6. Hanushek, Eric A. & Schwerdt, Guido & Wiederhold, Simon & Woessmann, Ludger, 2015. "Returns to skills around the world: Evidence from PIAAC," European Economic Review, Elsevier, vol. 73(C), pages 103-130.
    7. Eric A. Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Journal of Economic Literature, American Economic Association, vol. 46(3), pages 607-668, September.
    8. Hanushek, Eric A. & Woessmann, Ludger, 2012. "Schooling, educational achievement, and the Latin American growth puzzle," Journal of Development Economics, Elsevier, vol. 99(2), pages 497-512.
    9. Rossi,Federico, 2018. "Human Capital and Macro-Economic Development : A Review of the Evidence," Policy Research Working Paper Series 8650, The World Bank.
    10. Caselli, Francesco & Ciccone, Antonio, 2013. "The contribution of schooling in development accounting: Results from a nonparametric upper bound," Journal of Development Economics, Elsevier, vol. 104(C), pages 199-211.
    11. Ludger Wößmann, 2020. "Follow-up Costs of Not Learning: What We Can Learn from Research on Coronavirus-Related School Closures," ifo Schnelldienst, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 73(06), pages 38-44, June.
    12. Francisco Queiró, 2022. "Entrepreneurial Human Capital and Firm Dynamics [How Large Are Human-Capital Externalities? Evidence from Compulsory Schooling Laws]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(4), pages 2061-2100.
    13. Marcelo Soto, 2006. "The Causal Effect of Education on Aggregate Income," Working Papers 0605, International Economics Institute, University of Valencia.
    14. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    15. David Lagakos & Benjamin Moll & Tommaso Porzio & Nancy Qian & Todd Schoellman, 2018. "Life-Cycle Human Capital Accumulation across Countries: Lessons from US Immigrants," Journal of Human Capital, University of Chicago Press, vol. 12(2), pages 305-342.
    16. Remi Jedwab & Paul Romer & Asif M. Islam & Roberto Samaniego, 2023. "Human Capital Accumulation at Work: Estimates for the World and Implications for Development," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(3), pages 191-223, July.
    17. Ana Hidalgo-Cabrillana & Zoë Kuehn & Cristina Lopez-Mayan, 2017. "Development accounting using PIAAC data," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 8(4), pages 373-399, November.
    18. Tamura, Robert & Dwyer, Jerry & Devereux, John & Baier, Scott, 2019. "Economic growth in the long run," Journal of Development Economics, Elsevier, vol. 137(C), pages 1-35.
    19. Francisco Queiró, 2018. "Entrepreneurial Human Capital and Firm Dynamics," GEE Papers 00116, Gabinete de Estratégia e Estudos, Ministério da Economia, revised Dec 2018.
    20. Zhang, Xiaobei & Wang, Xiaojun, 2021. "Measures of human capital and the mechanics of economic growth," China Economic Review, Elsevier, vol. 68(C).

    More about this item

    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

    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:zbw:vfsc16:145641. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/vfsocea.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.