IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp9171.html
   My bibliography  Save this paper

Designing Efficient College and Tax Policies

Author

Listed:
  • Findeisen, Sebastian

    (University of Konstanz)

  • Sachs, Dominik

    (University of Cologne)

Abstract

The total social benefits of college education exceed the private benefits because the government receives a share of the monetary returns in the form of income taxes. We study the policy implications of this fiscal externality in an optimal dynamic tax framework. Using a variational approach we derive a formula for the revenue effect of an increase in college education subsidies and for the excess burden of income taxation caused by the college margin. We also show how the optimal nonlinear income tax problem is altered by the college margin. Our modeling assumptions are strongly guided by the recent structural labor literature on college education. The model incorporates multidimensional heterogeneity, idiosyncratic risk and borrowing constraints. The model matches key empirical results on college enrollment patterns, returns to education and enrollment elasticities. Quantitatively, we find that a marginal increase in college subsidies in the US is at least 70 percent self-financing through the net-present value increase in future tax revenue. When targeting this increase to children in the lowest parental income tercile, it is even up to 165 percent self-financing. The excess burden of income taxation is only slightly altered by the college margin and therefore the optimal Mirrleesian income tax schedule is barely affected as well, in particular if subsidies are set at their optimal level.

Suggested Citation

  • Findeisen, Sebastian & Sachs, Dominik, 2015. "Designing Efficient College and Tax Policies," IZA Discussion Papers 9171, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp9171
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp9171.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Jacquet, Laurence & Lehmann, Etienne & Van der Linden, Bruno, 2013. "Optimal redistributive taxation with both extensive and intensive responses," Journal of Economic Theory, Elsevier, vol. 148(5), pages 1770-1805.
    2. Jonathan Heathcote & Kjetil Storesletten & Giovanni L. Violante, 2017. "Optimal Tax Progressivity: An Analytical Framework," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1693-1754.
    3. Salvador Navarro, 2011. "Using Observed Choices to Infer Agent's Information: Reconsidering the Importance of Borrowing Constraints, Uncertainty and Preferences in College Attendance," University of Western Ontario, Centre for Human Capital and Productivity (CHCP) Working Papers 20118, University of Western Ontario, Centre for Human Capital and Productivity (CHCP).
    4. Casey Rothschild & Florian Scheuer, 2016. "Optimal Taxation with Rent-Seeking," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(3), pages 1225-1262.
    5. Marek Kapička & Julian Neira, 2019. "Optimal Taxation with Risky Human Capital," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(4), pages 271-309, October.
    6. Nezih Guner & Remzi Kaygusuz & Gustavo Ventura, 2014. "Income Taxation of U.S. Households: Facts and Parametric Estimates," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 17(4), pages 559-581, October.
    7. Lance Lochner & Alexander Monge-Naranjo, 2012. "Credit Constraints in Education," Annual Review of Economics, Annual Reviews, vol. 4(1), pages 225-256, July.
    8. Emmanuel Saez, 2002. "Optimal Income Transfer Programs: Intensive versus Extensive Labor Supply Responses," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(3), pages 1039-1073.
    9. Ralph Stinebrickner & Todd R. Stinebrickner, 2003. "Understanding Educational Outcomes of Students from Low-Income Families: Evidence from a Liberal Arts College with a Full Tuition Subsidy Program," Journal of Human Resources, University of Wisconsin Press, vol. 38(3).
    10. 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.
    11. Bohacek, Radim & Kapicka, Marek, 2008. "Optimal human capital policies," Journal of Monetary Economics, Elsevier, vol. 55(1), pages 1-16, January.
    12. Heckman, James J. & Lochner, Lance J. & Todd, Petra E., 2006. "Earnings Functions, Rates of Return and Treatment Effects: The Mincer Equation and Beyond," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 7, pages 307-458, Elsevier.
    13. David Deming & Susan Dynarski, 2009. "Into College, Out of Poverty? Policies to Increase the Postsecondary Attainment of the Poor," NBER Working Papers 15387, National Bureau of Economic Research, Inc.
    14. Nicola Pavoni & G. L. Violante, 2007. "Optimal Welfare-to-Work Programs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(1), pages 283-318.
    15. Lans Bovenberg, A. & Jacobs, Bas, 2005. "Redistribution and education subsidies are Siamese twins," Journal of Public Economics, Elsevier, vol. 89(11-12), pages 2005-2035, December.
    16. Emmanuel Saez, 2001. "Using Elasticities to Derive Optimal Income Tax Rates," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(1), pages 205-229.
    17. Richard Blundell & Monica Costa Dias & Costas Meghir & Jonathan Shaw, 2016. "Female Labor Supply, Human Capital, and Welfare Reform," Econometrica, Econometric Society, vol. 84, pages 1705-1753, September.
    18. Etienne Lehmann & Laurent Simula & Alain Trannoy, 2014. "Tax me if you can! Optimal Nonlinear Income Tax Between Competing Governments," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1995-2030.
    19. Gruber, Jon & Saez, Emmanuel, 2002. "The elasticity of taxable income: evidence and implications," Journal of Public Economics, Elsevier, vol. 84(1), pages 1-32, April.
    20. Hans-Werner Sinn, 1994. "A Theory of the Welfare State," CESifo Working Paper Series 65, CESifo.
    21. Christoph Winter, 2014. "Accounting for the Changing Role of Family Income in Determining College Entry," Scandinavian Journal of Economics, Wiley Blackwell, vol. 116(4), pages 909-963, October.
    22. Brant Abbott & Giovanni Gallipoli & Costas Meghir & Giovanni L. Violante, 2019. "Education Policy and Intergenerational Transfers in Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2569-2624.
    23. Flavio Cunha & James Heckman & Salvador Navarro, 2005. "Separating uncertainty from heterogeneity in life cycle earnings," Oxford Economic Papers, Oxford University Press, vol. 57(2), pages 191-261, April.
    24. Matthew T. Johnson, 2013. "Borrowing Constraints, College Enrollment, and Delayed Entry," Journal of Labor Economics, University of Chicago Press, vol. 31(4), pages 669-725.
    25. N. Gregory Mankiw & Matthew Weinzierl, 2010. "The Optimal Taxation of Height: A Case Study of Utilitarian Income Redistribution," American Economic Journal: Economic Policy, American Economic Association, vol. 2(1), pages 155-176, February.
    26. Tobias Laun & Johanna Wallenius, 2016. "Social Insurance and Retirement: A Cross-Country Perspective," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 22, pages 72-92, October.
    27. 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.
    28. Florian Scheuer, 2014. "Entrepreneurial Taxation with Endogenous Entry," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 126-163, May.
    29. Hans A. Holter, 2015. "Accounting for cross‐country differences in intergenerational earnings persistence: The impact of taxation and public education expenditure," Quantitative Economics, Econometric Society, vol. 6(2), pages 385-428, July.
    30. Casey Rothschild & Florian Scheuer, 2013. "Redistributive Taxation in the Roy Model," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 623-668.
    31. J. A. Mirrlees, 1971. "An Exploration in the Theory of Optimum Income Taxation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 38(2), pages 175-208.
    32. Laurence Jacquet & Etienne Lehmann & Bruno van Der Linden, 2013. "The Optimal Marginal Tax Rates with both Extensive and Intensive Responses," Post-Print hal-02979440, HAL.
    33. 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.
    34. Peter Diamond & Emmanuel Saez, 2011. "The Case for a Progressive Tax: From Basic Research to Policy Recommendations," Journal of Economic Perspectives, American Economic Association, vol. 25(4), pages 165-190, Fall.
    35. Thomas Piketty & Emmanuel Saez, 2012. "Optimal Labor Income Taxation," NBER Working Papers 18521, National Bureau of Economic Research, Inc.
    36. Pavoni, Nicola & Setty, Ofer & Violante, Giovanni L., 2010. "Search and Work in Optimal Welfare Programs," Foerder Institute for Economic Research Working Papers 275749, Tel-Aviv University > Foerder Institute for Economic Research.
    37. Keane, Michael P & Wolpin, Kenneth I, 2001. "The Effect of Parental Transfers and Borrowing Constraints on Educational Attainment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 42(4), pages 1051-1103, November.
    38. Satyajit Chatterjee & Felicia Ionescu, 2012. "Insuring student loans against the financial risk of failing to complete college," Quantitative Economics, Econometric Society, vol. 3(3), pages 393-420, November.
    39. Thomas Piketty & Emmanuel Saez, 2013. "Optimal Taxation of Labor Income," PSE-Ecole d'économie de Paris (Postprint) halshs-00944881, HAL.
    40. Kane, Thomas J., 2006. "Public Intervention in Post-Secondary Education," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 2, chapter 23, pages 1369-1401, Elsevier.
    41. Dirk Krueger & Alexander Ludwig, 2013. "Optimal Progressive Labor Income Taxation and Education Subsidies When Education Decisions and Intergenerational Transfers Are Endogenous," American Economic Review, American Economic Association, vol. 103(3), pages 496-501, May.
    42. Enrique G. Mendoza & Vivian Z. Yue, 2012. "A General Equilibrium Model of Sovereign Default and Business Cycles," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(2), pages 889-946.
    43. Mikhail Golosov & Aleh Tsyvinski & Nicolas Werquin, 2014. "A Variational Approach to the Analysis of Tax Systems," NBER Working Papers 20780, National Bureau of Economic Research, Inc.
    44. Alexander M. Gelber & Matthew C. Weinzierl, 2012. "Equalizing Outcomes and Equalizing Opportunities: Optimal Taxation when Children's Abilities Depend on Parents' Resources," NBER Working Papers 18332, National Bureau of Economic Research, Inc.
    45. Raj Chetty & Adam Guren & Day Manoli & Andrea Weber, 2011. "Are Micro and Macro Labor Supply Elasticities Consistent? A Review of Evidence on the Intensive and Extensive Margins," American Economic Review, American Economic Association, vol. 101(3), pages 471-475, May.
    46. Flavio Cunha & Fatih Karahan & Ilton Soares, 2011. "Returns to Skills and the College Premium," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43, pages 39-86, August.
    47. Benjamin L. Castleman & Bridget Terry Long, 2016. "Looking beyond Enrollment: The Causal Effect of Need-Based Grants on College Access, Persistence, and Graduation," Journal of Labor Economics, University of Chicago Press, vol. 34(4), pages 1023-1073.
    48. Greenwood, Jeremy & Hercowitz, Zvi & Huffman, Gregory W, 1988. "Investment, Capacity Utilization, and the Real Business Cycle," American Economic Review, American Economic Association, vol. 78(3), pages 402-417, June.
    49. Seth D. Zimmerman, 2014. "The Returns to College Admission for Academically Marginal Students," Journal of Labor Economics, University of Chicago Press, vol. 32(4), pages 711-754.
    50. Helmuth Cremer & Firouz Gahvari & Jean-Marie Lozachmeur, 2010. "Tagging and Income Taxation: Theory and an Application," American Economic Journal: Economic Policy, American Economic Association, vol. 2(1), pages 31-50, February.
    51. Bas Jacobs & Dirk Schindler & Hongyan Yang, 2012. "Optimal Taxation of Risky Human Capital," Scandinavian Journal of Economics, Wiley Blackwell, vol. 114(3), pages 908-931, September.
    52. Matthew Weinzierl, 2011. "The Surprising Power of Age-Dependent Taxes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(4), pages 1490-1518.
    53. repec:bla:scandj:v:97:y:1995:i:4:p:495-526 is not listed on IDEAS
    54. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    55. repec:mpr:mprres:7891 is not listed on IDEAS
    56. Kleven, Henrik Jacobsen & Schultz, Esben Anton, 2012. "Estimating taxable income responses using Danish tax reforms," LSE Research Online Documents on Economics 58070, London School of Economics and Political Science, LSE Library.
    57. Diamond, Peter A, 1998. "Optimal Income Taxation: An Example with a U-Shaped Pattern of Optimal Marginal Tax Rates," American Economic Review, American Economic Association, vol. 88(1), pages 83-95, March.
    58. Joseph G. Altonji & Prashant Bharadwaj & Fabian Lange, 2012. "Changes in the Characteristics of American Youth: Implications for Adult Outcomes," Journal of Labor Economics, University of Chicago Press, vol. 30(4), pages 783-828.
    59. Matthew T. Johnson, 2013. "Borrowing Constraints, College Enrollment, and Delayed Entry," Mathematica Policy Research Reports 57fc00235c3a47ff92cb253f9, Mathematica Policy Research.
    60. Findeisen, Sebastian & Sachs, Dominik, 2016. "Education and optimal dynamic taxation: The role of income-contingent student loans," Journal of Public Economics, Elsevier, vol. 138(C), pages 1-21.
    61. James J. Heckman & Alan B. Krueger, 2005. "Inequality in America: What Role for Human Capital Policies?," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262582600 edited by Benjamin M. Friedman, 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. Findeisen, Sebastian & Sachs, Dominik, 2017. "Redistribution and insurance with simple tax instruments," Journal of Public Economics, Elsevier, vol. 146(C), pages 58-78.
    2. Lance Lochner & Alexander Monge-Naranjo, 2014. "Student Loans and Repayment: Theory, Evidence and Policy," Working Papers 2014-40, Federal Reserve Bank of St. Louis.
    3. Fabio Cerina & Alessio Moro & Michelle Rendall, 2021. "The Role Of Gender In Employment Polarization," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 62(4), pages 1655-1691, November.
    4. Brant Abbott & Giovanni Gallipoli & Costas Meghir & Giovanni L. Violante, 2019. "Education Policy and Intergenerational Transfers in Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2569-2624.
    5. Mark Colas & Sebastian Findeisen & Dominik Sachs, 2021. "Optimal Need-Based Financial Aid," Journal of Political Economy, University of Chicago Press, vol. 129(2), pages 492-533.
    6. Krueger, Dirk & Ludwig, Alexander, 2013. "On the Optimal Provision of Social Insurance," MEA discussion paper series 201302, Munich Center for the Economics of Aging (MEA) at the Max Planck Institute for Social Law and Social Policy.
    7. Krueger, Dirk & Ludwig, Alexander, 2016. "On the optimal provision of social insurance: Progressive taxation versus education subsidies in general equilibrium," Journal of Monetary Economics, Elsevier, vol. 77(C), pages 72-98.
    8. Geppert, Christian, 2015. "On the Distributional Implications of Demographic Change," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113070, Verein für Socialpolitik / German Economic Association.
    9. Wolfram F. Richter & Kerstin Schneider, 2021. "Education: Optimal choice and efficient policy," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 54(2), pages 840-863, May.
    10. Brant Abbott & Giovanni Gallipoli & Costas Meghir & Giovanni L. Violante, 2013. "Education Policy�and Intergenerational Transfers in Equilibrium," Cowles Foundation Discussion Papers 1887R2, Cowles Foundation for Research in Economics, Yale University, revised May 2018.
    11. Bierbrauer Felix J., 2016. "Effizienz oder Gerechtigkeit?: Ungleiche Einkommen, ungleiche Vermögen und Optimale Steuern," Perspektiven der Wirtschaftspolitik, De Gruyter, vol. 17(1), pages 2-24, April.
    12. Felix Bierbrauer, 2016. "Effizienz oder Gerechtigkeit? Ungleiche Einkommen, ungleiche Vermögen und die Theorie der optimalen Besteuerung," Discussion Paper Series of the Max Planck Institute for Research on Collective Goods 2016_03, Max Planck Institute for Research on Collective Goods.

    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. Dominik Sachs & Sebastian Findeisen, 2016. "Optimal Financial Aid Policies for Students," 2016 Meeting Papers 1421, Society for Economic Dynamics.
    2. Sachs, Dominik & Findeisen, Sebastian, 2014. "Designing Efficient Education and Tax Policies," VfS Annual Conference 2014 (Hamburg): Evidence-based Economic Policy 100504, Verein für Socialpolitik / German Economic Association.
    3. Mark Colas & Sebastian Findeisen & Dominik Sachs, 2021. "Optimal Need-Based Financial Aid," Journal of Political Economy, University of Chicago Press, vol. 129(2), pages 492-533.
    4. Findeisen, Sebastian & Sachs, Dominik, 2016. "Education and optimal dynamic taxation: The role of income-contingent student loans," Journal of Public Economics, Elsevier, vol. 138(C), pages 1-21.
    5. Krueger, Dirk & Ludwig, Alexander, 2016. "On the optimal provision of social insurance: Progressive taxation versus education subsidies in general equilibrium," Journal of Monetary Economics, Elsevier, vol. 77(C), pages 72-98.
    6. Doligalski, Paweł & Rojas, Luis E., 2023. "Optimal redistribution with a shadow economy," Theoretical Economics, Econometric Society, vol. 18(2), May.
    7. Krueger, Dirk & Ludwig, Alexander, 2013. "On the Optimal Provision of Social Insurance," MEA discussion paper series 201302, Munich Center for the Economics of Aging (MEA) at the Max Planck Institute for Social Law and Social Policy.
    8. Findeisen, Sebastian & Sachs, Dominik, 2017. "Redistribution and insurance with simple tax instruments," Journal of Public Economics, Elsevier, vol. 146(C), pages 58-78.
    9. Nicholas Lawson, 2017. "Liquidity Constraints, Fiscal Externalities, and Optimal Tuition Subsidies," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 313-343, November.
    10. Nicholas Lawson, 2014. "Liquidity Constraints, Fiscal Externalities and Optimal Tuition Subsidies Optimal College Tuition Subsidies," AMSE Working Papers 1404, Aix-Marseille School of Economics, France, revised 18 Mar 2014.
    11. Dominik Sachs & Aleh Tsyvinski & Nicolas Werquin, 2020. "Nonlinear Tax Incidence and Optimal Taxation in General Equilibrium," Econometrica, Econometric Society, vol. 88(2), pages 469-493, March.
    12. Kessing, Sebastian G. & Lipatov, Vilen & Zoubek, J. Malte, 2020. "Optimal taxation under regional inequality," European Economic Review, Elsevier, vol. 126(C).
    13. Laurence Jacquet & Etienne Lehmann, 2015. "Optimal Income Taxation when Skills and Behavioral Elasticities are Heterogeneous," CESifo Working Paper Series 5265, CESifo.
    14. Ashley C. Craig, 2023. "Optimal Income Taxation with Spillovers from Employer Learning," American Economic Journal: Economic Policy, American Economic Association, vol. 15(2), pages 82-125, May.
    15. Findeisen, Sebastian & Sachs, Dominik, 2014. "Efficient Labor and Capital Income Taxation over the Life Cycle," Working Papers 14-17, University of Mannheim, Department of Economics.
    16. Brant Abbott & Giovanni Gallipoli & Costas Meghir & Giovanni L. Violante, 2019. "Education Policy and Intergenerational Transfers in Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2569-2624.
    17. Stefanie Stantcheva, 2015. "Learning and (or) Doing: Human Capital Investments and Optimal Taxation," NBER Working Papers 21381, National Bureau of Economic Research, Inc.
    18. Winfried Koeniger & Julien Prat, 2018. "Human Capital and Optimal Redistribution," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 27, pages 1-26, January.
    19. Winfried Koeniger & Julien Prat, 2018. "Human Capital and Optimal Redistribution," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 27, pages 1-26, January.
    20. Brant Abbott & Giovanni Gallipoli & Costas Meghir & Giovanni L. Violante, 2013. "Education Policy�and Intergenerational Transfers in Equilibrium," Cowles Foundation Discussion Papers 1887R2, Cowles Foundation for Research in Economics, Yale University, revised May 2018.

    More about this item

    Keywords

    optimal taxation; college subsidies; college enrollment; tax reforms;
    All these keywords.

    JEL classification:

    • H21 - Public Economics - - Taxation, Subsidies, and Revenue - - - Efficiency; Optimal Taxation
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies
    • I22 - Health, Education, and Welfare - - Education - - - Educational Finance; Financial Aid
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy

    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:iza:izadps:dp9171. 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: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.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.