IDEAS home Printed from https://ideas.repec.org/a/aea/aecrev/v104y2014i10p3073-3114.html
   My bibliography  Save this article

Competition and Ideological Diversity: Historical Evidence from US Newspapers

Author

Listed:
  • Matthew Gentzkow
  • Jesse M. Shapiro
  • Michael Sinkinson

Abstract

We study the competitive forces which shaped ideological diversity in the US press in the early twentieth century. We find that households preferred like-minded news and that newspapers used their political orientation to differentiate from competitors. We formulate a model of newspaper demand, entry, and political affiliation choice in which newspapers compete for both readers and advertisers. We use a combination of estimation and calibration to identify the model's parameters from novel data on newspaper circulation, costs, and revenues. The estimated model implies that competition enhances ideological diversity, that the market undersupplies diversity, and that optimal competition policy requires accounting for the two-sidedness of the news market.

Suggested Citation

  • Matthew Gentzkow & Jesse M. Shapiro & Michael Sinkinson, 2014. "Competition and Ideological Diversity: Historical Evidence from US Newspapers," American Economic Review, American Economic Association, vol. 104(10), pages 3073-3114, October.
  • Handle: RePEc:aea:aecrev:v:104:y:2014:i:10:p:3073-3114
    Note: DOI: 10.1257/aer.104.10.3073
    as

    Download full text from publisher

    File URL: http://www.aeaweb.org/articles.php?doi=10.1257/aer.104.10.3073
    Download Restriction: no

    File URL: http://www.aeaweb.org/aer/data/10410/20121418_data.zip
    Download Restriction: no

    File URL: http://www.aeaweb.org/aer/app/10410/20121418_app.pdf
    Download Restriction: no

    File URL: http://www.aeaweb.org/aer/ds/10410/20121418_ds.zip
    Download Restriction: Access to full text is restricted to AEA members and institutional subscribers.
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. repec:ucp:bkecon:9780226199993 is not listed on IDEAS
    2. Aguirregabiria, Victor & Nevo, Aviv, 2010. "Recent developments in empirical IO: dynamic demand and dynamic games," MPRA Paper 27814, University Library of Munich, Germany.
    3. Daniel A. Ackerberg & Marc Rysman, 2005. "Unobserved Product Differentiation in Discrete-Choice Models: Estimating Price Elasticities and Welfare Effects," RAND Journal of Economics, The RAND Corporation, vol. 36(4), pages 771-788, Winter.
    4. Kaiser, Ulrich & Wright, Julian, 2006. "Price structure in two-sided markets: Evidence from the magazine industry," International Journal of Industrial Organization, Elsevier, vol. 24(1), pages 1-28, January.
    5. Petrova, Maria, 2011. "Newspapers and Parties: How Advertising Revenues Created an Independent Press," American Political Science Review, Cambridge University Press, vol. 105(4), pages 790-808, November.
    6. Reiss, Peter C & Spiller, Pablo T, 1989. "Competition and Entry in Small Airline Markets," Journal of Law and Economics, University of Chicago Press, vol. 32(2), pages 179-202, October.
    7. Marco Antonielli & Lapo Filistrucchi, 2011. "Collusion and the political differentiation of newspapers," Working Papers 11-26, NET Institute, revised Nov 2011.
    8. Elena Argentesi & Lapo Filistrucchi, 2007. "Estimating market power in a two-sided market: The case of newspapers," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(7), pages 1247-1266.
    9. Borenstein, Severin & Netz, Janet, 1999. "Why do all the flights leave at 8 am?: Competition and departure-time differentiation in airline markets," International Journal of Industrial Organization, Elsevier, vol. 17(5), pages 611-640, July.
    10. Michael J. Mazzeo, 2002. "Product Choice and Oligopoly Market Structure," RAND Journal of Economics, The RAND Corporation, vol. 33(2), pages 221-242, Summer.
    11. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    12. Matthew Gentzkow & Jesse M. Shapiro & Michael Sinkinson, 2011. "The Effect of Newspaper Entry and Exit on Electoral Politics," American Economic Review, American Economic Association, vol. 101(7), pages 2980-3018, December.
    13. Fuchs, Victor R. (ed.), 1996. "Individual and Social Responsibility," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226267869, December.
    14. Simon P. Anderson & Oystein Foros & Hans Jarle Kind, 2010. "Hotelling Competition with Multi-Purchasing: Time Magazine, Newsweek, or both?," CESifo Working Paper Series 3096, CESifo.
    15. Hans Jarle Kind & Guttorm Schjelderup & Frank Stähler, 2013. "Newspaper Differentiation and Investments in Journalism: The Role of Tax Policy," Economica, London School of Economics and Political Science, vol. 80(317), pages 131-148, January.
    16. Ying Fan, 2013. "Ownership Consolidation and Product Characteristics: A Study of the US Daily Newspaper Market," American Economic Review, American Economic Association, vol. 103(5), pages 1598-1628, August.
    17. Jean‐Charles Rochet & Jean Tirole, 2006. "Two‐sided markets: a progress report," RAND Journal of Economics, RAND Corporation, vol. 37(3), pages 645-667, September.
    18. Heiss, Florian & Winschel, Viktor, 2008. "Likelihood approximation by numerical integration on sparse grids," Journal of Econometrics, Elsevier, vol. 144(1), pages 62-80, May.
    19. Steven Berry & Alon Eizenberg & Joel Waldfogel, 2016. "Optimal product variety in radio markets," RAND Journal of Economics, RAND Corporation, vol. 47(3), pages 463-497, August.
    20. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016064.
    21. Qihong Liu & Jie Shuai, 2019. "Multi-Dimensional Product Differentiation," Frontiers of Economics in China-Selected Publications from Chinese Universities, Higher Education Press, vol. 14(4), pages 497-535, December.
    22. Matthew Gentzkow & Edward L. Glaeser & Claudia Goldin, 2006. "The Rise of the Fourth Estate. How Newspapers Became Informative and Why It Mattered," NBER Chapters, in: Corruption and Reform: Lessons from America's Economic History, pages 187-230, National Bureau of Economic Research, Inc.
    23. Chun-Fang Chiang & Brian Knight, 2011. "Media Bias and Influence: Evidence from Newspaper Endorsements," Review of Economic Studies, Oxford University Press, vol. 78(3), pages 795-820.
    24. Eldersveld, Samuel J., 1952. "The Independent Vote: Measurement, Characteristics, and Implications for Party Strategy," American Political Science Review, Cambridge University Press, vol. 46(3), pages 732-753, September.
    25. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107627314.
    26. Liran Einav & Amy Finkelstein & Mark R. Cullen, 2010. "Estimating Welfare in Insurance Markets Using Variation in Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 877-921.
    27. Steven Berry & Joel Waldfogel, 2010. "Product Quality And Market Size," Journal of Industrial Economics, Wiley Blackwell, vol. 58(1), pages 1-31, March.
    28. Murphy, Kevin M & Topel, Robert H, 2002. "Estimation and Inference in Two-Step Econometric Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 88-97, January.
    29. Nathalie Sonnac, 2000. "Readers' Attitudes Toward Press Advertising: Are They Ad-Lovers or Ad-Averse?," Journal of Media Economics, Taylor & Francis Journals, vol. 13(4), pages 249-259.
    30. Steven T. Berry & Joel Waldfogel, 1999. "Free Entry and Social Inefficiency in Radio Broadcasting," RAND Journal of Economics, The RAND Corporation, vol. 30(3), pages 397-420, Autumn.
    31. Irmen, Andreas & Thisse, Jacques-Francois, 1998. "Competition in Multi-characteristics Spaces: Hotelling Was Almost Right," Journal of Economic Theory, Elsevier, vol. 78(1), pages 76-102, January.
    32. Michaela Draganska & Michael Mazzeo & Katja Seim, 2009. "Beyond plain vanilla: Modeling joint product assortment and pricing decisions," Quantitative Marketing and Economics (QME), Springer, vol. 7(2), pages 105-146, June.
    33. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016040.
    34. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
    35. Dixit, Avinash K & Stiglitz, Joseph E, 1977. "Monopolistic Competition and Optimum Product Diversity," American Economic Review, American Economic Association, vol. 67(3), pages 297-308, June.
    36. N. Gregory Mankiw & Michael D. Whinston, 1986. "Free Entry and Social Inefficiency," RAND Journal of Economics, The RAND Corporation, vol. 17(1), pages 48-58, Spring.
    37. Bresnahan, Timothy F & Reiss, Peter C, 1991. "Entry and Competition in Concentrated Markets," Journal of Political Economy, University of Chicago Press, vol. 99(5), pages 977-1009, October.
    38. Anderson, Simon P. & Foros, Øystein & Kind, Hans Jarle, 2010. "Hotelling competition with multi-purchasing," Discussion Papers 2010/16, Norwegian School of Economics, Department of Business and Management Science.
    39. Edward L. Glaeser & Claudia Goldin, 2006. "Corruption and Reform: Lessons from America's Economic History," NBER Books, National Bureau of Economic Research, Inc, number glae06-1, March.
    40. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107638105.
    41. Victor R. Fuchs, 1996. "Individual and Social Responsibility: Child Care, Education, Medical Care, and Long-Term Care in America," NBER Books, National Bureau of Economic Research, Inc, number fuch96-1, March.
    42. Bajari, Patrick & Hortacsu, Ali, 2003. "The Winner's Curse, Reserve Prices, and Endogenous Entry: Empirical Insights from eBay Auctions," RAND Journal of Economics, The RAND Corporation, vol. 34(2), pages 329-355, Summer.
    43. Kenneth C. Wilbur, 2008. "A Two-Sided, Empirical Model of Television Advertising and Viewing Markets," Marketing Science, INFORMS, vol. 27(3), pages 356-378, 05-06.
    44. Ambarish Chandra, 2009. "Targeted Advertising: The Role Of Subscriber Characteristics In Media Markets," Journal of Industrial Economics, Wiley Blackwell, vol. 57(1), pages 58-84, March.
    45. Dewenter, Ralf & Haucap, Justus & Wenzel, Tobias, 2011. "Semi-collusion in media markets," International Review of Law and Economics, Elsevier, vol. 31(2), pages 92-98, June.
    46. Matthew Gentzkow & Jesse M. Shapiro, 2010. "What Drives Media Slant? Evidence From U.S. Daily Newspapers," Econometrica, Econometric Society, vol. 78(1), pages 35-71, January.
    47. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016057.
    48. Edward L. Glaeser & Bryce A. Ward, 2006. "Myths and Realities of American Political Geography," Journal of Economic Perspectives, American Economic Association, vol. 20(2), pages 119-144, Spring.
    49. Brock, William A. & Durlauf, Steven N., 2007. "Identification of binary choice models with social interactions," Journal of Econometrics, Elsevier, vol. 140(1), pages 52-75, September.
    50. Ambarish Chandra & Allan Collard‐Wexler, 2009. "Mergers in Two‐Sided Markets: An Application to the Canadian Newspaper Industry," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 18(4), pages 1045-1070, December.
    51. Marc Rysman, 2004. "Competition Between Networks: A Study of the Market for Yellow Pages," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 71(2), pages 483-512.
    52. Ambrus, Attila & Reisinger, Markus, 2006. "Exclusive vs Overlapping Viewers in Media Markets," Discussion Papers in Economics 1178, University of Munich, Department of Economics.
    53. Anthony Downs, 1957. "An Economic Theory of Political Action in a Democracy," Journal of Political Economy, University of Chicago Press, vol. 65, pages 135-135.
    54. Simon P. Anderson & John McLaren, 2012. "Media Mergers And Media Bias With Rational Consumers," Journal of the European Economic Association, European Economic Association, vol. 10(4), pages 831-859, August.
    55. Levin, Dan & Smith, James L, 1994. "Equilibrium in Auctions with Entry," American Economic Review, American Economic Association, vol. 84(3), pages 585-599, June.
    56. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107674165.
    57. Nathalie Sonnac, 2000. "Readers’ Attitudes Toward Press Advertising : Are They Ad-Lovers or Ad-Averse ?," Working Papers 2000-28, Center for Research in Economics and Statistics.
    58. Burnham, Walter Dean, 1965. "The Changing Shape of the American Political Universe," American Political Science Review, Cambridge University Press, vol. 59(1), pages 7-28, March.
    59. Mullainathan, Sendhil & Shleifer, Andrei, 2005. "The Market for News," Scholarly Articles 33078973, Harvard University Department of Economics.
    60. Peter Arcidiacono & Robert A. Miller, 2011. "Conditional Choice Probability Estimation of Dynamic Discrete Choice Models With Unobserved Heterogeneity," Econometrica, Econometric Society, vol. 79(6), pages 1823-1867, November.
    61. Ambrus, Attila & Reisinger, Markus, 2006. "Exclusive vs Overlapping Viewers in Media Markets," Discussion Paper Series of SFB/TR 15 Governance and the Efficiency of Economic Systems 161, Free University of Berlin, Humboldt University of Berlin, University of Bonn, University of Mannheim, University of Munich.
    62. A. Michael Spence, 1975. "Monopoly, Quality, and Regulation," Bell Journal of Economics, The RAND Corporation, vol. 6(2), pages 417-429, Autumn.
    63. Matthew Gentzkow & Nathan Petek & Jesse M. Shapiro & Michael Sinkinson, 2015. "Do Newspapers Serve The State? Incumbent Party Influence On The Us Press, 1869–1928," Journal of the European Economic Association, European Economic Association, vol. 13(1), pages 29-61, February.
    64. James M. Poterba, 1996. "Government Intervention in the Markets for Education and Health Care: How and Why?," NBER Chapters, in: Individual and Social Responsibility: Child Care, Education, Medical Care, and Long-Term Care in America, pages 277-308, National Bureau of Economic Research, Inc.
    65. Kenneth L. Judd & Ben Skrainka, 2011. "High performance quadrature rules: how numerical integration affects a popular model of product differentiation," CeMMAP working papers CWP03/11, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    66. Jean-Charles Rochet Author-Email:rochet@cict.fr Author-Workplace-Name: IDEI, University of Toulouse & Jean Tirole Author-Email: tirole@cict.fr Author-Workplace-Name: IDEI, University of Toulouse, 2006. "Two-Sided Markets: A Progress Report," RAND Journal of Economics, The RAND Corporation, vol. 37(3), pages 645-667, Autumn.
    67. Lisa George & Joel Waldfogel, 2003. "Who Affects Whom in Daily Newspaper Markets?," Journal of Political Economy, University of Chicago Press, vol. 111(4), pages 765-784, August.
    68. Peter O. Steiner, 1952. "Program Patterns and Preferences, and the Workability of Competition in Radio Broadcasting," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 66(2), pages 194-223.
    69. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
    70. Matthew Gentzkow, 2007. "Valuing New Goods in a Model with Complementarity: Online Newspapers," American Economic Review, American Economic Association, vol. 97(3), pages 713-744, June.
    71. Kaiser, Ulrich & Song, Minjae, 2009. "Do media consumers really dislike advertising? An empirical assessment of the role of advertising in print media markets," International Journal of Industrial Organization, Elsevier, vol. 27(2), pages 292-301, March.
    72. Liran Einav, 2007. "Seasonality in the U.S. motion picture industry," RAND Journal of Economics, RAND Corporation, vol. 38(1), pages 127-145, March.
    73. Andrew Sweeting, 2010. "The effects of mergers on product positioning: evidence from the music radio industry," RAND Journal of Economics, RAND Corporation, vol. 41(2), pages 372-397, June.
    74. Dora L. Costa, 2001. "Estimating Real Income in the United States from 1888 to 1994: Correcting CPI Bias Using Engel Curves," Journal of Political Economy, University of Chicago Press, vol. 109(6), pages 1288-1310, December.
    75. Katja Seim & Joel Waldfogel, 2013. "Public Monopoly and Economic Efficiency: Evidence from the Pennsylvania Liquor Control Board's Entry Decisions," American Economic Review, American Economic Association, vol. 103(2), pages 831-862, April.
    76. Strömberg, David & Prat, Andrea, 2011. "The Political Economy of Mass Media," CEPR Discussion Papers 8246, C.E.P.R. Discussion Papers.
    77. Rusk, Jerrold G., 1970. "The Effect of the Australian Ballot Reform on Split Ticket Voting: 1876–1908," American Political Science Review, Cambridge University Press, vol. 64(4), pages 1220-1238, December.
    78. Dertouzos, James N & Trautman, William B, 1990. "Economic Effects of Media Concentration: Estimates from a Model of the Newspaper Firm," Journal of Industrial Economics, Wiley Blackwell, vol. 39(1), pages 1-14, September.
    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. Charles Angelucci & Julia Cagé, 2019. "Newspapers in Times of Low Advertising Revenues," American Economic Journal: Microeconomics, American Economic Association, vol. 11(3), pages 319-364, August.
    2. repec:hal:spmain:info:hdl:2441/4edekc99or8n2bu86nu4ua8adl is not listed on IDEAS
    3. repec:hal:spmain:info:hdl:2441/26t617gatp86qree1dejcpchbr is not listed on IDEAS
    4. David Strömberg, 2015. "Media and Politics," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 173-205, August.
    5. Marco Antonielli & Lapo Filistrucchi, 2011. "Collusion and the political differentiation of newspapers," Working Papers 11-26, NET Institute, revised Nov 2011.
    6. Charles Angelucci & Julia Cage & Michael Sinkinson, 2020. "Media Competition and News Diets," Working Papers hal-03393063, HAL.
    7. repec:hal:spmain:info:hdl:2441/4ec86lkes59hv9tfv77ld1p5fr is not listed on IDEAS
    8. Behringer, Stefan & Filistrucchi, Lapo, 2015. "Hotelling competition and political differentiation with more than two newspapers," Information Economics and Policy, Elsevier, vol. 30(C), pages 36-49.
    9. Charles Angelucci & Julia Cage & Michael Sinkinson, 2020. "Media Competition and News Diets," SciencePo Working papers hal-03393063, HAL.
    10. Di Gioacchino, Debora & Verashchagina, Alina, 2020. "Mass media and preferences for redistribution," European Journal of Political Economy, Elsevier, vol. 63(C).
    11. Alaoui, Larbi & Germano, Fabrizio, 2020. "Time scarcity and the market for news," Journal of Economic Behavior & Organization, Elsevier, vol. 174(C), pages 173-195.
    12. Charles Angelucci & Julia Cage & Michael Sinkinson, 2020. "Media Competition and News Diets," SciencePo Working papers Main hal-03393063, HAL.
    13. Maria Battaggion & Alessandro Vaglio, 2015. "Watchdogs, Platforms and Audience: An Economic Perspective on Media Markets," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 43(2), pages 209-228, June.
    14. Adam Szeidl & Ferenc Szucs, 2021. "Media Capture Through Favor Exchange," Econometrica, Econometric Society, vol. 89(1), pages 281-310, January.
    15. Federico Boffa & Lapo Filistrucchi, 2014. "Optimal Cartel Prices in Two-Sided Markets Access," Working Papers 14-19, NET Institute.
    16. Antony Millner & Hélène Ollivier, 2016. "Beliefs, Politics, and Environmental Policy," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 10(2), pages 226-244.
    17. Jullien, Bruno & Pavan, Alessandro & Rysman, Marc, 2021. "Two-sided Markets, Pricing, and Network Effects," TSE Working Papers 21-1238, Toulouse School of Economics (TSE).
    18. Torben Stühmeier, 2019. "Media market concentration and pluralism," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 28(2), pages 247-259, April.
    19. Anderson, Simon & Waldfogel, Joel, 2015. "Preference Externalities in Media Markets," CEPR Discussion Papers 10835, C.E.P.R. Discussion Papers.
    20. Alejandro Castañeda & César Martinelli, 2018. "Politics, entertainment and business: a multisided model of media," Public Choice, Springer, vol. 174(3), pages 239-256, March.
    21. Yeon-Koo Che & Konrad Mierendorff, 2019. "Optimal Dynamic Allocation of Attention," American Economic Review, American Economic Association, vol. 109(8), pages 2993-3029, August.
    22. Miura, Shintaro, 2019. "Manipulated news model: Electoral competition and mass media," Games and Economic Behavior, Elsevier, vol. 113(C), pages 306-338.
    23. Robert Seamans & Feng Zhu, 2014. "Responses to Entry in Multi-Sided Markets: The Impact of Craigslist on Local Newspapers," Management Science, INFORMS, vol. 60(2), pages 476-493, February.

    More about this item

    JEL classification:

    • D72 - Microeconomics - - Analysis of Collective Decision-Making - - - Political Processes: Rent-seeking, Lobbying, Elections, Legislatures, and Voting Behavior
    • K21 - Law and Economics - - Regulation and Business Law - - - Antitrust Law
    • L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets
    • L41 - Industrial Organization - - Antitrust Issues and Policies - - - Monopolization; Horizontal Anticompetitive Practices
    • L82 - Industrial Organization - - Industry Studies: Services - - - Entertainment; Media
    • N42 - Economic History - - Government, War, Law, International Relations, and Regulation - - - U.S.; Canada: 1913-
    • N72 - Economic History - - Economic History: Transport, International and Domestic Trade, Energy, and Other Services - - - U.S.; Canada: 1913-

    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:aea:aecrev:v:104:y:2014:i:10:p:3073-3114. 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: Michael P. Albert (email available below). General contact details of provider: https://edirc.repec.org/data/aeaaaea.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.