IDEAS home Printed from https://ideas.repec.org/a/eee/proeco/v158y2014icp290-299.html
   My bibliography  Save this article

The impacts of information technology on total factor productivity: A look at externalities and innovations

Author

Listed:
  • Chou, Yen-Chun
  • Hao-Chun Chuang, Howard
  • Shao, Benjamin B.M.

Abstract

The impacts of information technology (IT) on total factor productivity (TFP) are assessed through an integrative framework of IT-induced externalities and IT-leveraged innovations. Based on network externalities and endogenous growth theory, our study aims to reconcile the seeming discrepancy between the recent observed evidence and the prediction by neoclassical growth theory. We argue that computerization has reshaped the competitive landscape into a network economy with IT-induced externalities that benefit not only IT purchasers but also other stakeholders. Moreover, IT is a platform technology that can leverage innovations to enhance the technological level of production process. Consequently, these two factors of IT-induced externalities and IT-leveraged innovations exert positive impacts on TFP, suggesting IT plays a more pivotal role than input consumption and accumulation that neoclassical growth theory assumes for IT. We use panel data from 30 Organization of Economic Cooperation and Development (OECD) countries over the period of 2000–2009 to empirically test hypotheses on this IT-TFP link. Implications are drawn from our findings for future research to measure IT׳s contributions at the macro level more accurately, and policymakers are urged to cultivate IT׳s positive impacts on TFP to help sustain long-term economic growth.

Suggested Citation

  • Chou, Yen-Chun & Hao-Chun Chuang, Howard & Shao, Benjamin B.M., 2014. "The impacts of information technology on total factor productivity: A look at externalities and innovations," International Journal of Production Economics, Elsevier, vol. 158(C), pages 290-299.
  • Handle: RePEc:eee:proeco:v:158:y:2014:i:c:p:290-299
    DOI: 10.1016/j.ijpe.2014.08.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0925527314002618
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ijpe.2014.08.003?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

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

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    3. Demeter, Krisztina & Chikán, Attila & Matyusz, Zsolt, 2011. "Labour productivity change: Drivers, business impact and macroeconomic moderators," International Journal of Production Economics, Elsevier, vol. 131(1), pages 215-223, May.
    4. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2008. "A Retrospective Look at the U.S. Productivity Growth Resurgence," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 3-24, Winter.
    5. Stephen D. Oliner & Daniel E. Sichel, 2000. "The Resurgence of Growth in the Late 1990s: Is Information Technology the Story?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 3-22, Fall.
    6. Varian,Hal R. & Farrell,Joseph & Shapiro,Carl, 2004. "The Economics of Information Technology," Cambridge Books, Cambridge University Press, number 9780521844154.
    7. Gene M. Grossman & Elhanan Helpman, 1994. "Endogenous Innovation in the Theory of Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 23-44, Winter.
    8. MartinNeil Baily & Robert Z. Lawrence, 2001. "Do We Have a New E-conomy?," American Economic Review, American Economic Association, vol. 91(2), pages 308-312, May.
    9. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    10. Paul Schreyer, 2000. "The Contribution of Information and Communication Technology to Output Growth: A Study of the G7 Countries," OECD Science, Technology and Industry Working Papers 2000/2, OECD Publishing.
    11. Sanjeev Dewan & Kenneth L. Kraemer, 2000. "Information Technology and Productivity: Evidence from Country-Level Data," Management Science, INFORMS, vol. 46(4), pages 548-562, April.
    12. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    13. Kevin J. Stiroh, 2002. "Are ICT Spillovers Driving the New Economy?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(1), pages 33-57, March.
    14. J. Bradford De Long & Lawrence H. Summers, 1991. "Equipment Investment and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 445-502.
    15. Jack E. Triplett, 1999. "The Solow productivity paradox: what do computers do to productivity?," Canadian Journal of Economics, Canadian Economics Association, vol. 32(2), pages 309-334, April.
    16. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    17. Katz, Michael L & Shapiro, Carl, 1986. "Technology Adoption in the Presence of Network Externalities," Journal of Political Economy, University of Chicago Press, vol. 94(4), pages 822-841, August.
    18. Kevin Stiroh, 1999. "Is There a New Economy?," Challenge, Taylor & Francis Journals, vol. 42(4), pages 82-101, July.
    19. Prajogo, Daniel & Olhager, Jan, 2012. "Supply chain integration and performance: The effects of long-term relationships, information technology and sharing, and logistics integration," International Journal of Production Economics, Elsevier, vol. 135(1), pages 514-522.
    20. Erik Brynjolfsson & Chris F. Kemerer, 1996. "Network Externalities in Microcomputer Software: An Econometric Analysis of the Spreadsheet Market," Management Science, INFORMS, vol. 42(12), pages 1627-1647, December.
    21. Dale W. Jorgenson, 2001. "Information Technology and the U.S. Economy," Higher School of Economics Economic Journal Экономический журнал Высшей школы экономики, CyberLeninka;Федеральное государственное автономное образовательное учреждение высшего образования «Национальный исследовательский университет «Высшая школа экономики», vol. 5(1), pages 3-34.
    22. Neil Gandal, 1994. "Hedonic Price Indexes for Spreadsheets and an Empirical Test for Network Externalities," RAND Journal of Economics, The RAND Corporation, vol. 25(1), pages 160-170, Spring.
    23. Atul Nerkar & Scott Shane, 2007. "Determinants of invention commercialization: an empirical examination of academically sourced inventions," Strategic Management Journal, Wiley Blackwell, vol. 28(11), pages 1155-1166, November.
    24. Shy,Oz, 2001. "The Economics of Network Industries," Cambridge Books, Cambridge University Press, number 9780521805001.
    25. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    26. Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053.
    27. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2007. "Enhanced routines for instrumental variables/generalized method of moments estimation and testing," Stata Journal, StataCorp LP, vol. 7(4), pages 465-506, December.
    28. 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.
    29. Lin, Winston T. & Chiang, Chung-Yean, 2011. "The impacts of country characteristics upon the value of information technology as measured by productive efficiency," International Journal of Production Economics, Elsevier, vol. 132(1), pages 13-33, July.
    30. Anitesh Barua & Charles H. Kriebel & Tridas Mukhopadhyay, 1995. "Information Technologies and Business Value: An Analytic and Empirical Investigation," Information Systems Research, INFORMS, vol. 6(1), pages 3-23, March.
    31. Furman, Jeffrey L. & Porter, Michael E. & Stern, Scott, 2002. "The determinants of national innovative capacity," Research Policy, Elsevier, vol. 31(6), pages 899-933, August.
    32. Daniel Hoechle, 2007. "Robust standard errors for panel regressions with cross-sectional dependence," Stata Journal, StataCorp LP, vol. 7(3), pages 281-312, September.
    33. Glass, Amy Jocelyn & Saggi, Kamal, 1998. "International technology transfer and the technology gap," Journal of Development Economics, Elsevier, vol. 55(2), pages 369-398, April.
    34. Anindya Ghose & Michael D. Smith & Rahul Telang, 2006. "Internet Exchanges for Used Books: An Empirical Analysis of Product Cannibalization and Welfare Impact," Information Systems Research, INFORMS, vol. 17(1), pages 3-19, March.
    35. Charles R. Hulten & Edwin R. Dean & Michael J. Harper, 2001. "New Developments in Productivity Analysis," NBER Books, National Bureau of Economic Research, Inc, number hult01-1, March.
    36. Young Bong Chang & Vijay Gurbaxani, 2013. "An Empirical Analysis of Technical Efficiency: The Role of IT Intensity and Competition," Information Systems Research, INFORMS, vol. 24(3), pages 561-578, September.
    37. Sinan Aral & Erik Brynjolfsson & Marshall Van Alstyne, 2012. "Information, Technology, and Information Worker Productivity," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 849-867, September.
    38. Sarv Devaraj & Rajiv Kohli, 2003. "Performance Impacts of Information Technology: Is Actual Usage the Missing Link?," Management Science, INFORMS, vol. 49(3), pages 273-289, March.
    39. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    40. Zhuo (June) Cheng & Barrie R. Nault, 2007. "Industry Level Supplier-Driven IT Spillovers," Management Science, INFORMS, vol. 53(8), pages 1199-1216, August.
    41. Murali D. R. Chari & Sarv Devaraj & Parthiban David, 2008. "Research Note--The Impact of Information Technology Investments and Diversification Strategies on Firm Performance," Management Science, INFORMS, vol. 54(1), pages 224-234, January.
    42. Miozzo, Marcela & Walsh, Vivien, 2006. "International Competitiveness and Technological Change," OUP Catalogue, Oxford University Press, number 9780199259243.
    43. Jungsoo Park & Seung Kyoon Shin & G. Lawrence Sanders, 2007. "Impact of International Information Technology Transfer on National Productivity," Information Systems Research, INFORMS, vol. 18(1), pages 86-102, March.
    44. Katz, Michael L & Shapiro, Carl, 1985. "Network Externalities, Competition, and Compatibility," American Economic Review, American Economic Association, vol. 75(3), pages 424-440, June.
    45. Hajji, Adnéne & Pellerin, Robert & Léger, Pierre-Majorique & Gharbi, Ali & Babin, Gilbert, 2012. "Dynamic pricing models for ERP systems under network externality," International Journal of Production Economics, Elsevier, vol. 135(2), pages 708-715.
    46. Shmuel S. Oren & Stephen A. Smith, 1981. "Critical Mass and Tariff Structure in Electronic Communications Markets," Bell Journal of Economics, The RAND Corporation, vol. 12(2), pages 467-487, Autumn.
    47. Charles R. Hulten, 2001. "Total Factor Productivity: A Short Biography," NBER Chapters, in: New Developments in Productivity Analysis, pages 1-54, National Bureau of Economic Research, Inc.
    48. Paul Chwelos & Ronald Ramirez & Kenneth L. Kraemer & Nigel P. Melville, 2010. "Research Note ---Does Technological Progress Alter the Nature of Information Technology as a Production Input? New Evidence and New Results," Information Systems Research, INFORMS, vol. 21(2), pages 392-408, June.
    49. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1169-1213.
    50. Erik Brynjolfsson & Lorin Hitt, 1996. "Paradox Lost? Firm-Level Evidence on the Returns to Information Systems Spending," Management Science, INFORMS, vol. 42(4), pages 541-558, April.
    51. Sena, Vania, 2004. "Total factor productivity and the spillover hypothesis: Some new evidence," International Journal of Production Economics, Elsevier, vol. 92(1), pages 31-42, November.
    52. Barry P. Bosworth & Jack E. Triplett, 2007. "The Early 21st Century U.S. Productivity Expansion is Still in Services," International Productivity Monitor, Centre for the Study of Living Standards, vol. 14, pages 3-19, Spring.
    53. Sanjeev Dewan & Chung-ki Min, 1997. "The Substitution of Information Technology for Other Factors of Production: A Firm Level Analysis," Management Science, INFORMS, vol. 43(12), pages 1660-1675, December.
    54. K. D. Joshi & Lei Chi & Avimanyu Datta & Shu Han, 2010. "Changing the Competitive Landscape: Continuous Innovation Through IT-Enabled Knowledge Capabilities," Information Systems Research, INFORMS, vol. 21(3), pages 472-495, September.
    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. Wang, Yao & Li, Jie, 2017. "ICT’s effect on trade: Perspective of comparative advantage," Economics Letters, Elsevier, vol. 155(C), pages 96-99.
    2. Latan, Hengky & Chiappetta Jabbour, Charbel Jose & Lopes de Sousa Jabbour, Ana Beatriz & de Camargo Fiorini, Paula & Foropon, Cyril, 2020. "Innovative efforts of ISO 9001-certified manufacturing firms: Evidence of links between determinants of innovation, continuous innovation and firm performance," International Journal of Production Economics, Elsevier, vol. 223(C).
    3. Danny Samson & Marianne Gloet & Prakash Singh, 2017. "Systematic Innovation Capability: Evidence From Case Studies And A Large Survey," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 21(07), pages 1-43, October.
    4. Qiansheng Gong & Xiangyu Wang & Xi Tang, 2023. "How Can the Development of Digital Economy Empower Green Transformation and Upgrading of the Manufacturing Industry?—A Quasi-Natural Experiment Based on the National Big Data Comprehensive Pilot Zone ," Sustainability, MDPI, vol. 15(11), pages 1-19, May.
    5. Wei Zhang & Siqi Zhao & Xiaoyu Wan & Yuan Yao, 2021. "Study on the effect of digital economy on high-quality economic development in China," PLOS ONE, Public Library of Science, vol. 16(9), pages 1-27, September.
    6. Xiuying Ma & Fei Jia & Hong Jiang & Xiangyun Xu, 2022. "The Impact of Non-R&D Intangible Capital on TFP Growth: Evidence from Multi-country Industry Level Data," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(4), pages 2890-2910, December.
    7. Juan Jung & Enrique López-Bazo & Matteo Grazzi, 2017. "Internet and enterprise productivity: evidence from Latin America," IREA Working Papers 201709, University of Barcelona, Research Institute of Applied Economics, revised May 2017.
    8. Guo, Liang & Wei, Yinghong Susan & Sharma, Ruchi & Rong, Ke, 2017. "Investigating e-business models’ value retention for start-ups: The moderating role of venture capital investment intensity," International Journal of Production Economics, Elsevier, vol. 186(C), pages 33-45.
    9. Calogero Guccio & Marco Martorana & Isidoro Mazza & Ilde Rizzo, 2021. "Back to the Future: Does the use of information and communication technology enhance the performance of public historical archives?," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 45(1), pages 13-43, March.
    10. Svetlana Balashova & Apostolos Serletis, 2021. "Oil Price Uncertainty, Globalization, and Total Factor Productivity: Evidence from the European Union," Energies, MDPI, vol. 14(12), pages 1-11, June.
    11. Luis Enrique Valdez-Juárez & Domingo García-Pérez-de-Lema & Gonzalo Maldonado-Guzmán, 2018. "ICT and KM, Drivers of Innovation and Profitability in SMEs," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 1-34, March.
    12. Falk, Martin & Hagsten, Eva, 2015. "E-commerce trends and impacts across Europe," International Journal of Production Economics, Elsevier, vol. 170(PA), pages 357-369.
    13. Adedoyin, Festus Fatai & Bekun, Festus Victor & Driha, Oana M. & Balsalobre-Lorente, Daniel, 2020. "The effects of air transportation, energy, ICT and FDI on economic growth in the industry 4.0 era: Evidence from the United States," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    14. Ronald Ravinesh Kumar & Peter Josef Stauvermann & Nikeel Kumar & Syed Jawad Hussain Shahzad, 2019. "Exploring the effect of ICT and tourism on economic growth: a study of Israel," Economic Change and Restructuring, Springer, vol. 52(3), pages 221-254, August.
    15. Khanna, Rupika & Sharma, Chandan, 2021. "Do technological investments promote manufacturing productivity? A firm-level analysis for India," Economic Modelling, Elsevier, vol. 105(C).
    16. Nakano, Satoshi & Washizu, Ayu, 2018. "Induced effects of smart food/agri-systems in Japan: Towards a structural analysis of information technology," Telecommunications Policy, Elsevier, vol. 42(10), pages 824-835.
    17. Iliakis, Konstantinos & Gadanakis, Yiorgos & Park, Julian, 2017. "Technology gaps and leaps in the sustainable development of English cereal and general cropping farms," 91st Annual Conference, April 24-26, 2017, Royal Dublin Society, Dublin, Ireland 258649, Agricultural Economics Society.
    18. Cheng, Yiran & Zhou, Xiaorui & Li, Yongjian, 2023. "The effect of digital transformation on real economy enterprises’ total factor productivity," International Review of Economics & Finance, Elsevier, vol. 85(C), pages 488-501.

    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. Ronald Ravinesh Kumar & Peter Josef Stauvermann & Nikeel Kumar & Syed Jawad Hussain Shahzad, 2019. "Exploring the effect of ICT and tourism on economic growth: a study of Israel," Economic Change and Restructuring, Springer, vol. 52(3), pages 221-254, August.
    2. Federico Biagi, 2013. "ICT and Productivity: A Review of the Literature," JRC Working Papers on Digital Economy 2013-09, Joint Research Centre.
    3. Sang-Yong Tom Lee & Xiao Jia Guo, 2004. "Information and Communications Technology (ICT) and Spillover: A Panel Analysis," Econometric Society 2004 Far Eastern Meetings 722, Econometric Society.
    4. Shao, Benjamin B.M. & Lin, Winston T., 2016. "Assessing output performance of information technology service industries: Productivity, innovation and catch-up," International Journal of Production Economics, Elsevier, vol. 172(C), pages 43-53.
    5. Neeraj Mittal & Barrie R. Nault, 2009. "Research Note ---Investments in Information Technology: Indirect Effects and Information Technology Intensity," Information Systems Research, INFORMS, vol. 20(1), pages 140-154, March.
    6. Stefan Schweikl & Robert Obermaier, 2020. "Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects," Management Review Quarterly, Springer, vol. 70(4), pages 461-507, November.
    7. Oliner, Stephen D. & Sichel, Daniel E. & Stiroh, Kevin J., 2008. "Explaining a productive decade," Journal of Policy Modeling, Elsevier, vol. 30(4), pages 633-673.
    8. Ronald Ravinesh Kumar & Peter Josef Stauvermann & Syed Jawad Hussain Shahzad, 2017. "Can technology provide a glimmer of hope for economic growth in the midst of chaos? A case of Zimbabwe," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(2), pages 919-939, March.
    9. Prasanna Tambe & Lorin M. Hitt, 2014. "Measuring Information Technology Spillovers," Information Systems Research, INFORMS, vol. 25(1), pages 53-71, March.
    10. Kumar, Ronald Ravinesh & Stauvermann, Peter Josef & Samitas, Aristeidis, 2016. "The effects of ICT⁎ on output per worker: A study of the Chinese economy," Telecommunications Policy, Elsevier, vol. 40(2), pages 102-115.
    11. Kumar, Ronald Ravinesh & Kumar, Radika Devi & Patel, Arvind, 2015. "Accounting for telecommunications contribution to economic growth: A study of Small Pacific Island States," Telecommunications Policy, Elsevier, vol. 39(3), pages 284-295.
    12. Meijers, Huub, 2007. "ICT Externalities: Evidence from cross country data," MERIT Working Papers 2007-021, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    13. Young Bong Chang & Vijay Gurbaxani, 2012. "The Impact of IT-Related Spillovers on Long-Run Productivity: An Empirical Analysis," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 868-886, September.
    14. Prasanna Tambe & Lorin M. Hitt, 2012. "The Productivity of Information Technology Investments: New Evidence from IT Labor Data," Information Systems Research, INFORMS, vol. 23(3-part-1), pages 599-617, September.
    15. Sadaf Bashir & Bert Sadowski, 2014. "General Purpose Technologies: A Survey, a Critique and Future Research Directions," Working Papers 14-02, Eindhoven Center for Innovation Studies, revised Feb 2014.
    16. Oz Shy, 2011. "A Short Survey of Network Economics," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 38(2), pages 119-149, March.
    17. Ronald Kumar & Madhukar Singh, 2014. "Role of health expenditure and ICT in a small island economy: a study of Fiji," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(4), pages 2295-2311, July.
    18. Fazlollahi, Ariyan & Franke, Ulrik, 2018. "Measuring the impact of enterprise integration on firm performance using data envelopment analysis," International Journal of Production Economics, Elsevier, vol. 200(C), pages 119-129.
    19. Zhuo (June) Cheng & Barrie R. Nault, 2007. "Industry Level Supplier-Driven IT Spillovers," Management Science, INFORMS, vol. 53(8), pages 1199-1216, August.
    20. Dennis O. Kundisch & Neeraj Mittal & Barrie R. Nault, 2014. "Research Commentary —Using Income Accounting as the Theoretical Basis for Measuring IT Productivity," Information Systems Research, INFORMS, vol. 25(3), pages 449-467, September.

    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:eee:proeco:v:158:y:2014:i:c:p:290-299. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ijpe .

    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.