IDEAS home Printed from https://ideas.repec.org/a/kap/sbusec/v57y2021i1d10.1007_s11187-019-00309-8.html
   My bibliography  Save this article

Global drivers of cryptocurrency infrastructure adoption

Author

Listed:
  • Ed Saiedi

    (KTH Royal Institute of Technology
    Universidad Politécnica de Madrid)

  • Anders Broström

    (KTH Royal Institute of Technology)

  • Felipe Ruiz

    (Universidad Politécnica de Madrid)

Abstract

A vast digital ecosystem of entrepreneurship and exchange has sprung up with Bitcoin’s digital infrastructure at its core. We explore the worldwide spread of infrastructure necessary to maintain and grow Bitcoin as a system (Bitcoin nodes) and infrastructure enabling the use of bitcoins for everyday economic transactions (Bitcoin merchants). Specifically, we investigate the role of legal, criminal, financial, and social determinants of the adoption of Bitcoin infrastructure. We offer some support for the view that the adoption of cryptocurrency infrastructure is driven by perceived failings of traditional financial systems, in that the spread of Bitcoin infrastructure is associated with low trust in banks and the financial system among inhabitants of a region, and with the occurrence of country-level inflation crises. On the other hand, our findings also suggest that active support for Bitcoin is higher in locations with well-developed banking services. Finally, we find support for the view that bitcoin adoption is also partly driven by cryptocurrencies’ usefulness in engaging in illicit trade.

Suggested Citation

  • Ed Saiedi & Anders Broström & Felipe Ruiz, 2021. "Global drivers of cryptocurrency infrastructure adoption," Small Business Economics, Springer, vol. 57(1), pages 353-406, June.
    • Handle: RePEc:kap:sbusec:v:57:y:2021:i:1:d:10.1007_s11187-019-00309-8
    DOI: 10.1007/s11187-019-00309-8
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11187-019-00309-8
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11187-019-00309-8?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. Alessandro Acquisti & Curtis Taylor & Liad Wagman, 2016. "The Economics of Privacy," Journal of Economic Literature, American Economic Association, vol. 54(2), pages 442-492, June.
    2. Thomas J. Holt & Olga Smirnova & Yi Ting Chua & Heith Copes, 2015. "Examining the risk reduction strategies of actors in online criminal markets," Global Crime, Taylor & Francis Journals, vol. 16(2), pages 81-103, April.
    3. Grohmann, Antonia & Klühs, Theres & Menkhoff, Lukas, 2018. "Does financial literacy improve financial inclusion? Cross country evidence," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 111, pages 84-96.
    4. Estrin, Saul & Gozman, Daniel & Khavul, Susanna, 2018. "The evolution and adoption of equity crowdfunding: entrepreneur and investor entry into a new market," LSE Research Online Documents on Economics 87351, London School of Economics and Political Science, LSE Library.
    5. Nina Czernich & Oliver Falck & Tobias Kretschmer & Ludger Woessmann, 2011. "Broadband Infrastructure and Economic Growth," Economic Journal, Royal Economic Society, vol. 121(552), pages 505-532, May.
    6. Anita Quas & Yan Alperovych & Cristiano Bellavitis & Ine Paeleman & Dzidziso Samuel Kamuriwo, 2019. "New Frontiers in Entrepreneurial Finance Research," Post-Print hal-02298311, HAL.
    7. Avi Goldfarb & Catherine Tucker, 2019. "Digital Economics," Journal of Economic Literature, American Economic Association, vol. 57(1), pages 3-43, March.
    8. Jentzsch, Nicola, 2016. "State-of-the-Art of the Economics of Cyber-Security and Privacy," EconStor Research Reports 126223, ZBW - Leibniz Information Centre for Economics.
    9. Dyhrberg, Anne Haubo, 2016. "Bitcoin, gold and the dollar – A GARCH volatility analysis," Finance Research Letters, Elsevier, vol. 16(C), pages 85-92.
    10. Michel Rauchs & Garrick Hileman, 2017. "Global Cryptocurrency Benchmarking Study," Cambridge Centre for Alternative Finance Reports 201704-gcbs, Cambridge Centre for Alternative Finance, Cambridge Judge Business School, University of Cambridge.
    11. Neil Gandal & Hanna Halaburda, 2014. "Competition in the Cryptocurrency Market," Staff Working Papers 14-33, Bank of Canada.
    12. David Tilson & Kalle Lyytinen & Carsten Sørensen, 2010. "Research Commentary ---Digital Infrastructures: The Missing IS Research Agenda," Information Systems Research, INFORMS, vol. 21(4), pages 748-759, December.
    13. Mariassunta Giannetti & Tracy Yue Wang, 2016. "Corporate Scandals and Household Stock Market Participation," Journal of Finance, American Finance Association, vol. 71(6), pages 2591-2636, December.
    14. Thomas Philippon, 2016. "The FinTech Opportunity," NBER Working Papers 22476, National Bureau of Economic Research, Inc.
    15. Rainer Böhme & Nicolas Christin & Benjamin Edelman & Tyler Moore, 2015. "Bitcoin: Economics, Technology, and Governance," Journal of Economic Perspectives, American Economic Association, vol. 29(2), pages 213-238, Spring.
    16. Claus Dierksmeier & Peter Seele, 2018. "Cryptocurrencies and Business Ethics," Journal of Business Ethics, Springer, vol. 152(1), pages 1-14, September.
    17. van Rooij, Maarten & Lusardi, Annamaria & Alessie, Rob, 2011. "Financial literacy and stock market participation," Journal of Financial Economics, Elsevier, vol. 101(2), pages 449-472, August.
    18. George J. Stigler, 1971. "The Theory of Economic Regulation," Bell Journal of Economics, The RAND Corporation, vol. 2(1), pages 3-21, Spring.
    19. Athey, Susan & Parashkevov, Ivo & Sarukkai, Vishnu & Xia, Jing, 2016. "Bitcoin Pricing, Adoption, and Usage: Theory and Evidence," Research Papers 3469, Stanford University, Graduate School of Business.
    20. David Yermack, 2018. "FinTech in Sub-Saharan Africa: What Has Worked Well, and What Hasn't," NBER Working Papers 25007, National Bureau of Economic Research, Inc.
    21. Guiso, Luigi & Sapienza, Paola & Zingales, Luigi, 2018. "Time varying risk aversion," Journal of Financial Economics, Elsevier, vol. 128(3), pages 403-421.
    22. Jamal Bouoiyour & Refk Selmi, 2015. "What Does Bitcoin Look Like?," Annals of Economics and Finance, Society for AEF, vol. 16(2), pages 449-492, November.
    23. Dwyer, Gerald P., 2015. "The economics of Bitcoin and similar private digital currencies," Journal of Financial Stability, Elsevier, vol. 17(C), pages 81-91.
    24. Bouri, Elie & Gupta, Rangan & Tiwari, Aviral Kumar & Roubaud, David, 2017. "Does Bitcoin hedge global uncertainty? Evidence from wavelet-based quantile-in-quantile regressions," Finance Research Letters, Elsevier, vol. 23(C), pages 87-95.
    25. Ben Spigel, 2017. "The Relational Organization of Entrepreneurial Ecosystems," Entrepreneurship Theory and Practice, , vol. 41(1), pages 49-72, January.
    26. Thorsten Beck & Maria Soledad Martinez Peria, 2011. "What Explains the Price of Remittances? An Examination Across 119 Country Corridors," The World Bank Economic Review, World Bank, vol. 25(1), pages 105-131, May.
    27. Fisch, Christian, 2019. "Initial coin offerings (ICOs) to finance new ventures," Journal of Business Venturing, Elsevier, vol. 34(1), pages 1-22.
    28. Kahn, Charles M. & Roberds, William, 2008. "Credit and identity theft," Journal of Monetary Economics, Elsevier, vol. 55(2), pages 251-264, March.
    29. Fiona Sussan & Zoltan J. Acs, 2017. "The digital entrepreneurial ecosystem," Small Business Economics, Springer, vol. 49(1), pages 55-73, June.
    30. Kliber, Agata & Marszałek, Paweł & Musiałkowska, Ida & Świerczyńska, Katarzyna, 2019. "Bitcoin: Safe haven, hedge or diversifier? Perception of bitcoin in the context of a country’s economic situation — A stochastic volatility approach," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 524(C), pages 246-257.
    31. Boyd Cohen, 2017. "The Rise of Alternative Currencies in Post-Capitalism," Journal of Management Studies, Wiley Blackwell, vol. 54(5), pages 739-746, July.
    32. Maarten C.J. van Rooij & Annamaria Lusardi & Rob J.M. Alessie, 2012. "Financial Literacy, Retirement Planning and Household Wealth," Economic Journal, Royal Economic Society, vol. 122(560), pages 449-478, May.
    33. Pierluigi Martino & Kevin Jue Wang & Cristiano Bellavitis & Carlos M. DaSilva, 2019. "An Introduction to Blockchain, Cryptocurrency and Initial Coin Offerings," World Scientific Book Chapters, in: Anita Quas & Yan Alperovych & Cristiano Bellavitis & Ine Paeleman & Dzidziso Samuel Kamuriwo (ed.), New Frontiers in Entrepreneurial Finance Research, chapter 7, pages 181-206, World Scientific Publishing Co. Pte. Ltd..
    34. Dirk Niepelt, 2020. "Reserves for All? Central Bank Digital Currency, Deposits, and Their (Non)-Equivalence," International Journal of Central Banking, International Journal of Central Banking, vol. 16(3), pages 211-238, June.
    35. C. Baek & M. Elbeck, 2015. "Bitcoins as an investment or speculative vehicle? A first look," Applied Economics Letters, Taylor & Francis Journals, vol. 22(1), pages 30-34, January.
    36. Fry, John, 2018. "Booms, busts and heavy-tails: The story of Bitcoin and cryptocurrency markets?," Economics Letters, Elsevier, vol. 171(C), pages 225-229.
    37. William J. Luther, 2016. "Cryptocurrencies, Network Effects, And Switching Costs," Contemporary Economic Policy, Western Economic Association International, vol. 34(3), pages 553-571, July.
    38. Carmen M. Reinhart & Kenneth S. Rogoff, 2011. "From Financial Crash to Debt Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 1676-1706, August.
    39. Susan Athey & Christian Catalini & Catherine Tucker, 2017. "The Digital Privacy Paradox: Small Money, Small Costs, Small Talk," NBER Working Papers 23488, National Bureau of Economic Research, Inc.
    40. Saul Estrin & Daniel Gozman & Susanna Khavul, 2018. "The evolution and adoption of equity crowdfunding: entrepreneur and investor entry into a new market," Small Business Economics, Springer, vol. 51(2), pages 425-439, August.
    41. Sean Foley & Jonathan R Karlsen & Tālis J Putniņš, 2019. "Sex, Drugs, and Bitcoin: How Much Illegal Activity Is Financed through Cryptocurrencies?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1798-1853.
    42. Max J. Krause & Thabet Tolaymat, 2018. "Quantification of energy and carbon costs for mining cryptocurrencies," Nature Sustainability, Nature, vol. 1(11), pages 711-718, November.
    43. Alain Cohn & Jan Engelmann & Ernst Fehr & Michel André Maréchal, 2015. "Evidence for Countercyclical Risk Aversion: An Experiment with Financial Professionals," American Economic Review, American Economic Association, vol. 105(2), pages 860-885, February.
    44. Shahzad, Syed Jawad Hussain & Bouri, Elie & Roubaud, David & Kristoufek, Ladislav & Lucey, Brian, 2019. "Is Bitcoin a better safe-haven investment than gold and commodities?," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 322-330.
    45. Joern H. Block & Massimo G. Colombo & Douglas J. Cumming & Silvio Vismara, 2018. "New players in entrepreneurial finance and why they are there," Small Business Economics, Springer, vol. 50(2), pages 239-250, February.
    46. Blau, Benjamin M., 2018. "Price dynamics and speculative trading in Bitcoin," Research in International Business and Finance, Elsevier, vol. 43(C), pages 15-21.
    47. Charles M. Kahn & James McAndrews & William Roberds, 2005. "Money Is Privacy," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 46(2), pages 377-399, May.
    48. Dodd, Nigel, 2018. "The social life of Bitcoin," LSE Research Online Documents on Economics 69229, London School of Economics and Political Science, LSE Library.
    49. Christopher Henry & Kim Huynh & Gradon Nicholls, 2018. "Bitcoin Awareness and Usage in Canada: An Update," Staff Analytical Notes 2018-23, Bank of Canada.
    50. Bouri, Elie & Molnár, Peter & Azzi, Georges & Roubaud, David & Hagfors, Lars Ivar, 2017. "On the hedge and safe haven properties of Bitcoin: Is it really more than a diversifier?," Finance Research Letters, Elsevier, vol. 20(C), pages 192-198.
    51. David Audretsch & Diana Heger & Tobias Veith, 2015. "Infrastructure and entrepreneurship," Small Business Economics, Springer, vol. 44(2), pages 219-230, February.
    52. Baur, Dirk G. & Hong, KiHoon & Lee, Adrian D., 2018. "Bitcoin: Medium of exchange or speculative assets?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 54(C), pages 177-189.
    53. Walter Engert & Ben Fung, 2017. "Central Bank Digital Currency: Motivations and Implications," Discussion Papers 17-16, Bank of Canada.
    54. Christian Masiak & Joern H. Block & Tobias Masiak & Matthias Neuenkirch & Katja N. Pielen, 0. "Initial coin offerings (ICOs): market cycles and relationship with bitcoin and ether," Small Business Economics, Springer, vol. 0, pages 1-18.
    55. Shane M. Greenstein & Pablo T. Spiller, 1996. "Estimating the Welfare Effects of Digital Infrastructure," NBER Working Papers 5770, National Bureau of Economic Research, Inc.
    56. Kim, Thomas, 2017. "On the transaction cost of Bitcoin," Finance Research Letters, Elsevier, vol. 23(C), pages 300-305.
    57. Christian Haddad & Lars Hornuf, 2019. "The emergence of the global fintech market: economic and technological determinants," Small Business Economics, Springer, vol. 53(1), pages 81-105, June.
    58. Cheah, Eng-Tuck & Fry, John, 2015. "Speculative bubbles in Bitcoin markets? An empirical investigation into the fundamental value of Bitcoin," Economics Letters, Elsevier, vol. 130(C), pages 32-36.
    59. Ceyhun Elgin & Oguz Oztunali, 2012. "Shadow Economies around the World: Model Based Estimates," Working Papers 2012/05, Bogazici University, Department of Economics.
    60. Arnold, Stephan & Auer, Benjamin R., 2015. "What do scientists know about inflation hedging?," The North American Journal of Economics and Finance, Elsevier, vol. 34(C), pages 187-214.
    61. Michel Rauchs & Apolline Blandin & Kristina Klein & Gina Pieters & Martino Recanatini & Bryan Zhang, 2018. "2nd Global Cryptoasset Benchmarking Study," Cambridge Centre for Alternative Finance Reports 201812-sgcbs, Cambridge Centre for Alternative Finance, Cambridge Judge Business School, University of Cambridge.
    62. Mei Xue & Lorin M. Hitt & Pei-yu Chen, 2011. "Determinants and Outcomes of Internet Banking Adoption," Management Science, INFORMS, vol. 57(2), pages 291-307, February.
    63. Asli Demirguc-Kunt & Leora Klapper & Dorothe Singer & Saniya Ansar & Jake Hess, 2018. "Global Findex Database 2017 [La base de datos Global Findex 2017]," World Bank Publications - Books, The World Bank Group, number 29510.
    64. Wei, Wang Chun, 2018. "Liquidity and market efficiency in cryptocurrencies," Economics Letters, Elsevier, vol. 168(C), pages 21-24.
    65. repec:ecj:econjl:v:122:y:2012:i::p:449-478 is not listed on IDEAS
    66. Jefferson Duarte & Stephan Siegel & Lance Young, 2012. "Trust and Credit: The Role of Appearance in Peer-to-peer Lending," The Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2455-2484.
    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. Bhimani, Alnoor & Hausken, Kjell & Arif, Sameen, 2022. "Do national development factors affect cryptocurrency adoption?," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    2. Lennart Ante & Florian Fiedler & Fred Steinmetz & Ingo Fiedler, 2023. "Profiling Turkish Cryptocurrency Owners: Payment Users, Crypto Investors and Crypto Traders," JRFM, MDPI, vol. 16(4), pages 1-13, April.
    3. Ivan Savin & Kristina Chukavina & Andrey Pushkarev, 2023. "Topic-based classification and identification of global trends for startup companies," Small Business Economics, Springer, vol. 60(2), pages 659-689, February.
    4. Zdenek Smutny & Zdenek Sulc & Jan Lansky, 2021. "Motivations, Barriers and Risk-Taking When Investing in Cryptocurrencies," Mathematics, MDPI, vol. 9(14), pages 1-22, July.
    5. Hans Rawhouser & Silvio Vismara & Nir Kshetri, 2024. "Blockchain and vulnerable entrepreneurial ecosystems," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 36(1-2), pages 10-35, January.
    6. Nantogmah Danaa & Sampson Vivian Esumamba & Alexander Abeiku Odoom, 2021. "Political Economy of Digital Currency in Africa: stairway to heaven or road to nowhere?," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 5(10), pages 756-767, October.
    7. Bejjani, Melissa & Göcke, Lutz & Menter, Matthias, 2023. "Digital entrepreneurial ecosystems: A systematic literature review," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    8. Choudhary, Priya & Thenmozhi, M., 2024. "Fintech and financial sector: ADO analysis and future research agenda," International Review of Financial Analysis, Elsevier, vol. 93(C).

    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. Andrea Flori, 2019. "Cryptocurrencies In Finance: Review And Applications," International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 22(05), pages 1-22, August.
    2. Aurelio F. Bariviera & Ignasi Merediz‐Solà, 2021. "Where Do We Stand In Cryptocurrencies Economic Research? A Survey Based On Hybrid Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 35(2), pages 377-407, April.
    3. Flori, Andrea, 2019. "News and subjective beliefs: A Bayesian approach to Bitcoin investments," Research in International Business and Finance, Elsevier, vol. 50(C), pages 336-356.
    4. Corbet, Shaen & Lucey, Brian & Urquhart, Andrew & Yarovaya, Larisa, 2019. "Cryptocurrencies as a financial asset: A systematic analysis," International Review of Financial Analysis, Elsevier, vol. 62(C), pages 182-199.
    5. Parthajit Kayal & Purnima Rohilla, 2021. "Bitcoin in the economics and finance literature: a survey," SN Business & Economics, Springer, vol. 1(7), pages 1-21, July.
    6. Yue, Yao & Li, Xuerong & Zhang, Dingxuan & Wang, Shouyang, 2021. "How cryptocurrency affects economy? A network analysis using bibliometric methods," International Review of Financial Analysis, Elsevier, vol. 77(C).
    7. Cynthia Weiyi Cai & Rui Xue & Bi Zhou, 2023. "Cryptocurrency puzzles: a comprehensive review and re-introduction," Journal of Accounting Literature, Emerald Group Publishing Limited, vol. 46(1), pages 26-50, June.
    8. Helder Miguel Correia Virtuoso Sebastião & Paulo José Osório Rupino Da Cunha & Pedro Manuel Cortesão Godinho, 2021. "Cryptocurrencies and blockchain. Overview and future perspectives," International Journal of Economics and Business Research, Inderscience Enterprises Ltd, vol. 21(3), pages 305-342.
    9. Ahmed, Walid M.A., 2020. "Is there a risk-return trade-off in cryptocurrency markets? The case of Bitcoin," Journal of Economics and Business, Elsevier, vol. 108(C).
    10. Symitsi, Efthymia & Chalvatzis, Konstantinos J., 2019. "The economic value of Bitcoin: A portfolio analysis of currencies, gold, oil and stocks," Research in International Business and Finance, Elsevier, vol. 48(C), pages 97-110.
    11. Panagiotidis, Theodore & Stengos, Thanasis & Vravosinos, Orestis, 2019. "The effects of markets, uncertainty and search intensity on bitcoin returns," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 220-242.
    12. Gil-Alana, Luis Alberiko & Abakah, Emmanuel Joel Aikins & Rojo, María Fátima Romero, 2020. "Cryptocurrencies and stock market indices. Are they related?," Research in International Business and Finance, Elsevier, vol. 51(C).
    13. Lennart Ante, 2020. "A place next to Satoshi: foundations of blockchain and cryptocurrency research in business and economics," Scientometrics, Springer;Akadémiai Kiadó, vol. 124(2), pages 1305-1333, August.
    14. de la Horra, Luis P. & de la Fuente, Gabriel & Perote, Javier, 2019. "The drivers of Bitcoin demand: A short and long-run analysis," International Review of Financial Analysis, Elsevier, vol. 62(C), pages 21-34.
    15. Caporale, Guglielmo Maria & Kang, Woo-Young & Spagnolo, Fabio & Spagnolo, Nicola, 2021. "Cyber-attacks, spillovers and contagion in the cryptocurrency markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 74(C).
    16. Thies, Sven & Molnár, Peter, 2018. "Bayesian change point analysis of Bitcoin returns," Finance Research Letters, Elsevier, vol. 27(C), pages 223-227.
    17. Katsiampa, Paraskevi, 2019. "An empirical investigation of volatility dynamics in the cryptocurrency market," Research in International Business and Finance, Elsevier, vol. 50(C), pages 322-335.
    18. Giancarlo Giudici & Alistair Milne & Dmitri Vinogradov, 2020. "Cryptocurrencies: market analysis and perspectives," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 47(1), pages 1-18, March.
    19. Bedi, Prateek & Nashier, Tripti, 2020. "On the investment credentials of Bitcoin: A cross-currency perspective," Research in International Business and Finance, Elsevier, vol. 51(C).
    20. Corbet, Shaen & Katsiampa, Paraskevi & Lau, Chi Keung Marco, 2020. "Measuring quantile dependence and testing directional predictability between Bitcoin, altcoins and traditional financial assets," International Review of Financial Analysis, Elsevier, vol. 71(C).

    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:kap:sbusec:v:57:y:2021:i:1:d:10.1007_s11187-019-00309-8. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.