IDEAS home Printed from https://ideas.repec.org/p/ctc/serie1/def031.html
   My bibliography  Save this paper

An empirical analysis of the global input-output network and its evolution

Author

Listed:
  • Jakob Grazzini

    (Università Cattolica del Sacro Cuore
    Dipartimento di Economia e Finanza, Università Cattolica del Sacro Cuore)

  • Alessandro Spelta

    (Università Cattolica del Sacro Cuore
    Dipartimento di Economia e Finanza, Università Cattolica del Sacro Cuore)

Abstract

Data, without a model, are just numbers. The analysis of networks in economics should take into account how economic agents react to exogenous shocks. In order to determine the centrality of a node in the global input-output network, we analyze the network through the lenses of an economic model calibrated on empirical data. We show that formalizing the nodes as firms, and modeling the links as the result of firms' behavior (trade), is impor- tant for the economic interpretation of the network topology. Moreover, using the calibrated model, we define a fragility index that measures the ability of the system to absorb exogenous shocks. We find that the fragility of the production network has increased from 1995 to 2011.

Suggested Citation

  • Jakob Grazzini & Alessandro Spelta, 2015. "An empirical analysis of the global input-output network and its evolution," DISCE - Working Papers del Dipartimento di Economia e Finanza def031, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
  • Handle: RePEc:ctc:serie1:def031
    as

    Download full text from publisher

    File URL: http://dipartimenti.unicatt.it/economia-finanza-def031.pdf
    File Function: First version, 2015
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Giorgio Fagiolo & Javier Reyes & Stefano Schiavo, 2010. "The evolution of the world trade web: a weighted-network analysis," Journal of Evolutionary Economics, Springer, vol. 20(4), pages 479-514, August.
    2. Sean Holly & Ivan Petrella, 2012. "Factor Demand Linkages, Technology Shocks, and the Business Cycle," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 948-963, November.
    3. Fagiolo, Giorgio & Reyes, Javier & Schiavo, Stefano, 2008. "On the topological properties of the world trade web: A weighted network analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(15), pages 3868-3873.
    4. Carsten Krabbe Nielsen, 2009. "Rational Overconfidence and Social Security," Discussion Paper Series 0916, Institute of Economic Research, Korea University.
    5. Moriconi, Simone & Peri, Giovanni, 2019. "Country-specific preferences and employment rates in Europe," European Economic Review, Elsevier, vol. 116(C), pages 1-27.
    6. Stefano Schiavo & Javier Reyes & Giorgio Fagiolo, 2010. "International trade and financial integration: a weighted network analysis," Quantitative Finance, Taylor & Francis Journals, vol. 10(4), pages 389-399.
    7. Daron Acemoglu & Asuman Ozdaglar & Alireza Tahbaz-Salehi, 2017. "Microeconomic Origins of Macroeconomic Tail Risks," American Economic Review, American Economic Association, vol. 107(1), pages 54-108, January.
    8. repec:ctc:serie1:def4 is not listed on IDEAS
    9. Vasco M. Carvalho, 2014. "From Micro to Macro via Production Networks," Journal of Economic Perspectives, American Economic Association, vol. 28(4), pages 23-48, Fall.
    10. Paul Bingley & Lorenzo Cappellari & Konstantinos Tatsiramos, 2014. "Family, Community and Long-Term Earnings Inequality," DISCE - Working Papers del Dipartimento di Economia e Finanza def017, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    11. Jakob Grazzini & Domenico Massaro, 2022. "Great Volatility, Great Moderation and Great Moderation Again," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 44, pages 269-283, April.
    12. Pol Antras & Davin Chor & Thibault Fally & Russell Hillberry, 2012. "Measuring the Upstreamness of Production and Trade Flows," American Economic Review, American Economic Association, vol. 102(3), pages 412-416, May.
    13. Mattia Guerini, 2013. "Is the Friedman Rule Stabilizing? Some Unpleasant Results in a Heterogeneous Expectations Framework," DISCE - Working Papers del Dipartimento di Economia e Finanza def003, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    14. Monticini, Andrea & Ravazzolo, Francesco, 2014. "Forecasting the intraday market price of money," Journal of Empirical Finance, Elsevier, vol. 29(C), pages 304-315.
    15. Russel Davidson & Andrea Monticini, 2014. "Heteroskedasticity-and-Autocorrelation-Consistent Bootstrapping," DISCE - Working Papers del Dipartimento di Economia e Finanza def012, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    16. repec:ctc:serie1:def18 is not listed on IDEAS
    17. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    18. repec:ctc:serie1:def0009 is not listed on IDEAS
    19. Sobbrio, Francesco, 2014. "Citizen-editors' endogenous information acquisition and news accuracy," Journal of Public Economics, Elsevier, vol. 113(C), pages 43-53.
    20. repec:ctc:serie1:def13 is not listed on IDEAS
    21. Mordecai Kurz & Maurizio Motolese & Giulia Piccillo & Howei Wu, 2015. "Monetary Policy with Diverse Private Expectations," Discussion Papers 15-004, Stanford Institute for Economic Policy Research.
    22. repec:ctc:serie1:def12 is not listed on IDEAS
    23. Daron Acemoglu & Pablo D. Azar, 2020. "Endogenous Production Networks," Econometrica, Econometric Society, vol. 88(1), pages 33-82, January.
    24. Ursino Giovanni, 2015. "Supply Chain Control: A Theory of Vertical Integration," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 15(4), pages 1831-1866, October.
    25. repec:ctc:serie1:def3 is not listed on IDEAS
    26. repec:ctc:serie1:def0021 is not listed on IDEAS
    27. Aldasoro, Iñaki & Delli Gatti, Domenico & Faia, Ester, 2017. "Bank networks: Contagion, systemic risk and prudential policy," Journal of Economic Behavior & Organization, Elsevier, vol. 142(C), pages 164-188.
    28. Matteo Barigozzi & Giorgio Fagiolo & Diego Garlaschelli, 2009. "Multinetwork of international trade: A commodity-specific analysis," Papers 0908.1879, arXiv.org, revised Jun 2010.
    29. Cinzia Di Novi & Elenka Brenna, 2013. "Is caring for elderly parents detrimental for women�s mental health? The influence of the European North-South gradient," Working Papers 2013:23, Department of Economics, University of Venice "Ca' Foscari".
    30. Rosario Crinò & Laura Ogliari, 2015. "Financial Frictions, Product Quality, and International Trade," DISCE - Working Papers del Dipartimento di Economia e Finanza def030, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    31. repec:ctc:serie1:def21 is not listed on IDEAS
    32. Vasco Carvalho & Xavier Gabaix, 2013. "The Great Diversification and Its Undoing," American Economic Review, American Economic Association, vol. 103(5), pages 1697-1727, August.
    33. repec:ctc:serie1:def0006 is not listed on IDEAS
    34. Piccolo, Salvatore & Tarantino, Emanuele & Ursino, Giovanni, 2015. "The value of transparency in multidivisional firms," International Journal of Industrial Organization, Elsevier, vol. 41(C), pages 9-18.
    35. Assenza, Tiziana & Grazzini, Jakob & Hommes, Cars & Massaro, Domenico, 2015. "PQ strategies in monopolistic competition: Some insights from the lab," Journal of Economic Dynamics and Control, Elsevier, vol. 50(C), pages 62-77.
    36. Massimo Bordignon & Matteo Gamalerio & Gilberto Turati, 2013. "Decentralization, Vertical Fiscal Imbalance, and Political Selection," CESifo Working Paper Series 4459, CESifo.
    37. repec:ctc:serie1:def9 is not listed on IDEAS
    38. Serena Frazzoni & Maria Luisa Mancusi & Zeno Rotondi & Maurizio Sobrero & Andrea Vezzulli, 2014. "Innovation and export in SMEs: the role of relationship banking," Working Papers Department of Economics 2014/18, ISEG - Lisbon School of Economics and Management, Department of Economics, Universidade de Lisboa.
    39. repec:ctc:serie1:def0019 is not listed on IDEAS
    40. Chinazzi, Matteo & Fagiolo, Giorgio & Reyes, Javier A. & Schiavo, Stefano, 2013. "Post-mortem examination of the international financial network," Journal of Economic Dynamics and Control, Elsevier, vol. 37(8), pages 1692-1713.
    41. Vasco M. Carvalho, 2014. "From Micro to Macro via Production Networks," Working Papers 793, Barcelona School of Economics.
    42. Daron Acemoglu & Ufuk Akcigit & William Kerr, 2016. "Networks and the Macroeconomy: An Empirical Exploration," NBER Macroeconomics Annual, University of Chicago Press, vol. 30(1), pages 273-335.
    43. Crinò, Rosario & Ogliari, Laura, 2015. "Financial Frictions, Product Quality, and International Trade," CEPR Discussion Papers 10555, C.E.P.R. Discussion Papers.
    44. repec:ctc:serie1:def10 is not listed on IDEAS
    45. Elenka Brenna & Federico Spandonaro, 2014. "Does federalism induce patients’ mobility across regions? Evidence from the Italian experience," DISCE - Working Papers del Dipartimento di Economia e Finanza def009, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    46. Tiziana Assenza & William A. Brock & Cars H. Hommes, 2013. "Animal Spirits, Heterogeneous Expectations and the Emergence of Booms and Busts," Tinbergen Institute Discussion Papers 13-205/II, Tinbergen Institute.
    47. Pecora, Nicolò & Spelta, Alessandro, 2015. "Shareholding relationships in the Euro Area banking market: A network perspective," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 434(C), pages 1-12.
    48. repec:ctc:serie1:def0003 is not listed on IDEAS
    49. Chand, A.K.S. & Currarini, Sergio & Ursino, Giovanni, 2013. "Cheap Talk with Correlated Signals," Climate Change and Sustainable Development 158726, Fondazione Eni Enrico Mattei (FEEM).
    50. Marcel Timmer & Abdul A. Erumban & Reitze Gouma & Bart Los & Umed Temurshoev & Gaaitzen J. de Vries & I–aki Arto & Valeria Andreoni AurŽlien Genty & Frederik Neuwahl & JosŽ M. Rueda?Cantuche & Joseph , 2012. "The World Input-Output Database (WIOD): Contents, Sources and Methods," IIDE Discussion Papers 20120401, Institue for International and Development Economics.
    51. repec:ctc:serie1:def2 is not listed on IDEAS
    52. Colombo, Luca & Dawid, Herbert, 2014. "Strategic location choice under dynamic oligopolistic competition and spillovers," Journal of Economic Dynamics and Control, Elsevier, vol. 48(C), pages 288-307.
    53. Paul Bingley & Lorenzo Cappellari, 2019. "Correlation of Brothers' Earnings and Intergenerational Transmission," The Review of Economics and Statistics, MIT Press, vol. 101(2), pages 370-383, May.
    54. repec:ctc:serie1:def8 is not listed on IDEAS
    55. repec:ctc:serie1:def1 is not listed on IDEAS
    56. repec:ctc:serie1:def11 is not listed on IDEAS
    57. repec:ctc:serie1:def0013 is not listed on IDEAS
    58. Daniela Parisi, 2014. "Is There Room for 'Fear' as a Human Passion in the Work by Adam Smith?," DISCE - Working Papers del Dipartimento di Economia e Finanza def008, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    59. Long, John B, Jr & Plosser, Charles I, 1983. "Real Business Cycles," Journal of Political Economy, University of Chicago Press, vol. 91(1), pages 39-69, February.
    60. Hinnerk Gnutzmann, 2014. "Price Discrimination in Asymmetric Industries: Implications for Competition and Welfare," DISCE - Working Papers del Dipartimento di Economia e Finanza def019, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    61. repec:ctc:serie1:def0001 is not listed on IDEAS
    62. Claudio Lucifora & Simone Moriconi, 2014. "Policy Myopia and Labour Market Institutions," DISCE - Working Papers del Dipartimento di Economia e Finanza def013, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    63. repec:ctc:serie1:def0008 is not listed on IDEAS
    64. Angelo Baglioni & Andrea Boitani & Massimo Bordignon, 2016. "Labor Mobility and Fiscal Policy in a Currency Union," FinanzArchiv: Public Finance Analysis, Mohr Siebeck, Tübingen, vol. 72(4), pages 371-406, December.
    65. repec:zbw:bofrdp:urn:nbn:fi:bof-201512101464 is not listed on IDEAS
    66. repec:ctc:serie1:def15 is not listed on IDEAS
    67. repec:ctc:serie1:def0005 is not listed on IDEAS
    68. Maria Flavia Ambrosanio & Paolo Balduzzi & Massimo Bordignon, 2014. "Economic crisis and fiscal federalism in Italy," Working papers 8, Società Italiana di Economia Pubblica.
    69. Charles R. Hulten, 1978. "Growth Accounting with Intermediate Inputs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 45(3), pages 511-518.
    70. repec:ctc:serie1:def7 is not listed on IDEAS
    71. Avdjiev, S. & Giudici, P. & Spelta, A., 2019. "Measuring contagion risk in international banking," Journal of Financial Stability, Elsevier, vol. 42(C), pages 36-51.
    72. Raja Kali & Javier Reyes, 2010. "Financial Contagion On The International Trade Network," Economic Inquiry, Western Economic Association International, vol. 48(4), pages 1072-1101, October.
    73. repec:zbw:bofrdp:2015_025 is not listed on IDEAS
    74. Jiankui He & Michael W. Deem, 2010. "Structure and Response in the World Trade Network," Papers 1010.0410, arXiv.org.
    75. repec:ctc:serie1:def0016 is not listed on IDEAS
    76. repec:ctc:serie1:def0011 is not listed on IDEAS
    77. repec:ctc:serie1:def0002 is not listed on IDEAS
    78. Gabriele Mazzolini, 2014. "The economic consequences of accidents at work," DISCE - Working Papers del Dipartimento di Economia e Finanza def015, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    79. repec:ctc:serie1:def0015 is not listed on IDEAS
    80. repec:ctc:serie1:def0020 is not listed on IDEAS
    81. repec:ctc:serie1:def0007 is not listed on IDEAS
    82. Marcel P. Timmer & Abdul Azeez Erumban & Bart Los & Robert Stehrer & Gaaitzen J. de Vries, 2014. "Slicing Up Global Value Chains," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 99-118, Spring.
    83. Salvatore Piccolo & Piero Tedeschi & Giovanni Ursino, 2015. "How limiting deceptive practices harms consumers," RAND Journal of Economics, RAND Corporation, vol. 46(3), pages 611-624, September.
    84. repec:ctc:serie1:def20 is not listed on IDEAS
    85. Elenka Brenna & Cinzia Di Novi, 2013. "Is caring for elderly parents detrimental to women’s mental health? The influence of the European North-South gradient," DISCE - Working Papers del Dipartimento di Economia e Finanza def004, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    86. Timmer, Marcel P. & Los, Bart & Stehrer, Robert & de Vries, Gaaitzen J., 2016. "An Anatomy of the Global Trade Slowdown based on the WIOD 2016 Release," GGDC Research Memorandum GD-162, Groningen Growth and Development Centre, University of Groningen.
    87. Horvath, Michael, 2000. "Sectoral shocks and aggregate fluctuations," Journal of Monetary Economics, Elsevier, vol. 45(1), pages 69-106, February.
    88. Raja Kali & Javier Reyes, 2007. "The architecture of globalization: a network approach to international economic integration," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(4), pages 595-620, July.
    89. repec:ctc:serie1:def0018 is not listed on IDEAS
    90. repec:ctc:serie1:def6 is not listed on IDEAS
    91. repec:ctc:serie1:def19 is not listed on IDEAS
    92. Leo Katz, 1953. "A new status index derived from sociometric analysis," Psychometrika, Springer;The Psychometric Society, vol. 18(1), pages 39-43, March.
    93. repec:ctc:serie1:def16 is not listed on IDEAS
    94. Foti, Nicholas J. & Pauls, Scott & Rockmore, Daniel N., 2013. "Stability of the World Trade Web over time – An extinction analysis," Journal of Economic Dynamics and Control, Elsevier, vol. 37(9), pages 1889-1910.
    95. repec:ctc:serie1:def0004 is not listed on IDEAS
    96. Michael Horvath, 1998. "Cyclicality and Sectoral Linkages: Aggregate Fluctuations from Independent Sectoral Shocks," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(4), pages 781-808, October.
    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. Checchi, Daniele & Fenizia, Alessandra & Lucifora, Claudio, 2021. "Public Sector Jobs: Working in the Public Sector in Europe and the US," IZA Discussion Papers 14514, Institute of Labor Economics (IZA).
    2. Luca Fiorito & Cosma Orsi, 2016. "Survival Value And A Robust, Practical, Joyless Individualism: Thomas Nixon Carver, Social Justice, And Eugenics," DISCE - Working Papers del Dipartimento di Economia e Finanza def044, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    3. Russell Davidson & Andrea Monticini, 2018. "Improvements in Bootstrap Inference," DISCE - Working Papers del Dipartimento di Economia e Finanza def070, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    4. Fanfani, Bernardo, 2022. "Tastes for discrimination in monopsonistic labour markets," Labour Economics, Elsevier, vol. 75(C).
    5. Elenka Brenna & Lara Gitto, 2018. "Adult education, the use of Information and Communication Technologies and the impact on quality of life: a case study," DISCE - Working Papers del Dipartimento di Economia e Finanza def073, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    6. Rosario Crino & Giovanni Immordino & Gülen Karakoç-Palminteri & Salvatore Piccolo, 2018. "Fighting Mobile Crime," CSEF Working Papers 504, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    7. Irene Torrini & Claudio Lucifora & Antonio Russo, 2022. "The Long-Term Effects of Hospitalization on Health Care Expenditures: An Empirical Analysis for the Young-Old Population," DISCE - Working Papers del Dipartimento di Economia e Finanza def117, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    8. Elenka Brenna & Lara Gitto, 2016. "Financing elderly care in Italy and Europe. Is there a common vision?," DISCE - Working Papers del Dipartimento di Economia e Finanza def047, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    9. Boitani, Andrea & Dragomirescu-Gaina, Catalin, 2023. "News and narratives: A cointegration analysis of Russian economic policy uncertainty," Economics Letters, Elsevier, vol. 226(C).
    10. Simone Moriconi, 2016. "Taxation, industry integration and production efficiency," DISCE - Working Papers del Dipartimento di Economia e Finanza def043, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    11. Rosario Crinò & Laura Ogliari, 2015. "Financial Frictions, Product Quality, and International Trade," DISCE - Working Papers del Dipartimento di Economia e Finanza def030, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    12. Pieroni, Luca & Roig, Melcior Rosselló & Salmasi, Luca, 2023. "Italy: Immigration and the evolution of populism," European Journal of Political Economy, Elsevier, vol. 76(C).
    13. Grazia Cecere & Nicoletta Corrocher & Maria Luisa Mancusi, 2016. "Financial constraints and public funding for eco-innovation: Empirical evidence on European SMEs," DISCE - Working Papers del Dipartimento di Economia e Finanza def046, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    14. Cottini Elena & Ghinetti Paolo, 2017. "Is it the Way You Live or the Job You Have? Health Effects of Lifestyles and Working Conditions," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 17(3), pages 1-20, July.
    15. Basiglio Stefania & Foresta Alessandra & Turati Gilberto, 2021. "Impatience and crime. Evidence from the NLSY97," Working papers 073, Department of Economics and Statistics (Dipartimento di Scienze Economico-Sociali e Matematico-Statistiche), University of Torino.
    16. Michele Tettamanzi, 2017. "E Many Pluribus Unum: A Behavioural Macro-Economic Agent Based Model," DISCE - Working Papers del Dipartimento di Economia e Finanza def062, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    17. Tiziana Assenza & Domenico Delli Gatti & Jakob Grazzini & Giorgio Ricchiuti, 2016. "Heterogeneous Firms and International Trade: The Role of Productivity and Financial Fragility," CESifo Working Paper Series 5959, CESifo.
    18. Sebastiano Della Lena & Fabrizio Panebianco, 2019. "Cultural Transmission with Incomplete Information: Parental Perceived Efficacy and Group Misrepresentation," DISCE - Working Papers del Dipartimento di Economia e Finanza def079, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    19. Chiara Punzo & Giulia Rivolta, 2022. "Money versus debt financed regime: Evidence from an estimated DSGE model," DISCE - Working Papers del Dipartimento di Economia e Finanza def120, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    20. Valentina Colombo & Alessia Paccagnini, 2024. "Uncertainty and the Federal Reserve’s Balance Sheet Monetary Policy," DISCE - Working Papers del Dipartimento di Economia e Finanza def131, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).

    More about this item

    Keywords

    Input-output; Network; Fragility.;
    All these keywords.

    JEL classification:

    • C67 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Input-Output Models

    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:ctc:serie1:def031. 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: Simone Moriconi (email available below). General contact details of provider: https://edirc.repec.org/data/dscatit.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.