IDEAS home Printed from https://ideas.repec.org/a/eee/regeco/v67y2017icp25-41.html
   My bibliography  Save this article

The causal effects of regional industrial policies on employment: A synthetic control approach

Author

Listed:
  • Castillo, Victoria
  • Figal Garone, Lucas
  • Maffioli, Alessandro
  • Salazar, Lina

Abstract

Industrial policies affecting entire sectors in regions, provinces, or districts can account for large portions of sub-national government spending. Yet because of the methodological challenges related to the identification of a counterfactual when a single unit is treated, the causal effects of these policies on the growth of the industry, or specifically on employment, are seldom identified. We adopt a Synthetic Control Method (SCM) approach to analyze the long-term impact on employment of the Tourism Development Policy (TDP) implemented by the Argentinean province of Salta. We find an 11 percent average annual impact over 10 years on employment in the hospitality sector, which translated in an accumulated impact of 1376 formal jobs in the tourism value-chain. We also find that this growth did not happen at the expenses of other industries and that TDP generated positive inter-industry employment spillovers/externalities. For each job created in the tourism value-chain, an additional job was created in the rest of the provincial economy, which resulted in a total creation of 2750 formal jobs. Our results are robust across a series of placebo tests and sensitivity checks and are consistent among alternative synthetic control units.

Suggested Citation

  • Castillo, Victoria & Figal Garone, Lucas & Maffioli, Alessandro & Salazar, Lina, 2017. "The causal effects of regional industrial policies on employment: A synthetic control approach," Regional Science and Urban Economics, Elsevier, vol. 67(C), pages 25-41.
  • Handle: RePEc:eee:regeco:v:67:y:2017:i:c:p:25-41
    DOI: 10.1016/j.regsciurbeco.2017.08.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S016604621730011X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.regsciurbeco.2017.08.003?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. Luechinger, Simon & Roth, Florian, 2016. "Effects of a mileage tax for trucks," Journal of Urban Economics, Elsevier, vol. 92(C), pages 1-15.
    2. Munasib, Abdul & Rickman, Dan S., 2015. "Regional economic impacts of the shale gas and tight oil boom: A synthetic control analysis," Regional Science and Urban Economics, Elsevier, vol. 50(C), pages 1-17.
    3. Todaro, Michael P, 1969. "A Model for Labor Migration and Urban Unemployment in Less Developed Countries," American Economic Review, American Economic Association, vol. 59(1), pages 138-148, March.
    4. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 4.
    5. Moretti, Enrico, 2011. "Local Labor Markets," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 14, pages 1237-1313, Elsevier.
    6. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 5.
    7. Criscuolo, Chiara & Martin, Ralf & Overman, Henry & Van Reenen, John, 2012. "The Causal Effects of an Industrial Policy," IZA Discussion Papers 6323, Institute of Labor Economics (IZA).
    8. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    9. Rodrik, Dani, 2004. "Industrial Policy for the Twenty-First Century," CEPR Discussion Papers 4767, C.E.P.R. Discussion Papers.
    10. Andreas Billmeier & Tommaso Nannicini, 2013. "Assessing Economic Liberalization Episodes: A Synthetic Control Approach," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 983-1001, July.
    11. Andrés Rodríguez-Clare, 2005. "Coordination Failures, Clusters, and Microeconomic Interventions," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2005), pages 1-41, March.
    12. Enrico Moretti, 2014. "Local Economic Development, Agglomeration Economies, and the Big Push: 100 Years of Evidence from the Tennessee Valley Authority," The Quarterly Journal of Economics, Oxford University Press, vol. 129(1), pages 275-331.
    13. Heckman, J.J. & Hotz, V.J., 1988. "Choosing Among Alternative Nonexperimental Methods For Estimating The Impact Of Social Programs: The Case Of Manpower Training," University of Chicago - Economics Research Center 88-12, Chicago - Economics Research Center.
    14. M. Angelucci & V. Di Maro, 2016. "Programme evaluation and spillover effects," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 8(1), pages 22-43, March.
    15. Chiara Criscuolo & Ralf Martin & Henry G. Overman & John Van Reenen, 2019. "Some Causal Effects of an Industrial Policy," American Economic Review, American Economic Association, vol. 109(1), pages 48-85, January.
    16. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2011. "Synth: An R Package for Synthetic Control Methods in Comparative Case Studies," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 42(i13).
    17. Shimeng Liu, 2015. "Spillovers from Universities: Evidence from the Land-Grant Program," Working Paper 9410, USC Lusk Center for Real Estate.
    18. Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2013. "Catastrophic Natural Disasters and Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1549-1561, December.
    19. Neumark, David & Simpson, Helen, 2015. "Place-Based Policies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 1197-1287, Elsevier.
    20. John E. DiNardo & Jörn-Steffen Pischke, 1997. "The Returns to Computer Use Revisited: Have Pencils Changed the Wage Structure Too?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 291-303.
    21. Döndü ?Lkaya & Ay?Egül O?Uz, 2015. "Economic Contribution Of Tourism," Proceedings of International Academic Conferences 3105394, International Institute of Social and Economic Sciences.
    22. Bassok, Daphna & Fitzpatrick, Maria & Loeb, Susanna, 2014. "Does state preschool crowd-out private provision? The impact of universal preschool on the childcare sector in Oklahoma and Georgia," Journal of Urban Economics, Elsevier, vol. 83(C), pages 18-33.
    23. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    24. Gautier, Pieter A. & Siegmann, Arjen & Van Vuuren, Aico, 2009. "Terrorism and attitudes towards minorities: The effect of the Theo van Gogh murder on house prices in Amsterdam," Journal of Urban Economics, Elsevier, vol. 65(2), pages 113-126, March.
    25. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    26. Giorgio Galeazzi & Daniel S. Hamermesh (ed.), 1993. "Dynamic Labor Demand And Adjustment Costs," Books, Edward Elgar Publishing, number 551.
    27. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    28. Paul Winters & Leonardo Corral & Adela Moreda Mora, 2013. "Assessing the Role of Tourism in Poverty Alleviation: A Research Agenda," Development Policy Review, Overseas Development Institute, vol. 31(2), pages 177-202, March.
    29. Kadiyali, Vrinda & Kosová, Renáta, 2013. "Inter-industry employment spillovers from tourism inflows," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 272-281.
    30. Banerjee, Onil & Cicowiez, Martin & Gachot, Sébastien, 2015. "A quantitative framework for assessing public investment in tourism – An application to Haiti," Tourism Management, Elsevier, vol. 51(C), pages 157-173.
    31. Barone, Guglielmo & David, Francesco & de Blasio, Guido, 2016. "Boulevard of broken dreams. The end of EU funding (1997: Abruzzi, Italy)," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 31-38.
    32. Joseph E. Stiglitz & Justin Yifu Lin (ed.), 2013. "The Industrial Policy Revolution I," International Economic Association Series, Palgrave Macmillan, number 978-1-137-33517-3, December.
    33. Angrist, Joshua D. & Krueger, Alan B., 1999. "Empirical strategies in labor economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 23, pages 1277-1366, Elsevier.
    34. repec:oup:qjecon:v:129:y:2013:i:1:p:275-331 is not listed on IDEAS
    35. Freedman, Matthew, 2015. "Place-based programs and the geographic dispersion of employment," Regional Science and Urban Economics, Elsevier, vol. 53(C), pages 1-19.
    36. Larry Dwyer & Peter Forsyth & Ray Spurr, 2003. "Inter-Industry Effects of Tourism Growth: Implications for Destination Managers," Tourism Economics, , vol. 9(2), pages 117-132, June.
    37. repec:eee:labchp:v:1:y:1986:i:c:p:429-471 is not listed on IDEAS
    38. Ando, Michihito, 2015. "Dreams of urbanization: Quantitative case studies on the local impacts of nuclear power facilities using the synthetic control method," Journal of Urban Economics, Elsevier, vol. 85(C), pages 68-85.
    39. Bonander, Carl & Jakobsson, Niklas & Podestà, Federico & Svensson, Mikael, 2016. "Universities as engines for regional growth? Using the synthetic control method to analyze the effects of research universities," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 198-207.
    40. Joseph E. Stiglitz & Justin Yifu Lin & Célestin Monga, 2013. "Introduction: The Rejuvenation of Industrial Policy," International Economic Association Series, in: Joseph E. Stiglitz & Justin Yifu Lin (ed.), The Industrial Policy Revolution I, pages 1-15, Palgrave Macmillan.
    41. Martín Rossi & Ezequiel García Lembergman & Rodolfo Stucchi, 2015. "The Impact of Restrictions to Export on Production: A synthetic controls approach," Working Papers 124, Universidad de San Andres, Departamento de Economia, revised Sep 2015.
    42. Gilles Duranton & J. V. Henderson & William C. Strange (ed.), 2015. "Handbook of Regional and Urban Economics," Handbook of Regional and Urban Economics, Elsevier, edition 1, volume 5, number 5.
    43. Philippe Aghion & Julian Boulanger & Elie Cohen, 2011. "Rethinking industrial policy," Policy Briefs 566, Bruegel.
    44. M. Thea Sinclair, 1998. "Tourism and economic development: A survey," Journal of Development Studies, Taylor & Francis Journals, vol. 34(5), pages 1-51.
    45. Barone, Guglielmo & Mocetti, Sauro, 2014. "Natural disasters, growth and institutions: A tale of two earthquakes," Journal of Urban Economics, Elsevier, vol. 84(C), pages 52-66.
    46. David Neumark & Helen Simpson, 2015. "Do place-based policies matter?," FRBSF Economic Letter, Federal Reserve Bank of San Francisco.
    47. Liu, Shimeng, 2015. "Spillovers from universities: Evidence from the land-grant program," Journal of Urban Economics, Elsevier, vol. 87(C), pages 25-41.
    48. Gustavo Crespi & Eduardo Fernández-Arias & Ernesto Stein (ed.), 2014. "Rethinking Productive Development," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-137-39399-9, December.
    49. Daniel S. Hamermesh, 1993. "Labor Demand and the Source of Adjustment Costs," NBER Working Papers 4394, National Bureau of Economic Research, Inc.
    50. Boneu, Franco & Alfaro Serrano, David & Maffioli, Alessandro & Pietrobelli, Carlo & Stucchi, Rodolfo & Casaburi, Gabriel & Castillo, Victoria & Figal Garone, Lucas & Giuliani, Elisa & Giuliodori, Davi, 2016. "The Impact Evaluation of Cluster Development Programs: Methods and Practices," IDB Publications (Books), Inter-American Development Bank, number 7605, March.
    51. Paolo Pinotti, 2015. "The Economic Costs of Organised Crime: Evidence from Southern Italy," Economic Journal, Royal Economic Society, vol. 125(586), pages 203-232, August.
    52. Franco Boneu & David Alfaro Serrano & Alessandro Maffioli & Carlo Pietrobelli & Rodolfo Stucchi & Gabriel Casaburi & Victoria Castillo & Lucas Figal Garone & Elisa Giuliani & David Giuliodori & Andrés, 2016. "The Impact Evaluation of Cluster Development Programs: Methods and Practices," IDB Publications (Books), Inter-American Development Bank, number 94056 edited by Alessandro Maffioli & Carlo Pietrobelli & Rodolfo Stucchi, February.
    53. Gutirrez Romero, Roxana, 2009. "Estimating the impact of England's area-based intervention 'New Deal for Communities' on employment," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 323-331, May.
    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. Mustapha Douch & Terence Huw Edwards, 2022. "The bilateral trade effects of announcement shocks: Brexit as a natural field experiment," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(2), pages 305-329, March.
    2. Alfred Bauer & Florian Dorn & Luisa Dörr & Stefanie Gäbler & Manuela Krause & Martin Mosler & Christiaan Niemeijer & Horst Penzkofer & Niklas Potrafke, 2019. "Regional Economic Impact of Memmingen Airport on Tourism," ifo Forschungsberichte, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 100.
    3. Meng‐Ting Chen & Jiakai Zhang, 2024. "Political hierarchy spillovers: Evidence from China," Economic Inquiry, Western Economic Association International, vol. 62(1), pages 329-348, January.
    4. Chow, Clement Kong Wing & Tsui, Wai Hong Kan & Wu, Hanjun, 2021. "Airport subsidies and domestic inbound tourism in China," Annals of Tourism Research, Elsevier, vol. 90(C).
    5. Gokhan Aykac, 2021. "The value of an overseas research trip," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(8), pages 7097-7122, August.
    6. Luisa Doerr & Florian Dorn & Stefanie Gaebler & Niklas Potrafke, 2020. "How new airport infrastructure promotes tourism: evidence from a synthetic control approach in German regions," Regional Studies, Taylor & Francis Journals, vol. 54(10), pages 1402-1412, October.
    7. Ullah, Irfan & Zhang, Jiawei & Rehman, Alam & Zeeshan, Muhammad, 2022. "Linkages between trade openness, natural gas production and poverty in Pakistan: A simultaneous equation approach," Resources Policy, Elsevier, vol. 79(C).
    8. Zehong Wang & Shaojian Wang & Jieyu Wang & Yuqu Wang, 2022. "Development zones and urban economic performance in China: Direct impact and channel effects," Growth and Change, Wiley Blackwell, vol. 53(4), pages 1762-1782, December.
    9. Blackstone, Erwin A. & Hakim, Simon & Meehan, Brian, 2020. "Burglary reduction and improved police performance through private alarm response," International Review of Law and Economics, Elsevier, vol. 63(C).
    10. Daniel Albalate & Germà Bel, 2018. "“Do government formation deadlocks damage economic growth? Evidence from history’s longest period of political deadlock”," IREA Working Papers 201817, University of Barcelona, Research Institute of Applied Economics, revised Jul 2018.
    11. David Gilchrist & Thomas Emery & Nuno Garoupa & Rok Spruk, 2023. "Synthetic Control Method: A tool for comparative case studies in economic history," Journal of Economic Surveys, Wiley Blackwell, vol. 37(2), pages 409-445, April.
    12. Aboal, Diego & Crespi, Gustavo & Perera, Marcelo, 2020. "How effective are cluster development policies? Evidence from Uruguay," World Development Perspectives, Elsevier, vol. 18(C).
    13. Adam Scavette, 2023. "The Impact of New Jersey's Urban Enterprise Zones on Local Employment: A Synthetic Control Approach," Economic Development Quarterly, , vol. 37(2), pages 127-142, May.
    14. Xiang-Fei Ma & Yi-Fan Ruan, 2023. "How to Evaluate Green Development Policy Based on the PMC Index Model: Evidence from China," IJERPH, MDPI, vol. 20(5), pages 1-13, February.
    15. Xiufeng Xing & Xueying Zhang, 2020. "Spillovers of Urban Road Infrastructure Investment and Operation: a Case Study Using Synthetic Control Method," Business, Management and Economics Research, Academic Research Publishing Group, vol. 6(10), pages 127-134, 10-2020.
    16. Steiger, Robert & Posch, Eva & Tappeiner, Gottfried & Walde, Janette, 2020. "The impact of climate change on demand of ski tourism - a simulation study based on stated preferences," Ecological Economics, Elsevier, vol. 170(C).
    17. Hannes Wallimann, 2022. "A complementary product of a nearby ski lift company," Tourism Economics, , vol. 28(2), pages 418-434, March.

    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. Victoria Castillo & Lucas Figal Garone & Alessandro Maffioli & Lina Salazar, 2015. "Tourism Policy, a Big Push to Employment: Evidence from a Multiple Synthetic Control Approach," IDB Publications (Working Papers) 87973, Inter-American Development Bank.
    2. Giulio Grossi & Marco Mariani & Alessandra Mattei & Patrizia Lattarulo & Ozge Oner, 2020. "Direct and spillover effects of a new tramway line on the commercial vitality of peripheral streets. A synthetic-control approach," Papers 2004.05027, arXiv.org, revised Nov 2023.
    3. Bruno Ferman & Cristine Pinto & Vitor Possebom, 2020. "Cherry Picking with Synthetic Controls," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(2), pages 510-532, March.
    4. David Gilchrist & Thomas Emery & Nuno Garoupa & Rok Spruk, 2023. "Synthetic Control Method: A tool for comparative case studies in economic history," Journal of Economic Surveys, Wiley Blackwell, vol. 37(2), pages 409-445, April.
    5. Becker, Sascha O. & Heblich, Stephan & Sturm, Daniel M., 2021. "The impact of public employment: Evidence from Bonn," Journal of Urban Economics, Elsevier, vol. 122(C).
    6. Ando, Michihito, 2015. "Dreams of urbanization: Quantitative case studies on the local impacts of nuclear power facilities using the synthetic control method," Journal of Urban Economics, Elsevier, vol. 85(C), pages 68-85.
    7. Juan S. Mora‐Sanguinetti & Rok Spruk, 2023. "Economic effects of recent experiences of federalism: Analysis of the regionalization process in Spain," Journal of Regional Science, Wiley Blackwell, vol. 63(1), pages 30-63, January.
    8. Barati Mehdi, 2019. "Punishment Severity and Crime: The Case of Arkansas," Review of Law & Economics, De Gruyter, vol. 15(1), pages 1-23, March.
    9. Ferman, Bruno & Pinto, Cristine, 2016. "Revisiting the Synthetic Control Estimator," MPRA Paper 73982, University Library of Munich, Germany.
    10. Marco Di Cataldo, 2016. "Gaining and losing EU Objective 1 funds: Regional development in Britain and the prospect of Brexit," LEQS – LSE 'Europe in Question' Discussion Paper Series 120, European Institute, LSE.
    11. Kaul, Ashok & Klößner, Stefan & Pfeifer, Gregor & Schieler, Manuel, 2015. "Synthetic Control Methods: Never Use All Pre-Intervention Outcomes Together With Covariates," MPRA Paper 83790, University Library of Munich, Germany.
    12. Corinne Autant-Bernard & Ruben Fotso & Nadine Massard, 2020. "Evaluating the impact of public policies on large firms: a synthetic control approach to science industry transfer policies," Working Papers halshs-02733210, HAL.
    13. Weinstein, Russell, 2018. "Dynamic responses to labor demand shocks: Evidence from the financial industry in Delaware," Journal of Urban Economics, Elsevier, vol. 106(C), pages 27-45.
    14. Rickman, Dan S. & Wang, Hongbo, 2018. "Two tales of two U.S. states: Regional fiscal austerity and economic performance," Regional Science and Urban Economics, Elsevier, vol. 68(C), pages 46-55.
    15. David Powell, 2016. "Synthetic Control Estimation Beyond Case Studies Does the Minimum Wage Reduce Employment?," Working Papers WR-1142, RAND Corporation.
    16. Robbiano, Simone, 2021. "The innovative impact of public research institutes: evidence from Italy," MPRA Paper 106386, University Library of Munich, Germany.
    17. Corinne Autant-Bernard & Ruben Fotso & Nadine Massard, 2022. "Evaluating the impact of public policies on large firms: a synthetic control approach to science-industry transfer policies," Revue d'économie industrielle, De Boeck Université, vol. 0(4), pages 9-50.
    18. Emery, Thomas & Mélon, Lela & Spruk, Rok, 2023. "Does e-procurement matter for economic growth? Subnational evidence from Australia," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 318-334.
    19. Dalmazzo, Alberto & de Blasio, Guido & Poy, Samuele, 2018. "Local secessions, homophily, and growth. A model with some evidence from the regions of Abruzzo and Molise (Italy, 1963)," Journal of Economic Behavior & Organization, Elsevier, vol. 151(C), pages 284-306.
    20. Joseph Cummins & Brock Smith & Douglas L. Miller & David Eliot Simon, 2023. "Matching on Noise: Finite Sample Bias in the Synthetic Control Estimator," Working papers 2023-07, University of Connecticut, Department of Economics.

    More about this item

    Keywords

    Regional industrial policy; Employment; Synthetic control method; Policy evaluation; Tourism;
    All these keywords.

    JEL classification:

    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • H40 - Public Economics - - Publicly Provided Goods - - - General
    • J48 - Labor and Demographic Economics - - Particular Labor Markets - - - Particular Labor Markets; Public Policy
    • O25 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy - - - Industrial Policy
    • R58 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Regional Development Planning and Policy

    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:eee:regeco:v:67:y:2017:i:c:p:25-41. 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/regec .

    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.