IDEAS home Printed from https://ideas.repec.org/p/aqr/wpaper/201203.html
   My bibliography  Save this paper

“What attracts knowledge workers? The role of space, social connections, institutions, jobs and amenities”

Author

Listed:
  • Ernest Miguélez

    (Economics and Statistics Division, World Intellectual Property Organization and Faculty of Economics, University of Barcelona)

  • Rorina Moreno

    (Faculty of Economics, University of Barcelona)

Abstract

The aim of the present paper is to identify the determinants of the geographical mobility of skilled individuals, such as inventors, across European regions. Their mobility contributes to the geographical diffusion of knowledge and reshapes the geography of talent. We test whether geography, amenities, job opportunities and social proximity between inventors’ communities, and the so-called National System of Innovation, drive in- and out-flows of inventors between pairs of regions. We use a control function approach to address the endogenous nature of social proximity, and zero-inflated negative binomial models to accommodate our estimations to the count nature of the dependent variable and the high number of zeros it contains. Our results highlight the importance of physical proximity in driving the mobility patterns of inventors. However, job opportunities, social and institutional relations, and technological and cultural proximity also play key roles in mediating this phenomenon.

Suggested Citation

  • Ernest Miguélez & Rorina Moreno, 2012. "“What attracts knowledge workers? The role of space, social connections, institutions, jobs and amenities”," AQR Working Papers 201203, University of Barcelona, Regional Quantitative Analysis Group, revised Feb 2012.
  • Handle: RePEc:aqr:wpaper:201203
    as

    Download full text from publisher

    File URL: http://www.ub.edu/irea/working_papers/2012/201204.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. López-Bazo, Enrique & Moreno, Rosina, 2008. "Does human capital stimulate investment in physical capital?: Evidence from a cost system framework," Economic Modelling, Elsevier, vol. 25(6), pages 1295-1305, November.
    2. Alessandro Maravalle & Peter Claeys, 2010. "Fiscal policy and economic stability: does PIGS stand for Procyclicality In Government Spending?," IREA Working Papers 201015, University of Barcelona, Research Institute of Applied Economics, revised 2010.
    3. Nieto, S. & Ramos, R., 2011. "¿La sobreeducación de los padres afecta al rendimiento académico de sus hijos?," Regional and Sectoral Economic Studies, Euro-American Association of Economic Development, vol. 11(3).
    4. Manuel Artís & Raul Ramos & Jordi Suriñach, 2006. "Job losses, outsourcing and relocation: Empirical evidence using microdata," Working Papers CREAP2006-05, Xarxa de Referència en Economia Aplicada (XREAP), revised Oct 2006.
    5. Fabio Manca, 2011. "The "farthest" need the best. Human capital composition and development-specific economic growth," IREA Working Papers 201117, University of Barcelona, Research Institute of Applied Economics, revised Oct 2011.
    6. Alessia Matano & Paolo Naticchioni, 2016. "What Drives The Urban Wage Premium? Evidence Along The Wage Distribution," Journal of Regional Science, Wiley Blackwell, vol. 56(2), pages 191-209, March.
    7. António Afonso & Peter Claeys & Ricardo Sousa, 2011. "Fiscal regime shifts in Portugal," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 10(2), pages 83-108, August.
    8. Daniel Albalate & Germà Bel, 2011. "Privatization and PPPS in transportation infrastructure: Network effects of increasing user fees," IREA Working Papers 201110, University of Barcelona, Research Institute of Applied Economics, revised Jun 2011.
    9. Matthieu Crozet, 2004. "Do migrants follow market potentials? An estimation of a new economic geography model," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 439-458, August.
    10. Daniel Albalate & Germà Bel, 2009. "Factors explaining urban transport systems in large European cities: A cross-sectional approach," IREA Working Papers 200905, University of Barcelona, Research Institute of Applied Economics, revised Apr 2009.
    11. Marta Gómez-Puig & Simón Sosvilla-Rivero, 2011. "Causality and contagion in peripheral EMU public debt markets: a dynamic approach," Working Papers del Instituto Complutense de Estudios Internacionales 1108, Universidad Complutense de Madrid, Instituto Complutense de Estudios Internacionales.
    12. Bel Germà & Fageda Xavier & E. Mildred, 2014. "Is private production of public services cheaper than public production? A meta-regression analysis of solid waste and water services," Public administration issues, Higher School of Economics, issue 3, pages 103-140.
    13. Martijn Burger & Frank van Oort & Gert-Jan Linders, 2009. "On the Specification of the Gravity Model of Trade: Zeros, Excess Zeros and Zero-inflated Estimation," Spatial Economic Analysis, Taylor & Francis Journals, vol. 4(2), pages 167-190.
    14. Germà Bel & Elbert Dijkgraaf & Xavier Fageda & Raymond Gradus, 2008. "Similar problems, different solutions: Comparing refuse collection in the Netherlands and Spain," IREA Working Papers 200815, University of Barcelona, Research Institute of Applied Economics, revised Nov 2008.
    15. Vicente Royuela & Jordi López-Tamayo & Jordi Suriñach, 2008. "The Institutional vs. the Academic Definition of the Quality of Work Life. What is the Focus of the European Commission?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 86(3), pages 401-415, May.
    16. Germà Bel, 2011. "Infrastructure and nation building: The regulation and financing of network transportation infrastructures in Spain (1720--2010)," Business History, Taylor & Francis Journals, vol. 53(5), pages 688-705, August.
    17. David Castells & Vicente Royuela, 2012. "Agglomeration, Inequality and Economic Growth: Cross-section and panel data analysis," ERSA conference papers ersa12p492, European Regional Science Association.
    18. Juan Carlos Duque & Raúl Ramos & Vicente Royuela, 2011. "Research networks and scientific production in Economics: The recent Spanish Experience," Revista Ecos de Economía, Universidad EAFIT, June.
    19. Vicente Royuela & Diona Lambiri & Bianca Biagi, 2006. "Economía Urbana y Calidad de Vida. Una revisión del estado del conocimiento en España," IREA Working Papers 200606, University of Barcelona, Research Institute of Applied Economics, revised Dec 2006.
    20. David Castells-Quintana & Vicente Royuela, 2014. "Agglomeration, inequality and economic growth," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 52(2), pages 343-366, March.
    21. Vicente Royuela & Manuel Sanchis, 2010. "La reforma de la contratación en el mercado de trabajo: entre la flexibilidad y la seguridad," IREA Working Papers 201006, University of Barcelona, Research Institute of Applied Economics, revised Mar 2010.
    22. Josep Carrion-i-Silvestre & Vicente German-Soto, 2009. "Panel data stochastic convergence analysis of the Mexican regions," Empirical Economics, Springer, vol. 37(2), pages 303-327, October.
    23. Carmen Florido & Juan Luis Jiménez & Jordi Perdiguero, 2010. "Cómo (no) adaptar una asignatura al EEES: Lecciones desde la experiencia comparada en España," IREA Working Papers 201008, University of Barcelona, Research Institute of Applied Economics, revised Jun 2010.
    24. Miguel Santolino, 2008. "Determinants of the decision to appeal against motor bodily injury settlements awarded by Spanish trial courts," IREA Working Papers 200814, University of Barcelona, Research Institute of Applied Economics, revised Oct 2008.
    25. Raquel Ortega‐Argilés & Mariacristina Piva & Marco Vivarelli, 2014. "The transatlantic productivity gap: Is R&D the main culprit?," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 47(4), pages 1342-1371, November.
    26. Ugo Fratesi & Lanfranco Senn (ed.), 2009. "Growth and Innovation of Competitive Regions," Advances in Spatial Science, Springer, number 978-3-540-70924-4, February.
    27. Vicente Royuela & Gustavo Adolfo Garc�a, 2015. "Economic and Social Convergence in Colombia," Regional Studies, Taylor & Francis Journals, vol. 49(2), pages 219-239, February.
    28. Peter Claeys & Fabio Manca, 2011. "A missing spatial link in institutional quality," Applied Economics Letters, Taylor & Francis Journals, vol. 18(3), pages 223-227.
    29. Enrique López-Bazo & Burhan Can Karahasan, 2011. "The Spatial Distribution of Human Capital: Can It Really Be Explained by Regional Differences in Market Access?," ERSA conference papers ersa11p1122, European Regional Science Association.
    30. Dahl, Michael S. & Sorenson, Olav, 2010. "The migration of technical workers," Journal of Urban Economics, Elsevier, vol. 67(1), pages 33-45, January.
    31. Vicente Royuela & Jordi Suriñach, 2013. "Quality of Work and Aggregate Productivity," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(1), pages 37-66, August.
    32. Ramos, Raul & Duque, Juan C. & Surinach, Jordi, 2010. "Is the wage curve formal or informal? Evidence for Colombia," Economics Letters, Elsevier, vol. 109(2), pages 63-65, November.
    33. Mercedes Ayuso & Miguel Santolino, 2008. "Prediction of individual automobile RBNS claim reserves in the context of Solvency II," IREA Working Papers 200806, University of Barcelona, Research Institute of Applied Economics, revised May 2008.
    34. Vicente Royuel & Rosina Moreno & Esther Vaya, 2007. "Is the influence of quality of life on urban growth non-stationary in space? A case study of Barcelona," IREA Working Papers 200703, University of Barcelona, Research Institute of Applied Economics, revised Feb 2007.
    35. KERIMOGLU, Ebru & KARAHASAN, B. Can, 2014. "Location Patterns Of Creative Capital And Regional Disparities In Spain," Regional and Sectoral Economic Studies, Euro-American Association of Economic Development, vol. 14(1), pages 115-132.
    36. Manca, Fabio, 2010. "Technology catch-up and the role of institutions," Journal of Macroeconomics, Elsevier, vol. 32(4), pages 1041-1053, December.
    37. Daniel Albalate & Germà Bel, 2010. "Speed limit laws in America: Economics, politics and geography," IREA Working Papers 201002, University of Barcelona, Research Institute of Applied Economics, revised Jan 2010.
    38. Raul Ramos & Jordi Suriñach & Manuel Artís, 2010. "Human capital spillovers, productivity and regional convergence in Spain," Papers in Regional Science, Wiley Blackwell, vol. 89(2), pages 435-447, June.
    39. Peter Claeys & Raúl Ramos & Jordi Suriñach, 2008. "Testing the FTPL across government tiers," IREA Working Papers 200812, University of Barcelona, Research Institute of Applied Economics, revised Oct 2008.
    40. Laia Castany & Enrique López-Bazo & Rosina Moreno, 2007. "Decomposing differences in total factor productivity across firm size," Working Papers XREAP2007-01, Xarxa de Referència en Economia Aplicada (XREAP), revised Mar 2007.
    41. Montserrat Guillen & Jens Perch Nielsen & Tomas Scheike & Ana Maria Perez-Marin, 2006. "Time-varying effects when analysing customer lifetime duration, application to the insurance market," IREA Working Papers 200604, University of Barcelona, Research Institute of Applied Economics, revised Dec 2006.
    42. James E. Anderson, 2011. "The Gravity Model," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 133-160, September.
    43. Enrique Lopez-Bazo & Rosina Moreno, 2007. "Regional returns to physical capital: are they conditioned by educational attainment?," IREA Working Papers 200718, University of Barcelona, Research Institute of Applied Economics, revised Dec 2007.
    44. Daniel Albalate & Germa Bel, 2008. "Motorways, tolls and road safety.Evidence from European Panel Data," IREA Working Papers 200802, University of Barcelona, Research Institute of Applied Economics, revised Feb 2008.
    45. Ana María Osorio & Catalina Bolancé & Manuela Alcañiz, 2011. "Measuring early childhood health: a composite index comparing Colombian departments," IREA Working Papers 201122, University of Barcelona, Research Institute of Applied Economics, revised Oct 2011.
    46. Jordi Perdiguero, 2011. "Vertical relations and local competition: an empirical approach," IREA Working Papers 201124, University of Barcelona, Research Institute of Applied Economics, revised Dec 2011.
    47. Schaefer Kurt C & Anderson Michael A & Ferrantino Michael J, 2008. "Monte Carlo Appraisals of Gravity Model Specifications," Global Economy Journal, De Gruyter, vol. 8(1), pages 1-26, February.
    48. Fageda, Xavier & Flores-Fillol, Ricardo, 2012. "Air services on thin routes: Regional versus low-cost airlines," Regional Science and Urban Economics, Elsevier, vol. 42(4), pages 702-714.
    49. Peter Claeys, 2011. "If you want me to stay, pay," IREA Working Papers 201101, University of Barcelona, Research Institute of Applied Economics, revised Feb 2011.
    50. Germà Bel & Xavier Fageda & Melania Mur, 2011. "Privatization, cooperation and costs of solid waste services in small towns," IREA Working Papers 201111, University of Barcelona, Research Institute of Applied Economics, revised Jul 2011.
    51. Juan Carlos Duque & Raúl Ramos & Jordi Suriñach, 2007. "Supervised Regionalization Methods: A Survey," International Regional Science Review, , vol. 30(3), pages 195-220, July.
    52. Anjomani, Ardeshir & Hariri, Vida, 1992. "Migration Stock and the Issue of Competing and Complementary Flows in United States Interstate Migration," Journal of Population Economics, Springer;European Society for Population Economics, vol. 5(2), pages 87-100, April.
    53. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    54. Daniel Albalate & Germa Bel & Xavier Fageda, 2007. "Privatization and regulation of toll motorways in europe," IREA Working Papers 200704, University of Barcelona, Research Institute of Applied Economics, revised Mar 2007.
    55. Juan Jiménez & Jordi Perdiguero, 2012. "Does Rigidity of Prices Hide Collusion?," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 41(3), pages 223-248, November.
    56. Lars Calmfors & Giancarlo Corsetti & John Flemming & Seppo Honkapohja & John Kay & Willi Leibfritz & Gilles Saint-Paul & Hans-Werner Sinn & Xavier Vives, 2003. "Should We Worry about the Brain Drain?," EEAG Report on the European Economy, CESifo, vol. 0, pages 118-130, May.
    57. Daniel Albalate & Germà Bel & Joan Calzada, 2010. "Urban transport governance reform in Barcelona," IREA Working Papers 201009, University of Barcelona, Research Institute of Applied Economics, revised Jun 2010.
    58. Suriñach,Jordi & Duque,Juan Carlos & Royuela, Vicente, 2007. "Patrones De Publicación Internacional (Ssci) De Los Autores Afi liados A Universidades Españolas.En El Ámbito Económicoempresarial(1994-2004)," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 25, pages 277-310, Abril.
    59. Syed A. Basher & Josep Lluís Carrion-i-Silvestre, 2007. "Another Look at the Null of Stationary RealExchange Rates. Panel Data with Structural Breaks and Cross-section Dependence," IREA Working Papers 200710, University of Barcelona, Research Institute of Applied Economics, revised May 2007.
    60. Francesca Arnaboldi & Peter Claeys, 2008. "Internet Banking in Europe: a comparative analysis," IREA Working Papers 200811, University of Barcelona, Research Institute of Applied Economics, revised Sep 2008.
    61. Isabel Cortés-Jiménez & Manuela Pulina & Carme Riera i Prunera & Manuel Artís, 2009. "Tourism and Exports as a means of Growth," IREA Working Papers 200910, University of Barcelona, Research Institute of Applied Economics, revised May 2009.
    62. Daniel Albalate, 2008. "Lowering blood alcohol content levels to save lives: The European experience," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 27(1), pages 20-39.
    63. Jordi Perdiguero-García, 2010. "“Symmetric or asymmetric gasoline prices? A metaanalysis approach”," IREA Working Papers 201013, University of Barcelona, Research Institute of Applied Economics, revised Nov 2010.
    64. Ebru Kerimoglu & Burhan Can Karahasan, 2011. "“Geography of talent and regional differences in Spain”," IREA Working Papers 201107, University of Barcelona, Research Institute of Applied Economics, revised Jun 2011.
    65. Fabio Manca, 2009. "Appropriate IPRs, Human Capital Composition and Economic Growth," IREA Working Papers 200914, University of Barcelona, Research Institute of Applied Economics, revised Jun 2009.
    66. Mercedes Ayuso & Miguel Santolino, 2012. "Forecasting the Maximum Compensation Offer in the Automobile BI Claims Negotiation Process," Group Decision and Negotiation, Springer, vol. 21(5), pages 663-676, September.
    67. Juan Luis Jiménez & Jordi Perdiguero & Ancor Suárez, 2011. "Debating as a classroom tool for adapting learning outcomes to the European higher education area," IREA Working Papers 201109, University of Barcelona, Research Institute of Applied Economics, revised Jun 2011.
    68. Daniel Albalate & Germa Bel, 2008. "Shaping urban traffic patterns through congestion charging: What factors drive success or failure?," IREA Working Papers 200801, University of Barcelona, Research Institute of Applied Economics, revised Jan 2008.
    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. Ernest Miguélez & Rosina Moreno, 2013. "Do Labour Mobility and Technological Collaborations Foster Geographical Knowledge Diffusion? The Case of European Regions," Growth and Change, Wiley Blackwell, vol. 44(2), pages 321-354, June.
    2. Daniel Albalate, 2012. "“The Institutional, Economic and Social Determinants of Local Government Transparency”," IREA Working Papers 201210, University of Barcelona, Research Institute of Applied Economics, revised May 2012.
    3. Ernest Miguele & Rosina Moreno, 2012. "Do labour mobility and networks foster geographical knowledge diffusion? The case of European regions," Working Papers XREAP2012-14, Xarxa de Referència en Economia Aplicada (XREAP), revised Jul 2012.
    4. Ernest Miguélez & Rosina Moreno, 2014. "What Attracts Knowledge Workers? The Role Of Space And Social Networks," Journal of Regional Science, Wiley Blackwell, vol. 54(1), pages 33-60, January.

    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. Jordi Perdiguero & Juan Luis Jiménez, 2012. "“Policy options for the promotion of electric vehicles: a review”," IREA Working Papers 201208, University of Barcelona, Research Institute of Applied Economics, revised Mar 2012.
    2. Juan Luis Jiménez & Jordi Perdiguero, 2018. "Mergers and difference-in-difference estimator: Why firms do not increase prices?," European Journal of Law and Economics, Springer, vol. 45(2), pages 285-311, April.
    3. Jordi López-Tamayo & Vicente Royuela & Jordi Suriñach, 2012. "“Building a “quality in work” index in Spain”," IREA Working Papers 201206, University of Barcelona, Research Institute of Applied Economics, revised Feb 2012.
    4. Javier Campos & Juan Luis Jiménez & Ancor Suárez-Alemán, 2012. "“Not always sunny in paradise: prices and brand diversity in touristic areas supermarkets”," IREA Working Papers 201211, University of Barcelona, Research Institute of Applied Economics, revised May 2012.
    5. Belles-Sampera, Jaume & Merigó, José M. & Guillén, Montserrat & Santolino, Miguel, 2013. "The connection between distortion risk measures and ordered weighted averaging operators," Insurance: Mathematics and Economics, Elsevier, vol. 52(2), pages 411-420.
    6. Jordi Perdiguero, 2011. "Vertical relations and local competition: an empirical approach," IREA Working Papers 201124, University of Barcelona, Research Institute of Applied Economics, revised Dec 2011.
    7. Ana María Osorio & Catalina Bolancé & Manuela Alcañiz, 2011. "Measuring early childhood health: a composite index comparing Colombian departments," IREA Working Papers 201122, University of Barcelona, Research Institute of Applied Economics, revised Oct 2011.
    8. Daniel Albalate, 2012. "“The Institutional, Economic and Social Determinants of Local Government Transparency”," IREA Working Papers 201210, University of Barcelona, Research Institute of Applied Economics, revised May 2012.
    9. Juan Luis Jiménez & Carmen García, 2012. "“Corruption and local politics: does it pay to be a crook?”," IREA Working Papers 201212, University of Barcelona, Research Institute of Applied Economics, revised Jun 2012.
    10. Erika Badillo & Rosina Moreno, 2012. "“What Drives the Choice of Partners in R&D Cooperation? Heterogeneity across Sectors”," IREA Working Papers 201213, University of Barcelona, Research Institute of Applied Economics, revised Jul 2012.
    11. Xavier Fageda & Marta Gonzalez-Aregall, 2012. "“Regulation of Port Charges in Spain: Global versus Local Competition”," IREA Working Papers 201217, University of Barcelona, Research Institute of Applied Economics, revised Oct 2012.
    12. Esther Goya & Esther Vayá & Jordi Suriñach, 2012. "“Do intra- and inter-industry spillovers matter? CDM model estimates for Spain”," IREA Working Papers 201214, University of Barcelona, Research Institute of Applied Economics, revised Sep 2012.
    13. Miguel Santolino & Catalina Bolancé & Manuela Alcañiz, 2011. "Factors affecting hospital admission and recovery stay duration of in-patient motor victims in Spain," IREA Working Papers 201119, University of Barcelona, Research Institute of Applied Economics, revised Oct 2011.
    14. Germà Bel & Xavier Fageda & Melania Mur, 2011. "Why do municipalities cooperate to provide local public services? An empirical analysis," IREA Working Papers 201118, University of Barcelona, Research Institute of Applied Economics, revised Oct 2011.
    15. David Castells-Quintana & Vicente Royuela, 2014. "Agglomeration, inequality and economic growth," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 52(2), pages 343-366, March.
    16. Lluís Bermúdez & Antoni Ferri & Montserrat Guillén, 2011. "A correlation sensitivity analysis of non-life underwriting risk in solvency capital requirement estimation," Working Papers XREAP2011-12, Xarxa de Referència en Economia Aplicada (XREAP), revised Sep 2011.
    17. Peter Claeys & Luis Costa, 2012. "“A Note on the Relationship Between the Cyclicality of Markups and Fiscal Policy”," IREA Working Papers 201215, University of Barcelona, Research Institute of Applied Economics, revised Sep 2012.
    18. Mar𨁌orena Mar𑁥l Cristo & Marta G -Puig, 2013. "Pass-through in dollarized countries: should Ecuador abandon the US dollar?," Applied Economics, Taylor & Francis Journals, vol. 45(31), pages 4395-4411, November.
    19. Artis, Michael & Moreno, Rosina & Miguelez, Ernest, 2009. "Assessing agglomeration economies in a spatial framework with endogenous regressors," CEPR Discussion Papers 7267, C.E.P.R. Discussion Papers.
    20. Juan Luis Jiménez & Jordi Perdiguero & Ancor Suárez, 2011. "Debating as a classroom tool for adapting learning outcomes to the European higher education area," IREA Working Papers 201109, University of Barcelona, Research Institute of Applied Economics, revised Jun 2011.

    More about this item

    Keywords

    inventors’ mobility; gravity model; amenities; job opportunities; social and institutional proximities; zero-inflated negative binomial; European regions. JEL classification: C8; J61; O31; O33; R0;
    All these keywords.

    JEL classification:

    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:aqr:wpaper:201203. 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: Bibiana Barnadas (email available below). General contact details of provider: https://edirc.repec.org/data/aqrubes.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.