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RHOMOLO-v2 Model Description: A spatial computable general equilibrium model for EU regions and sectors

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This report presents the current version of the European Commission's spatial computable general equilibrium model RHOMOLO, developed by the Directorate-General Joint Research Centre (DG JRC) in collaboration with the Directorate-General for Regional and Urban Policy (DG REGIO) to undertake the ex-ante impact assessment of EU policies and structural reforms. The RHOMOLO model has been used with DG REGIO for the impact assessment of Cohesion Policy, and with the European Investment Bank for impact assessment of EU investment support policies. The structure of the model departs from standard computable general equilibrium models in several dimensions. First, it generalises the modelling of market interactions by introducing imperfect competition in products and labour markets. Second, it exploits the advantages of a full asymmetric bilateral trade cost matrix for all EU regions to capture a rich set of spatial market interactions and regional features. Third, it acknowledges the importance of space also for non-market interactions through an inter-regional knowledge spill-over mechanism originating from research and development activities within a country. This report describes the theoretical foundation of RHOMOLO-v2 (v2 = version 2), its mathematical structure, dynamics, data sources and calibration to allow the reader to approach the model and its outputs with a higher degree of awareness of its strength and limitations. Indeed, as for any general equilibrium model with a reasonable level of complexity, in RHOMOLO it is often challenging to track the mechanisms at work after a policy shock and clearly disentangle causes and effects because of the high number of channels of adjustment and the presence of many feedback effects. The purpose of this documentation is thus to provide a compass to the reader to sail safely through its many equations, assumptions and connections.

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  • Jean Mercenier & Maria Teresa Alvarez Martinez & Andries Brandsma & Francesco Di Comite & Olga Diukanova & d'Artis Kancs & Patrizio Lecca & Montserrat Lopez-Cobo & Philippe Monfort & Damiaan Persyn & , 2016. "RHOMOLO-v2 Model Description: A spatial computable general equilibrium model for EU regions and sectors," JRC Research Reports JRC100011, Joint Research Centre.
  • Handle: RePEc:ipt:iptwpa:jrc100011
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    1. Olga Ivanova & d'Artis Kancs & Dirk Stelder, 2009. "Modelling Inter-Regional Trade Flows: Data and Methodological Issues in Rhomolo," EERI Research Paper Series EERI RP 2009/31, Economics and Econometrics Research Institute (EERI), Brussels.
    2. Gabriel Felbermayr & Benedikt Heid & Mario Larch & Erdal Yalcin, 2015. "Macroeconomic potentials of transatlantic free trade: a high resolution perspective for Europe and the world," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 30(83), pages 491-537.
    3. Andries Brandsma & D'Artis Kancs, 2015. "RHOMOLO: A Dynamic General Equilibrium Modelling Approach to the Evaluation of the European Union's R&D Policies," Regional Studies, Taylor & Francis Journals, vol. 49(8), pages 1340-1359, August.
    4. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    5. Leahy, Dermot & Neary, J. Peter, 2007. "Absorptive capacity, R&D spillovers, and public policy," International Journal of Industrial Organization, Elsevier, vol. 25(5), pages 1089-1108, October.
    6. David Card & Thomas Lemieux, 2001. "Can Falling Supply Explain the Rising Return to College for Younger Men? A Cohort-Based Analysis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(2), pages 705-746.
    7. Mercenier, J., 1992. "Can '1991' Reduce Unemployment in Europe? On Welfare and Employment Effects of Europe's Move to Single Market," Cahiers de recherche 9222, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
    8. Peter Nijkamp & Jacques Poot, 2005. "The Last Word on the Wage Curve?," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 421-450, July.
    9. David Card, 1995. "The Wage Curve: A Review," Working Papers 722, Princeton University, Department of Economics, Industrial Relations Section..
    10. Dixit, Avinash K & Stiglitz, Joseph E, 1977. "Monopolistic Competition and Optimum Product Diversity," American Economic Review, American Economic Association, vol. 67(3), pages 297-308, June.
    11. Pavel Ciaian & d'Artis Kancs, 2015. "Assessing the Social and Macroeconomic Impacts of Labour Market Integration: A Holistic Approach," JRC Research Reports JRC99645, Joint Research Centre.
    12. Persyn, Damiaan & Brandsma, Andries & Kancs, d’Artis, 2014. "Modelling Migration and Regional Labour Markets: an Application of the New Economic Geography Model RHOMOLO," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 29, pages 372-407.
    13. Laura Bottazzi & Giovanni Peri, 2007. "The International Dynamics of R&D and Innovation in the Long Run and in The Short Run," Economic Journal, Royal Economic Society, vol. 117(518), pages 486-511, March.
    14. Montserrat Lopez-Cobo, 2016. "Regionalisation of Social Accounting Matrices for the EU-28 in 2010. A regional database for RHOMOLO at NUTS 2 level," JRC Research Reports JRC104029, Joint Research Centre.
    15. 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.
    16. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    17. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    18. Edward J. Balistreri & Christine A. McDaniel & Eina Vivian Wong, 2003. "An Estimation of U.S. Industry-Level Capital-Labor Substitution," Computational Economics 0303001, University Library of Munich, Germany.
    19. Mark D. Partridge & Dan S. Rickman, 1998. "Regional Computable General Equilibrium Modeling: A Survey and Critical Appraisal," International Regional Science Review, , vol. 21(3), pages 205-248, December.
    20. Persyn, Damiaan & Torfs, Wouter & Kancs, d’Artis, 2014. "Modelling regional labour market dynamics: Participation, employment and migration decisions in a spatial CGE model for the EU," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 29, pages 77-90.
    21. Janssens, Stefan & Konings, Jozef, 1998. "One more wage curve: the case of Belgium," Economics Letters, Elsevier, vol. 60(2), pages 223-227, August.
    22. Venables, Anthony J, 1996. "Equilibrium Locations of Vertically Linked Industries," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 37(2), pages 341-359, May.
    23. Panagiotis Karkatsoulis & Nikos Kouvaritakis & Leonidas Paroussos & Panagiotis Fragkos & Pantelis Capros, "undated". "Modification of GEM-E3 technological innovation module," SIMPATIC Working Papers 1063, Bruegel.
    24. Kancs, d’Artis & Siliverstovs, Boriss, 2016. "R&D and non-linear productivity growth," Research Policy, Elsevier, vol. 45(3), pages 634-646.
    25. Diao, Xinshen & Roe, Terry & Yeldan, Erinc, 1999. "Strategic policies and growth: an applied model of R&D-driven endogenous growth," Journal of Development Economics, Elsevier, vol. 60(2), pages 343-380, December.
    26. repec:fth:prinin:343 is not listed on IDEAS
    27. Andries Brandsma & d'Artis Kancs & Philippe Monfort & Alexandra Rillaers, 2015. "RHOMOLO: A dynamic spatial general equilibrium model for assessing the impact of cohesion policy," Papers in Regional Science, Wiley Blackwell, vol. 94, pages 197-221, November.
    28. Martin Aarøe Christensen, 2015. "A CGE model with ICT and R&D-driven endogenous growth: A detailed model description," JRC Research Reports JRC97908, Joint Research Centre.
    29. Martin, Philippe & Rogers, Carol Ann, 1995. "Industrial location and public infrastructure," Journal of International Economics, Elsevier, vol. 39(3-4), pages 335-351, November.
    30. Uzawa, H, 1969. "Time Preference and the Penrose Effect in a Two-Class Model of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 77(4), pages 628-652, Part II, .
    31. Mercenier, Jean, 1995. "Nonuniqueness of Solutions in Applied General Equilibrium Models with Scale Economies and Imperfect Competition," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 6(1), pages 161-177, June.
    32. Wickham, Hadley, 2011. "The Split-Apply-Combine Strategy for Data Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i01).
    33. Arjan Lejour & Paul Veenendaal & Gerard Verweij & Nico van Leeuwen, 2006. "Worldscan; a model for international economic policy analysis," CPB Document 111, CPB Netherlands Bureau for Economic Policy Analysis.
    34. Varga, Janos & in 't Veld, Jan, 2011. "A model-based analysis of the impact of Cohesion Policy expenditure 2000–06: Simulations with the QUEST III endogenous R&D model," Economic Modelling, Elsevier, vol. 28(1), pages 647-663.
    35. David Card, 1995. "The Wage Curve: A Review," Journal of Economic Literature, American Economic Association, vol. 33(2), pages 285-299, June.
    36. Wickham, Hadley, 2007. "Reshaping Data with the reshape Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 21(i12).
    37. Francesco Di Comite & d'Artis Kancs & Patrizio Lecca, 2018. "Modeling agglomeration and dispersion in space: The role of labor migration, capital mobility and vertical linkages," Review of International Economics, Wiley Blackwell, vol. 26(3), pages 555-577, August.
    38. Sherman Robinson & Andrea Cattaneo & Moataz El-Said, 2001. "Updating and Estimating a Social Accounting Matrix Using Cross Entropy Methods," Economic Systems Research, Taylor & Francis Journals, vol. 13(1), pages 47-64.
    39. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    40. David G. Blanchflower & Andrew J. Oswald, 1995. "An Introduction to the Wage Curve," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 153-167, Summer.
    41. Koschel, Henrike, 2000. "Substitution elasticities between capital, labour, material, electricity and fossil fuels in German producing and service sectors," ZEW Discussion Papers 00-31, ZEW - Leibniz Centre for European Economic Research.
    42. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
    43. Mark Thissen & Frank Van Oort & Dario Diodato, 2013. "Integration and Convergence in Regional Europe: European Regional Trade Flows from 2000 to 2010," ERSA conference papers ersa13p1116, European Regional Science Association.
    44. Martin Aarøe Christensen, 2015. "A CGE model with ICT and R&D-driven endogenous growth: A general description," JRC Research Reports JRC97902, Joint Research Centre.
    45. Balistreri, Edward J. & McDaniel, Christine A. & Wong, Eina Vivian, 2003. "An estimation of US industry-level capital-labor substitution elasticities: support for Cobb-Douglas," The North American Journal of Economics and Finance, Elsevier, vol. 14(3), pages 343-356, December.
    46. P. Capros & Denise Van Regemorter & Leonidas Paroussos & P. Karkatsoulis & C. Fragkiadakis & S. Tsani & I. Charalampidis & Tamas Revesz, 2013. "GEM-E3 Model Documentation," JRC Research Reports JRC83177, Joint Research Centre.
    47. Fagan, Gabriel & Henry, Jerome & Mestre, Ricardo, 2005. "An area-wide model for the euro area," Economic Modelling, Elsevier, vol. 22(1), pages 39-59, January.
    48. Goulder, Lawrence H. & Schneider, Stephen H., 1999. "Induced technological change and the attractiveness of CO2 abatement policies," Resource and Energy Economics, Elsevier, vol. 21(3-4), pages 211-253, August.
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    1. Francesco Di Comite & Olga Diukanova & Giovanni Mandras & Javier Gómez Prieto, 2018. "The RHOMOLO economic impact assessment of the R&I and Low-Carbon ERDF Investment programme in Apulia, Italy," JRC Working Papers on Territorial Modelling and Analysis 2018-04, Joint Research Centre.
    2. Francesco Di Comite & d'Artis Kancs & Patrizio Lecca, 2018. "Modeling agglomeration and dispersion in space: The role of labor migration, capital mobility and vertical linkages," Review of International Economics, Wiley Blackwell, vol. 26(3), pages 555-577, August.
    3. d'Artis Kancs & Patrizio Lecca, 2018. "Long‐term social, economic and fiscal effects of immigration into the EU: The role of the integration policy," The World Economy, Wiley Blackwell, vol. 41(10), pages 2599-2630, October.
    4. Jean Mercenier & Ebru Voyvoda, 2018. "On Barriers to Technology Adoption, Appropriate Technology and Deep Integration (with implications for the European Union)," ERC Working Papers 1806, ERC - Economic Research Center, Middle East Technical University, revised Apr 2018.
    5. Mark Thissen & Maureen Lankhuizen & Frank (F.G.) van Oort & Bart Los & Dario Diodato, 2018. "EUREGIO: The construction of a global IO DATABASE with regional detail for Europe for 2000-2010," Tinbergen Institute Discussion Papers 18-084/VI, Tinbergen Institute.
    6. Montserrat Lopez-Cobo, 2016. "Conversion of regional data between NUTS classifications. Adapting the RHOMOLO database to different uses," JRC Research Reports JRC104030, Joint Research Centre.
    7. Damiaan Persyn, 2017. "Migration within the EU: investigating the role of education, income differences and cultural barriers," JRC Research Reports JRC104494, Joint Research Centre.
    8. Jean Mercenier & Ebru Voyvoda, 2021. "On barriers to technology adoption, appropriate technology and European integration," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(3), pages 669-702, August.
    9. Aurélien Fichet de Clairfontaine & Christoph Hammer, 2018. "Is the wage equation spatial enough? Evidence from a novel regional trade dataset," Review of International Economics, Wiley Blackwell, vol. 26(3), pages 610-633, August.
    10. Montserrat Lopez-Cobo, 2016. "Regionalisation of Social Accounting Matrices for the EU-28 in 2010. A regional database for RHOMOLO at NUTS 2 level," JRC Research Reports JRC104029, Joint Research Centre.
    11. Francesco Di Comite & Patrizio Lecca & Philippe Monfort & Damiaan Persyn & Violeta Piculescu, 2018. "The impact of Cohesion Policy 2007-2015 in EU regions: Simulations with the RHOMOLO Interregional Dynamic General Equilibrium Model," JRC Working Papers on Territorial Modelling and Analysis 2018-03, Joint Research Centre.
    12. Patrizio Lecca & Javier Barbero Jimenez & Martin Aaroe Christensen & Andrea Conte & Francesco Di Comite & Jorge Diaz-Lanchas & Olga Diukanova & Giovanni Mandras & Damiaan Persyn & Stylianos Sakkas, 2018. "RHOMOLO V3:A Spatial Modelling Framework," JRC Research Reports JRC111861, Joint Research Centre.
    13. Francesco Di Comite & Giovanni Mandras & Stylianos Sakkas, 2019. "The impact of the Grand Paris Express on the European regions: a RHOMOLO analysis," JRC Working Papers on Territorial Modelling and Analysis 2019-08, Joint Research Centre.
    14. Wolfgang Britz & Hasan Dudu & Ilaria Fusacchia & Yaghoob Jafari & Roberto Roson & Luca Salvatici & Martina Sartori, 2019. "Economy-wide analysis of food waste reductions and related costs," JRC Research Reports JRC113395, Joint Research Centre.

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    Keywords

    Spatial computable general equilibrium; economic modelling; spatial anamysis; policy impact assessment; economic geography; regional economics.;
    All these keywords.

    JEL classification:

    • C68 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computable General Equilibrium Models
    • D58 - Microeconomics - - General Equilibrium and Disequilibrium - - - Computable and Other Applied General Equilibrium Models
    • F12 - International Economics - - Trade - - - Models of Trade with Imperfect Competition and Scale Economies; Fragmentation
    • R13 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General Equilibrium and Welfare Economic Analysis of Regional Economies
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General

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