IDEAS home Printed from https://ideas.repec.org/p/zbw/zewdip/14092.html
   My bibliography  Save this paper

Specifying parameters in computable general equilibrium models using optimal fingerprint detection methods

Author

Listed:
  • Koesler, Simon

Abstract

The specification of parameters is a crucial task in the development of economic models. The objective of this paper is to improve the standard parameter specification of computable general equilibrium (CGE) models. On that account, we illustrate how Optimal Fingerprint Detection Methods (OFDM) can be used to identify appropriate values for various parameters. This method originates from climate science and combines a simple model validation exercise with a structured sensitivity analysis. The new approach has three main benefits: 1) It uses a structured optimisation procedure and does not revert to ad-hoc model improvements. 2) It allows to account for uncertainty in parameter estimates by using information on the distribution of parameter estimates from the literature. 3) It can be applied for the specification of a range of parameters required in CGE models, for example for the definition of elasticities or productivity growth rates.

Suggested Citation

  • Koesler, Simon, 2014. "Specifying parameters in computable general equilibrium models using optimal fingerprint detection methods," ZEW Discussion Papers 14-092, ZEW - Leibniz Centre for European Economic Research.
  • Handle: RePEc:zbw:zewdip:14092
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/103541/1/802531520.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hertel, Thomas & Hummels, David & Ivanic, Maros & Keeney, Roman, 2007. "How confident can we be of CGE-based assessments of Free Trade Agreements?," Economic Modelling, Elsevier, vol. 24(4), pages 611-635, July.
    2. Liu, Jing & Arndt, Channing, 2004. "Parameter Estimation and Measures of Fit in A Global, General Equilibrium Model," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 19, pages 626-649.
    3. Kehoe, Timothy J & Polo, Clemente & Sancho, Ferran, 1995. "An Evaluation of the Performance of an Applied General Equilibrium Model of the Spanish Economy," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 6(1), pages 115-141, June.
    4. Hermeling, Claudia & Löschel, Andreas & Mennel, Tim, 2013. "A new robustness analysis for climate policy evaluations: A CGE application for the EU 2020 targets," Energy Policy, Elsevier, vol. 55(C), pages 27-35.
    5. J.J. Heckman & E.E. Leamer (ed.), 2001. "Handbook of Econometrics," Handbook of Econometrics, Elsevier, edition 1, volume 5, number 5.
    6. Rutherford, Thomas F, 1999. "Applied General Equilibrium Modeling with MPSGE as a GAMS Subsystem: An Overview of the Modeling Framework and Syntax," Computational Economics, Springer;Society for Computational Economics, vol. 14(1-2), pages 1-46, October.
    7. Browning, Martin & Hansen, Lars Peter & Heckman, James J., 1999. "Micro data and general equilibrium models," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 8, pages 543-633, Elsevier.
    8. 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.
    9. Harrison, Glenn W & Vinod, H D, 1992. "The Sensitivity Analysis of Applied General Equilibrium Models: Completely Randomized Factorial Sampling Designs," The Review of Economics and Statistics, MIT Press, vol. 74(2), pages 357-362, May.
    10. Böhringer, Christoph & Rutherford, Thomas Fox & Wiegard, Wolfgang, 2003. "Computable general equilibrium analysis: Opening a black box," ZEW Discussion Papers 03-56, ZEW - Leibniz Centre for European Economic Research.
    11. Kehoe, Timothy J., 2002. "An Evaluation of the Performance of Applied General Equilibrium Models of the Impact of NAFTA," Conference papers 331066, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    12. Erik Dietzenbacher & Bart Los & Robert Stehrer & Marcel Timmer & Gaaitzen de Vries, 2013. "The Construction Of World Input-Output Tables In The Wiod Project," Economic Systems Research, Taylor & Francis Journals, vol. 25(1), pages 71-98, March.
    13. McKitrick, Ross R., 1998. "The econometric critique of computable general equilibrium modeling: the role of functional forms," Economic Modelling, Elsevier, vol. 15(4), pages 543-573, October.
    14. Koesler, Simon & Pothen, Frank, 2013. "The Basic WIOD CGE Model: A computable general equilibrium model based on the World Input-Output Database," ZEW Dokumentationen 13-04, ZEW - Leibniz Centre for European Economic Research.
    15. Kehoe,Timothy J. & Srinivasan,T. N. & Whalley,John (ed.), 2005. "Frontiers in Applied General Equilibrium Modeling," Cambridge Books, Cambridge University Press, number 9780521825252.
    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. Hermeling, Claudia & Klement, Jan Henrik & Koesler, Simon & Köhler, Jonathan & Klement, Dorothee, 2015. "Sailing into a dilemma," Transportation Research Part A: Policy and Practice, Elsevier, vol. 78(C), pages 34-53.
    2. Oliver Schenker & Simon Koesler & Andreas Löschel, 2018. "On the effects of unilateral environmental policy on offshoring in multi‐stage production processes," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 51(4), pages 1221-1256, November.
    3. Joshua Elliott & Meredith Franklin & Ian Foster & Todd Munson & Margaret Loudermilk, 2012. "Propagation of Data Error and Parametric Sensitivity in Computable General Equilibrium Models," Computational Economics, Springer;Society for Computational Economics, vol. 39(3), pages 219-241, March.
    4. Robson, Edward N. & Wijayaratna, Kasun P. & Dixit, Vinayak V., 2018. "A review of computable general equilibrium models for transport and their applications in appraisal," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 31-53.
    5. María C. Latorre, 2009. "The economic analysis of multinationals and foreign direct investment: a review," Hacienda Pública Española / Review of Public Economics, IEF, vol. 191(4), pages 97-126, December.
    6. Mark Partridge & Dan Rickman, 2010. "Computable General Equilibrium (CGE) Modelling for Regional Economic Development Analysis," Regional Studies, Taylor & Francis Journals, vol. 44(10), pages 1311-1328.
    7. Dan S. Rickman, 2010. "Modern Macroeconomics And Regional Economic Modeling," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 23-41, February.
    8. Abler, David G., 2006. "Approaches to Measuring the Effects of Trade Agreements," Commissioned Papers 140762, Canadian Agricultural Trade Policy Research Network.
    9. Hertel, Thomas, 2013. "Global Applied General Equilibrium Analysis Using the Global Trade Analysis Project Framework," Handbook of Computable General Equilibrium Modeling, in: Peter B. Dixon & Dale Jorgenson (ed.), Handbook of Computable General Equilibrium Modeling, edition 1, volume 1, chapter 0, pages 815-876, Elsevier.
    10. Latorre, María C. & Bajo-Rubio, Oscar & Gómez-Plana, Antonio G., 2009. "The effects of multinationals on host economies: A CGE approach," Economic Modelling, Elsevier, vol. 26(5), pages 851-864, September.
    11. Hertel, Thomas W. & Keeney, Roman & Valenzuela, Ernesto, 2004. "Global Analysis of Agricultural Trade Liberalization: Assessing Model Validity," Conference papers 331270, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    12. Koesler, Simon & Swales, Kim & Turner, Karen, 2014. "Beyond national economy-wide rebound effects: An applied general equilibrium analysis incorporating international spillover effects," ZEW Discussion Papers 14-025, ZEW - Leibniz Centre for European Economic Research.
    13. Dixon, Peter B. & Rimmer, Maureen T., 2013. "Validation in Computable General Equilibrium Modeling," Handbook of Computable General Equilibrium Modeling, in: Peter B. Dixon & Dale Jorgenson (ed.), Handbook of Computable General Equilibrium Modeling, edition 1, volume 1, chapter 0, pages 1271-1330, Elsevier.
    14. Koesler, Simon & Pothen, Frank, 2013. "The Basic WIOD CGE Model: A computable general equilibrium model based on the World Input-Output Database," ZEW Dokumentationen 13-04, ZEW - Leibniz Centre for European Economic Research.
    15. Hertel, Thomas & Hummels, David & Ivanic, Maros & Keeney, Roman, 2007. "How confident can we be of CGE-based assessments of Free Trade Agreements?," Economic Modelling, Elsevier, vol. 24(4), pages 611-635, July.
    16. Oscar Bajo-Rubio & Antonio G. Gómez-Plana, 2015. "Alternative strategies to reduce public deficits: Taxes vs. spending," Journal of Applied Economics, Universidad del CEMA, vol. 18, pages 45-70, May.
    17. Costinot, Arnaud & Rodríguez-Clare, Andrés, 2014. "Trade Theory with Numbers: Quantifying the Consequences of Globalization," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 197-261, Elsevier.
    18. Cristina Cattaneo, 2008. "The Determinants of Actual Migration and the Role of Wages and Unemployment in Albania: an Empirical Analysis," European Journal of Comparative Economics, Cattaneo University (LIUC), vol. 5(1), pages 3-32, June.
    19. Hertel, Thomas W. & Winters, L. Alan, 2005. "Poverty impacts of a WTO agreement : synthesis and overview," Policy Research Working Paper Series 3757, The World Bank.
    20. Carbone, Jared C. & Helm, Carsten & Rutherford, Thomas F., 2009. "The case for international emission trade in the absence of cooperative climate policy," Journal of Environmental Economics and Management, Elsevier, vol. 58(3), pages 266-280, November.

    More about this item

    Keywords

    CGE modelling; sensitivity analysis; model validation parameter specification; substitution elasticities;
    All these keywords.

    JEL classification:

    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • 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

    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:zbw:zewdip:14092. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/zemande.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.