Modeling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model
AbstractFinancial institutions such as banks are ultimately exposed to macroeconomic fluctuations I the countries to which they have exposure, the most acute example being commercial lending to companies whose fortunes fluctuate with aggregate demand. This risk management need for financial institutions motivated us to build a compact global macroeconomic model capable of generating (point as well as density) forecasts for a core set of macroeconomic factors for a set of regions and countries which explicitly allows for interconnections and interdependencies that exist between national and international factors. This paper provides such a global modeling framework; making use of recent advances in the analysis of cointegrating systems. In an unrestricted VAR(p) model in k endogenous variables covering N countries, the number of unknown parameters will be unfeasibly large, of order p(kN-1), requiring a more parsimonious model specification. We first estimate individual country/region specific vector error correcting models, where the domestic macroeconomic variables are related to corresponding foreign variable constructed exclusively to match the international trade pattern of the country under consideration. The individual country models are then combined in a consistent and cohesive manner to generate forecasts for all the variables in the world economy simultaneously. We estimate the model for 26 countries grouped into 11 regions using quarterly data from 1970Q1 to 1999Q1 and shed light on the degree of regional interdependencies by investigating the time profile of the transmission of shocks to one variable in a given country/region to the rest of the world. We then use the estimated global model as the economic engine for generating a conditional loss distribution of a credit portfolio and illustrate the effects of various global risk scenarios on the loss distribution.
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Bibliographic InfoPaper provided by Wharton School Center for Financial Institutions, University of Pennsylvania in its series Center for Financial Institutions Working Papers with number 01-38.
Date of creation: Dec 2002
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Economic interlinkages; global macroeconomic modeling; credit loss distribution; risk management.;
Other versions of this item:
- Pesaran M.H. & Schuermann T. & Weiner S.M., 2004. "Modeling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model," Journal of Business & Economic Statistics, American Statistical Association, vol. 22, pages 129-162, April.
- M. Hashem Pesaran & Til Schuermann & Scott M. Weiner, 2001. "Modelling regional interdependencies using a global error-correcting macroeconometric model," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 B4-1, International Conferences on Panel Data.
- Pesaran, M.H. & Weiner, S.M., 2001. "Modelling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model," Cambridge Working Papers in Economics 0119, Faculty of Economics, University of Cambridge.
- C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models
- E17 - Macroeconomics and Monetary Economics - - General Aggregative Models - - - Forecasting and Simulation: Models and Applications
- G20 - Financial Economics - - Financial Institutions and Services - - - General
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- Olivier Jean Blanchard & Lawrence F. Katz, 1992. "Regional Evolutions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 23(1), pages 1-76.
- Pesaran, M. H. & Shin, Y., 1997.
"Generalised Impulse Response Analysis in Linear Multivariate Models,"
Cambridge Working Papers in Economics
9710, Faculty of Economics, University of Cambridge.
- Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
- Pamela Nickell & William Perraudin & Simone Varotto, 2001.
"Stability of ratings transitions,"
Bank of England working papers
133, Bank of England.
- Pesaran, M. Hashem & Shin, Yongcheol & Smith, Richard J., 2000.
"Structural analysis of vector error correction models with exogenous I(1) variables,"
Journal of Econometrics,
Elsevier, vol. 97(2), pages 293-343, August.
- Pesaran, M. H. & Shin, Y. & Smith, R. J., 1997. "Structural Analysis of Vector Error Correction Models with Exogenous I(1) Variables," Cambridge Working Papers in Economics 9706, Faculty of Economics, University of Cambridge.
- Holly,Sean & Weale,Martin (ed.), 2000. "Econometric Modelling," Cambridge Books, Cambridge University Press, number 9780521650694, November.
- Harbo, Ingrid, et al, 1998. "Asymptotic Inference on Cointegrating Rank in Partial Systems," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(4), pages 388-99, October.
- Glick, Reuven & Rose, Andrew K., 1999.
"Contagion and trade: Why are currency crises regional?,"
Journal of International Money and Finance,
Elsevier, vol. 18(4), pages 603-617, August.
- Reuven Glick & Andrew K. Rose, 1998. "Contagion and Trade: Why Are Currency Crises Regional?," NBER Working Papers 6806, National Bureau of Economic Research, Inc.
- Glick, Reuven & Rose, Andrew K, 1998. "Contagion and Trade: Why are Currency Crises Regional," CEPR Discussion Papers 1947, C.E.P.R. Discussion Papers.
- Reuven Glick & Andrew K. Rose, 1998. "Contagion and trade: why are currency crises regional?," Pacific Basin Working Paper Series 98-03, Federal Reserve Bank of San Francisco.
- De Bandt, Olivier & Hartmann, Philipp, 2000.
"Systemic risk: A survey,"
Working Paper Series
0035, European Central Bank.
- Garratt, A. & Lee, K. & Pesaran, M. H. & Shin, Y., 1998.
"A Long-run Structural Macro-econometric Model of the UK,"
Cambridge Working Papers in Economics
9812, Faculty of Economics, University of Cambridge.
- Anthony Garratt & Kevin Lee & M. Hashem Pesaran & Yongcheol Shin, 2003. "A Long run structural macroeconometric model of the UK," Economic Journal, Royal Economic Society, vol. 113(487), pages 412-455, 04.
- A Garratt & K Lee & M Pesaran & Yongcheol Shin, 2004. "A long run structural macroeconometric model of the UK," ESE Discussion Papers 35, Edinburgh School of Economics, University of Edinburgh.
- Garratt, Anthony & Lee, Kevin C & Pesaran, M. Hashem & Shin, Yongcheol, 1998.
"A Structural Cointegrating VAR Approach to Macroeconometric Modelling,"
Cambridge Working Papers in Economics
9823, Faculty of Economics, University of Cambridge.
- A Garratt & K Lee & M H Pesaran & Yongcheol Shin, 1999. "A structural cointegrating VAR approach to macroeconometric modelling," ESE Discussion Papers 8, Edinburgh School of Economics, University of Edinburgh.
- M. Hashem Pesaran & Yongcheol Shin, 2002.
"Long-Run Structural Modelling,"
Taylor and Francis Journals, vol. 21(1), pages 49-87.
- Pesaran,H.M. & Shin,Y., 1995. "Long-Run Structural Modelling," Cambridge Working Papers in Economics 9419, Faculty of Economics, University of Cambridge.
- M Pesaran & Yongcheol Shin, 2004. "Long-Run Structural Modelling," ESE Discussion Papers 44, Edinburgh School of Economics, University of Edinburgh.
- Richard Voith, 1994. "Do suburbs need cities?," Working Papers 93-27/R, Federal Reserve Bank of Philadelphia.
- Mellander, Erik & Vredin, A & Warne, A, 1992. "Stochastic Trends and Economic Fluctuations in a Small Open Economy," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(4), pages 369-94, Oct.-Dec..
- Cheung, Yin-Wong & Lai, Kon S, 1993. "Finite-Sample Sizes of Johansen's Likelihood Ration Tests for Conintegration," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 55(3), pages 313-28, August.
- Pesaran, M. H. & Smith, Ron P., 1998.
"Structural Analysis of Cointegrating VARs,"
Cambridge Working Papers in Economics
9811, Faculty of Economics, University of Cambridge.
- Michael B. Gordy, 1998.
"A comparative anatomy of credit risk models,"
Finance and Economics Discussion Series
1998-47, Board of Governors of the Federal Reserve System (U.S.).
- Bangia, Anil & Diebold, Francis X. & Kronimus, Andre & Schagen, Christian & Schuermann, Til, 2002.
"Ratings migration and the business cycle, with application to credit portfolio stress testing,"
Journal of Banking & Finance,
Elsevier, vol. 26(2-3), pages 445-474, March.
- Anil Bangia & Francis X. Diebold & Til Schuermann, 2000. "Ratings Migration and the Business Cycle, With Application to Credit Portfolio Stress Testing," Center for Financial Institutions Working Papers 00-26, Wharton School Center for Financial Institutions, University of Pennsylvania.
- Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
- Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
- Johansen, Soren, 1995. "Likelihood-Based Inference in Cointegrated Vector Autoregressive Models," OUP Catalogue, Oxford University Press, number 9780198774501.
- David Rae & David Turner, 2001. "A Small Global Forecasting Model," OECD Economics Department Working Papers 286, OECD Publishing.
- Paul Krugman, 1992. "Geography and Trade," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262610868, June.
- Clark, Todd E. & van Wincoop, Eric, 2001.
"Borders and business cycles,"
Journal of International Economics,
Elsevier, vol. 55(1), pages 59-85, October.
- Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
- Masahisa Fujita & Paul Krugman & Anthony J. Venables, 2001. "The Spatial Economy: Cities, Regions, and International Trade," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262561476, June.
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