IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Log in (now much improved!) to save this article

Forecasting China's foreign exchange reserves using dynamic model averaging: The roles of macroeconomic fundamentals, financial stress and economic uncertainty

Listed author(s):
  • Gupta, Rangan
  • Hammoudeh, Shawkat
  • Kim, Won Joong
  • Simo-Kengne, Beatrice D.

We develop models for examining possible predictors of growth of China's foreign exchange reserves that embrace Chinese and global trade, financial and risk (uncertainty) factors. Specifically, by comparing with other alternative models, we show that the dynamic model averaging (DMA) and dynamic model selection (DMS) models outperform not only linear models (such as random walk, recursive OLS-AR(1) models, recursive OLS with all predictive variables models) but also the Bayesian model averaging (BMA) model for examining possible predictors of growth of those reserves. The DMS is the best overall across all forecast horizons. While some predictors matter more than others over the forecast horizons, there are few that stand the test of time. The US–China interest rate differential has a superior predictive power among the 13 predictors considered, followed by the nominal effective exchange rate and the interest rate spread for most of the forecast horizons. The relative predictive prowess of the oil and copper prices alternates, depending on the commodity cycles. Policy implications are also provided.

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL: http://www.sciencedirect.com/science/article/pii/S1062940814000072
Download Restriction: Full text for ScienceDirect subscribers only

As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.

Article provided by Elsevier in its journal The North American Journal of Economics and Finance.

Volume (Year): 28 (2014)
Issue (Month): C ()
Pages: 170-189

as
in new window

Handle: RePEc:eee:ecofin:v:28:y:2014:i:c:p:170-189
DOI: 10.1016/j.najef.2014.02.003
Contact details of provider: Web page: http://www.elsevier.com/locate/inca/620163

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

as
in new window


  1. repec:cml:moneta:v:xxxv:y:2013:i:1:p:1-35 is not listed on IDEAS
  2. Joshua Aizenman & Nancy Marion, 2004. "International Reserve Holdings with Sovereign Risk and Costly Tax Collection," Economic Journal, Royal Economic Society, vol. 114(497), pages 569-591, 07.
  3. Maurice Obstfeld & Jay C. Shambaugh & Alan M. Taylor, 2010. "Financial Stability, the Trilemma, and International Reserves," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(2), pages 57-94, April.
  4. Aizenman, Joshua, 1998. "Buffer stocks and precautionary savings with loss aversion," Journal of International Money and Finance, Elsevier, vol. 17(6), pages 931-947, December.
  5. Gary Koop & Dimitris Korobilis, 2012. "Forecasting Inflation Using Dynamic Model Averaging," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(3), pages 867-886, 08.
  6. Guillermo Calvo & Alejandro Izquierdo & Rudy Loo-Kung, 2013. "Optimal Holdings of International Reserves: Self-insurance against Sudden Stops," Monetaria, Centro de Estudios Monetarios Latinoamericanos, vol. 0(1), pages 1-35, January-j.
  7. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
  8. Grassi, Stefano & Santucci de Magistris, Paolo, 2015. "It's all about volatility of volatility: Evidence from a two-factor stochastic volatility model," Journal of Empirical Finance, Elsevier, vol. 30(C), pages 62-78.
  9. Dani Rodrik, 2006. "The social cost of foreign exchange reserves," International Economic Journal, Taylor & Francis Journals, vol. 20(3), pages 253-266.
  10. John Geweke & Gianni Amisano, 2011. "Hierarchical Markov normal mixture models with applications to financial asset returns," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(1), pages 1-29, January/F.
  11. Koop, Gary & Korobilis, Dimitris, 2011. "UK macroeconomic forecasting with many predictors: Which models forecast best and when do they do so?," Economic Modelling, Elsevier, vol. 28(5), pages 2307-2318, September.
  12. Elliott, Graham, 1999. "Efficient Tests for a Unit Root When the Initial Observation Is Drawn from Its Unconditional Distribution," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(3), pages 767-783, August.
  13. Philip Lane & Dominic Burke, 2001. "The Empirics of Foreign Reserves," Open Economies Review, Springer, vol. 12(4), pages 423-434, October.
  14. Michael P. Dooley & David Folkerts-Landau & Peter M. Garber, 2005. "An essay on the revived Bretton Woods system," Proceedings, Federal Reserve Bank of San Francisco, issue Feb.
  15. Frenkel, Jacob A, 1974. "The Demand for International Reserves by Developed and Less-Developed Countries," Economica, London School of Economics and Political Science, vol. 41(161), pages 14-24, February.
  16. Ben-Bassat, Avraham & Gottlieb, Daniel, 1992. "Optimal international reserves and sovereign risk," Journal of International Economics, Elsevier, vol. 33(3-4), pages 345-362, November.
  17. Frenkel, Jacob A & Jovanovic, Boyan, 1981. "Optimal International Reserves: A Stochastic Framework," Economic Journal, Royal Economic Society, vol. 91(362), pages 507-514, June.
  18. Wright, Jonathan H., 2008. "Bayesian Model Averaging and exchange rate forecasts," Journal of Econometrics, Elsevier, vol. 146(2), pages 329-341, October.
  19. Jaewoo Lee, 2004. "Insurance Value of International Reserves; An Option Pricing Approach," IMF Working Papers 04/175, International Monetary Fund.
  20. Henzel, Steffen R. & Mayr, Johannes, 2013. "The mechanics of VAR forecast pooling—A DSGE model based Monte Carlo study," The North American Journal of Economics and Finance, Elsevier, vol. 24(C), pages 1-24.
  21. Perron, Pierre & Rodriguez, Gabriel, 2003. "GLS detrending, efficient unit root tests and structural change," Journal of Econometrics, Elsevier, vol. 115(1), pages 1-27, July.
  22. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
  23. Kelly, Michael G, 1970. "The Demand for International Reserves," American Economic Review, American Economic Association, vol. 60(4), pages 655-667, September.
  24. M S Mohanty & Philip Turner, 2006. "Foreign exchange reserve accumulation in emerging markets: what are the domestic implications?," BIS Quarterly Review, Bank for International Settlements, September.
  25. Sula, Ozan, 2011. "Demand for international reserves in developing nations: A quantile regression approach," Journal of International Money and Finance, Elsevier, vol. 30(5), pages 764-777, September.
  26. Romain Ranciere & Olivier D Jeanne, 2006. "The Optimal Level of International Reserves for Emerging Market Countries; Formulas and Applications," IMF Working Papers 06/229, International Monetary Fund.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:eee:ecofin:v:28:y:2014:i:c:p:170-189. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Dana Niculescu)

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 references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.