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© 2021 International Monetary Fund
WP/21/163
IMF Working Paper
African Department
Asymmetric Output Responses to Commodity Price Shocks1
Prepared by James Wilson, Amine Mati, and Monique Newiak
June 2021
IMF Working Papers describe research in progress by the author(s) and are published to elicit comments and to encourage debate. The views expressed in IMF Working Papers are those of the author(s) and do not necessarily represent the views of the IMF, its Executive Board, or IMF management.
Abstract
This paper focuses on identifying potential asymmetric responses of non-commodity output growth in times of positive and negative commodity terms-of-trade shocks. Using a sample of 27 oil-exporting countries and a panel VAR method, the study finds: 1) the short-and medium-run response of real non-commodity GDP growth is larger for negative shocks than positive shocks; 2) this asymmetry is more pronounced in countries with weak pre-existing fundamentals–high levels of public debt and low levels of international reserves–which also serve to amplify the volatility of the response; 3) the output response to positive shocks is stronger following a sustained period of CTOT increases, while the impact of negative shocks on output are more damaging when they occur after a period of CTOT decline.
JEL Classification Numbers: E6; Q30.
Keywords: Commodity price shocks, output, asymmetric responses.
Author’s E-Mail Address: james.wilson@qeh.ox.ac.uk; amati@imf.org; mnewiak@imf.org
Contents
Abstract
I. Introduction
II. Literature Survey
A. Macroeconomic Fundamentals
B. Transmission Mechanism from the Commodity Sector to the Real Economy and Asymmetry
C. Contribution to the Literature
III. Data & Stylized Facts
IV. Methodology
V. Empirical Findings
A. Symmetric Shocks
B. Asymmetric Shocks
VI. Robustness checks
A. Commodity Exporters
B. Time Periods
C. Size of Shocks
D. Geographical Analysis
E. Specification Change
VII. Conclusion
Appendices
A. Data, Definitions, and Summary Statistics
B. Asymmetric Response to Commodity Price Shocks by Commodity Exporters
C. Lag Order Test for Baseline Specification
D. Stationarity Tests
E. Exogeneity Tests
F. Deriving the Elasticity of Non-Commodity Real GDP to Commodity Price Changes
G. Variance decomposition
H. Robustness Check: Testing for Real Government Consumption
Figures
1. Oil Exporters: Cumulative Change in Annual Real Non-Commodity, Non-Agricultural GDP Growth, 1970–2016
2. Oil Exporters: Cumulative Change in Annual Real Non-Commodity, Non-Agricultural GDP Growth, 1970–2016 – Large shocks
3. Real non-commodity, non-agricultural GDP Response
4. Real non-commodity, non-agricultural GDP Response (level of public debt)
5. Real non-commodity, non-agricultural GDP Response (level of international reserves)
6. Real non-commodity, non-agricultural GDP Response
7. Real non-commodity, non-agricultural GDP Response (cumulative response)
8. Real non-commodity, non-agricultural GDP Response (high debt)
9. Real non-commodity, non-agricultural GDP Response (low debt)
10. Real non-commodity, non-agricultural GDP Response (high reserves)
11. Real non-commodity, non-agricultural GDP Response (low reserves)
12. Real non-commodity, non-agricultural GDP Response (after CTOT upswing)
13. Real non-commodity, non-agricultural GDP Response (after CTOT downswing)
14. Real non-commodity, non-agricultural GDP Response (commodity exporters)
15. Real non-commodity, non-agricultural GDP Response (non-oil commodity exporters)
16. Real non-commodity, non-agricultural GDP Response (diversified commodity exporters)
17. Real non-commodity, non-agricultural GDP Response (non-diversified commodity exporters)
18. Real non-commodity, non-agricultural GDP Response (pre-2000)
19. Real non-commodity, non-agricultural GDP -Response (post-2000)
20. Real non-commodity, non-agricultural GDP Response (large CTOT shocks (>2%)
21. Real non-commodity, non-agricultural GDP Response (large CTOT shocks (>5%)
22. Real non-commodity, non-agricultural GDP Response (SSA oil exporters post-1990)
23. Real non-commodity, non-agricultural GDP Response (Middle East & North Africa oil exporters post-1990)
24. Real non-commodity, non-agricultural GDP Response (Latin America oil exporters post-1990)
25. Real non-commodity, non-agricultural GDP Response (Eastern Europe & Central Asia oil exporters post-1990)
26. Real non-commodity, non-agricultural GDP Response (using year fixed effects)
27. Real non-commodity GDP Response