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Got data too poor for time series analysis? Can cluster analysis be a remedy? Studying wheat market integration in Ethiopia

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  • Ansah, Isaac Gershon K.
  • Gardebroek, Cornelis
  • Ihle, Rico
  • Jaleta, Moti

Abstract

Recent global food price developments have spurred renewed interest in analyzing integration of local markets to global markets. A popular approach to quantify market integration is cointegration analysis. However, local market price data often has missing values, outliers, or short and incomplete series, making cointegration analysis impossible. Instead of imputing missing data, this paper proposes cluster analysis as an alternative methodological approach for analyzing market integration. In particular, we perform cluster analyses on a set of statistical indicators of eight Ethiopian local price series to analyze how they relate to world market prices. Moreover, recognizing several policy regimes in the period 2007-2010 we investigate how market clusters change over time. Results show that in periods with wheat imports via the private sector, several local markets form a common cluster with the world market. In periods with government controlled imports and exchange rate collapse, domestic prices measured by a comprehensive set of characteristics were strongly dissimilar from those of world market prices.

Suggested Citation

  • Ansah, Isaac Gershon K. & Gardebroek, Cornelis & Ihle, Rico & Jaleta, Moti, 2016. "Got data too poor for time series analysis? Can cluster analysis be a remedy? Studying wheat market integration in Ethiopia," 2016 Fifth International Conference, September 23-26, 2016, Addis Ababa, Ethiopia 246442, African Association of Agricultural Economists (AAAE).
  • Handle: RePEc:ags:aaae16:246442
    DOI: 10.22004/ag.econ.246442
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    References listed on IDEAS

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    1. Dorosh, Paul & Robinson, Sherman & Hashim, Ahmed, 2009. "Economic Implications of Foreign Exchange Rationing in Ethiopia," Ethiopian Journal of Economics, Ethiopian Economics Association, vol. 18(2), pages 132-132, August.
    2. Barry K. Goodwin & Nicholas E. Piggott, 2001. "Spatial Market Integration in the Presence of Threshold Effects," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(2), pages 302-317.
    3. Negassa, Asfaw & Jayne, Thomas S., 1998. "Vertical and Spatial Integration of Grain Markets in Ethiopia: Implications for Grain Markets," Food Security Collaborative Working Papers 55598, Michigan State University, Department of Agricultural, Food, and Resource Economics.
    4. The African Development Bank,, 2010. "African Development Report 2010: Ports, Logistics, and Trade in Africa," OUP Catalogue, Oxford University Press, number 9780199566051.
    5. Friederike Greb & Stephan von Cramon-Taubadel & Tatyana Krivobokova & Axel Munk, 2013. "The Estimation of Threshold Models in Price Transmission Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(4), pages 900-916.
    6. Nadine Würriehausen & Rico Ihle & Sebastian Lakner, 2015. "Price relationships between qualitatively differentiated agricultural products: organic and conventional wheat in Germany," Agricultural Economics, International Association of Agricultural Economists, vol. 46(2), pages 195-209, March.
    7. Minot, Nicholas, 2011. "Transmission of world food price changes to markets in Sub-Saharan Africa:," IFPRI discussion papers 1059, International Food Policy Research Institute (IFPRI).
    8. Kindie Getnet, 2007. "Spatial Equilibrium of Wheat Markets in Ethiopia," African Development Review, African Development Bank, vol. 19(2), pages 281-303.
    9. Isabelle Piot-Lepetit & Robert M'Barek (ed.), 2011. "Methods to Analyse Agricultural Commodity Price Volatility," Springer Books, Springer, edition 1, number 978-1-4419-7634-5, December.
    10. repec:fpr:esspwp:9 is not listed on IDEAS
    11. Fackler, Paul L. & Goodwin, Barry K., 2001. "Spatial price analysis," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 17, pages 971-1024, Elsevier.
    12. World Bank, 2009. "Eastern Africa - A study of the Regional Maize Market and Marketing Costs," World Bank Publications - Reports 3155, The World Bank Group.
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    Crop Production/Industries; Marketing;

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