IDEAS home Printed from https://ideas.repec.org/a/wsi/jikmxx/v18y2019i01ns0219649219500060.html
   My bibliography  Save this article

Forecasting Models Based on Data Analytics for Predicting Rice Price Volatility: A Case Study of the Sri Lankan Rice Market

Author

Listed:
  • Chanchala Hathurusingha

    (Nelson Marlborough Institute of Technology, Auckland, New Zealand)

  • Neda Abdelhamid

    (Information Technology, Auckland Institute of Studies, Auckland, New Zealand)

  • David Airehrour

    (Nelson Marlborough Institute of Technology, Auckland, New Zealand)

Abstract

Paddy rice is a staple food that is common among the Sri Lankan populace. However, the frequent price variation of rice has negatively impacted the Sri Lankan economy. This is due to the Sri Lankan rice market lacking the mechanisms to evaluate and predict future rice price variations, often leaving domestic traders and consumers affected by sudden price spikes. This study identifies the quantifiable economic factors that affect the sudden rice price variations and presents a viable mechanism for forecasting Domestic Rice Price (DRP). In addition, it establishes three different regression models to emphasise the relationship of DRP in Sri Lanka with three economic factors: International Rice Price (IRP), International Crude Oil Price (ICOP), and USD Exchange Rate. Further, a time series model is formulated to forecast future variations in DRP while advancing factors that have a significant, but negative, correlative impact on the DRP. The results presented in this study show that the models proposed can be used by relevant food authorities to predict sudden hikes and dips in DRP, allowing them to establish a robust price control system.

Suggested Citation

  • Chanchala Hathurusingha & Neda Abdelhamid & David Airehrour, 2019. "Forecasting Models Based on Data Analytics for Predicting Rice Price Volatility: A Case Study of the Sri Lankan Rice Market," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 18(01), pages 1-20, March.
  • Handle: RePEc:wsi:jikmxx:v:18:y:2019:i:01:n:s0219649219500060
    DOI: 10.1142/S0219649219500060
    as

    Download full text from publisher

    File URL: http://www.worldscientific.com/doi/abs/10.1142/S0219649219500060
    Download Restriction: Access to full text is restricted to subscribers

    File URL: https://libkey.io/10.1142/S0219649219500060?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Reboredo, Juan C. & Ugando, Mikel, 2014. "US dollar exchange rate and food price dependence: Implications for portfolio risk management," The North American Journal of Economics and Finance, Elsevier, vol. 30(C), pages 72-89.
    2. Unknown, 2013. "SAEA 2013 Annual Meetings," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 45, pages 1-1, August.
    3. John Baffes & M. Ayhan Kose & Franziska Ohnsorge & Marc Stocker, 2015. "The Great Plunge in Oil Prices: Causes, Consequences, and Policy Responses," Policy Research Notes (PRNs) 94725, The World Bank.
    4. Oyinbo, O. & Omolehin, R. A. & Abdulsalam, Z., 2013. "Analysis of the Demand for Rice in Kaduna State, Nigeria," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 5(3), pages 1-8, September.
    5. Okimoto, Madoka, 2015. "International price competition among food industries: The role of income, population and biased consumer preference," Economic Modelling, Elsevier, vol. 47(C), pages 327-339.
    6. Noel D. Uri, 1988. "A Note on Determining the Spatial and Product Extent of a Market," The Review of Regional Studies, Southern Regional Science Association, vol. 18(3), pages 55-64, Fall.
    7. John, Adam, 2013. "Price relations between export and domestic rice markets in Thailand," Food Policy, Elsevier, vol. 42(C), pages 48-57.
    8. Liu, Xianglin & Romero-Aguilar, Randall S. & Chen, Shu-Ling & Miranda, Mario J., 2013. "The Global Food Price Crisis and China-World Rice Market Integration: A Spatial-Temporal Rational Expectations Equilibrium Model," 2013 Annual Meeting, August 4-6, 2013, Washington, D.C. 149965, Agricultural and Applied Economics Association.
    9. Adam, P. & Rianse, U. & Harafah, Ĺ. M. & Cahyono, E. & Rafiy, M., 2016. "A Model of the Dynamics of the Effect of World Crude Oil Price and World Rice Price on Indonesia’s Inflation Rate," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 8(1), pages 1-10, March.
    10. Uzma Hanif & Shabib Haider Syed & Rafique Ahmad & Kauser Abdullah Malik, 2010. "Economic Impact of Climate Change on the Agricultural Sector of Punjab," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 49(4), pages 771-798.
    11. Chen, Sheng-Tung & Kuo, Hsiao-I & Chen, Chi-Chung, 2010. "Modeling the relationship between the oil price and global food prices," Applied Energy, Elsevier, vol. 87(8), pages 2517-2525, August.
    12. Neda Abdelhamid & Fadi Thabtah, 2014. "Associative Classification Approaches: Review and Comparison," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 13(03), pages 1-30.
    13. Talukder, Dayal & Chile, Love, 2014. "Characteristics of Rice Cultivation and Rural Rice Market in Bangladesh: Evidence from a Survey," Agricultural Economics Review, Greek Association of Agricultural Economists, vol. 15(2), pages 1-17.
    14. Bakhshoodeh, M., 2010. "Impacts of world prices transmission to domestic rice markets in rural Iran," Food Policy, Elsevier, vol. 35(1), pages 12-19, February.
    15. C. Peter Timmer, 2009. "Did Speculation Affect World Rice Prices?," Working Papers 09-07, Agricultural and Development Economics Division of the Food and Agriculture Organization of the United Nations (FAO - ESA).
    16. Hossain, Mahbub, 2014. "What Implications Does The World Food Price Rise Have For Food Security In Bangladesh," International Journal of Food and Agricultural Economics (IJFAEC), Alanya Alaaddin Keykubat University, Department of Economics and Finance, vol. 2(1), pages 1-13, January.
    17. Henna Ahsan & Zainab Iftikhar & M. Ali Kemal, 2012. "The Determinants of Food Prices in Pakistan," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 17(1), pages 101-128, Jan-June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ling, Kai & Deb, Prokash & Li, Wenying, 2023. "Global Food Price Volatility Spillover from International to Domestic Markets," 2023 Annual Meeting, July 23-25, Washington D.C. 335869, Agricultural and Applied Economics Association.

    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. Pasrun Adam & Rosnawintang Rosnawintang & La Ode Saidi & La Tondi & La Ode Arsad Sani, 2018. "The Causal Relationship between Crude Oil Price, Exchange Rate and Rice Price," International Journal of Energy Economics and Policy, Econjournals, vol. 8(1), pages 90-94.
    2. M. Thenmozhi & Shipra Maurya, 2020. "Crude Oil Volatility Transmission Across Food Commodity Markets: A Multivariate BEKK-GARCH Approach," Journal of Emerging Market Finance, Institute for Financial Management and Research, vol. 20(2), pages 131-164, August.
    3. Anthony N. Rezitis, 2015. "Empirical Analysis of Agricultural Commodity Prices, Crude Oil Prices and US Dollar Exchange Rates using Panel Data Econometric Methods," International Journal of Energy Economics and Policy, Econjournals, vol. 5(3), pages 851-868.
    4. Faruk Urak & Abdulbaki Bilgic & Gürkan Bozma & Wojciech J. Florkowski & Erkan Efekan, 2022. "Volatility in Live Calf, Live Sheep, and Feed Wheat Return Markets: A Threat to Food Price Stability in Turkey," Agriculture, MDPI, vol. 12(4), pages 1-24, April.
    5. Hüseyin İçen & Nimet Melis Esenyel İçen & Buğra Polat, 2022. "The Asymmetric Relationship Among Food Prices, the Exchange Rate, and Oil Prices in Turkey," EKOIST Journal of Econometrics and Statistics, Istanbul University, Faculty of Economics, vol. 0(37), pages 149-169, December.
    6. Monge, Manuel & Gil-Alana, Luis A. & Pérez de Gracia, Fernando, 2017. "U.S. shale oil production and WTI prices behaviour," Energy, Elsevier, vol. 141(C), pages 12-19.
    7. Mohcine Bakhat & Klaas WŸrzburg, 2013. "Co-integration of Oil and Commodity Prices: A Comprehensive ApproachAbstract," Working Papers fa05-2013, Economics for Energy.
    8. Karakotsios, Achillefs & Katrakilidis, Constantinos & Kroupis, Nikolaos, 2021. "The dynamic linkages between food prices and oil prices. Does asymmetry matter?," The Journal of Economic Asymmetries, Elsevier, vol. 23(C).
    9. Jakina Debnam, 2017. "Selection Effects and Heterogeneous Demand Responses to the Berkeley Soda Tax Vote," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 99(5), pages 1172-1187.
    10. Yip, Pick Schen & Brooks, Robert & Do, Hung Xuan & Nguyen, Duc Khuong, 2020. "Dynamic volatility spillover effects between oil and agricultural products," International Review of Financial Analysis, Elsevier, vol. 69(C).
    11. Czudaj Robert L., 2020. "The role of uncertainty on agricultural futures markets momentum trading and volatility," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 24(3), pages 1-39, June.
    12. Lips, Johannes, 2018. "Debt and the Oil Industry - Analysis on the Firm and Production Level," VfS Annual Conference 2018 (Freiburg, Breisgau): Digital Economy 181504, Verein für Socialpolitik / German Economic Association.
    13. Natanelov, Valeri & McKenzie, Andrew M. & Van Huylenbroeck, Guido, 2013. "Crude oil–corn–ethanol – nexus: A contextual approach," Energy Policy, Elsevier, vol. 63(C), pages 504-513.
    14. Jammazi, Rania & Tiwari, Aviral Kr. & Ferrer, Román & Moya, Pablo, 2015. "Time-varying dependence between stock and government bond returns: International evidence with dynamic copulas," The North American Journal of Economics and Finance, Elsevier, vol. 33(C), pages 74-93.
    15. Bernardina Algieri, 2014. "A roller coaster ride: an empirical investigation of the main drivers of the international wheat price," Agricultural Economics, International Association of Agricultural Economists, vol. 45(4), pages 459-475, July.
    16. Le, Trung H. & Pham, Linh & Do, Hung X., 2023. "Price risk transmissions in the water-energy-food nexus: Impacts of climate risks and portfolio implications," Energy Economics, Elsevier, vol. 124(C).
    17. Ibrahim Alshomaly & Walid Shawaqfeh, 2020. "The Effect of Export Diversification on the Economic Growth of West-Asian Arab Countries," Journal of Social Sciences (COES&RJ-JSS), , vol. 9(2), pages 429-450, April.
    18. Evan Dudley & Niclas Andrén & Håkan Jankensgård, 2022. "How do firms hedge in financial distress?," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 42(7), pages 1324-1351, July.
    19. Gern, Klaus-Jürgen & Jannsen, Nils & Kooths, Stefan & Plödt, Martin, 2015. "Weltkonjunktur im Frühjahr 2015 - Weltkonjunktur zieht allmählich an," Kieler Konjunkturberichte 3, Kiel Institute for the World Economy (IfW Kiel).
    20. Cheng, Sheng & Cao, Yan, 2019. "On the relation between global food and crude oil prices: An empirical investigation in a nonlinear framework," Energy Economics, Elsevier, vol. 81(C), pages 422-432.

    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:wsi:jikmxx:v:18:y:2019:i:01:n:s0219649219500060. 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: Tai Tone Lim (email available below). General contact details of provider: http://www.worldscinet.com/jikm/jikm.shtml .

    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.