Forecasting agricultural price volatility of some export crops in Egypt using ARIMA/GARCH model

被引:10
作者
Agbo, Hanan Mahmoud Sayed [1 ]
机构
[1] Cairo Univ, Fac Econ & Polit Sci, Giza, Egypt
关键词
Forecasting; Agricultural price; Volatility; Export crops; ARIMA; GARCH model; COMMODITY PRICE; NEURAL-NETWORK; GRAIN PRICE; SPILLOVERS; MARKETS;
D O I
10.1108/REPS-06-2022-0035
中图分类号
F [经济];
学科分类号
02 ;
摘要
PurposeThis study focuses on forecasting the price of the most important export crops of vegetables and fruits in Egypt from 2016 to 2030.Design/methodology/approachThe study applied generalized autoregressive conditional heteroskedasticity (GARCH) model and autoregressive integrated moving average (ARIMA) model.FindingsThe results show that ARIMA (1,1,1), ARIMA (2.1,2), ARIMA (1,1,0), ARIMA (1,1,2), ARIMA (0,1,0) and ARIMA (1,1,1) are the most appropriate fitted models to evaluate the volatility of price of green beans, tomatoes, onions, oranges, grapes and strawberries, respectively. The results also revealed the presence of ARCH effect only in the case of Potatoes, hence it is suggested that the GARCH approach be used instead. The GARCH (1,1) is found to be a better model in forecasting price of potatoes.Originality/valueThe study of food price volatility in developing countries is essential, since a significant share of household budgets is spent on food in these economies, so forecasting agricultural prices is a substantial requirement for drawing up many economic plans in the fields of agricultural production, consumption, marketing and trade.
引用
收藏
页码:123 / 133
页数:11
相关论文
共 50 条
[1]  
Abdel-Radi F., 2018, FUTURES SPOT PRICES
[2]   Grains Production Prospects and Long Run Food Security in Egypt [J].
Abdelaal, Hamdy Sayed Abdou ;
Thilmany, Dawn .
SUSTAINABILITY, 2019, 11 (16)
[3]  
Abdelfattah S., 2015, ASSIUT J AGR SCI, V46, P93
[4]  
Achal Lama Achal Lama, 2015, Agricultural Economics Research Review, V28, P73, DOI 10.5958/0974-0279.2015.00005.1
[5]  
Achal Lama Achal Lama, 2016, Journal of the Indian Society of Agricultural Statistics, V70, P7
[6]   Economic analysis of the introduction of agricultural revenue insurance contracts in Spain using statistical copulas [J].
Ahmed, Osama ;
Serra, Teresa .
AGRICULTURAL ECONOMICS, 2015, 46 (01) :69-79
[7]   Volatility Spillovers in the Spanish Food Marketing Chain: The Case of Tomato [J].
Ait Sidhoum, Amer ;
Serra, Teresa .
AGRIBUSINESS, 2016, 32 (01) :45-63
[8]   The Performance of ARIMAX Model and Vector Autoregressive (VAR) Model in Forecasting Strategic Commodity Price in Indonesia [J].
Anggraeni, Wiwik ;
Andri, Kuntoro Boga ;
Sumaryanto ;
Mahananto, Faizal .
4TH INFORMATION SYSTEMS INTERNATIONAL CONFERENCE (ISICO 2017), 2017, 124 :189-196
[9]  
Apergis N., 2011, Journal of Agricultural and Applied Economics, V43, P95
[10]  
Badmus M. A., 2011, Asian Journal of Agricultural Sciences, V3, P171