Faced that the dynamics of the global economy and international politics has produced price risks in the agricultural commodity markets of some countries, we study the leadlag relationship between the futures and spot prices and market volatility of staple commodities to help make forecasts and manage risk. We design some indexes -"longterm equilibrium", "power of short-term error correction", " Granger causality", "share of information" and "spillover effect" to quantify the lead-lag relationship. Characteristics of futures prices are analyzed with statistical methods and E-GARCH model. The results suggest that spot prices can incorporate the information in futures prices, and move affected by futures prices. This study also identifies the characteristics of trends such as seasonality and asymmetric volatility, which sheds light on some of the key price risks in these commodity markets. In addition, when a commodity is to be harvested or its price affected by bullish news and policies, regulators and traders should pay more attention to price risks, particularly for types of futures with longlasting volatility, such as soybeans.Contribution/ Originality: The paper's primary contribution is finding important implications to farmers, governors, and traders of staple agricultural futures by providing empirical evidence of the lead-lag relationship between futures price and spot price of the agricultural products and precautions against grain price risks.
INTRODUCTIONManaging price volatility risks is always a vital priority to traders and governments in agricultural markets. In recent years, price volatility in major agricultural markets in China has been drastic. As Arnade, Cooke, and Gale (2017) and Hernandez, Ibarra, and Trupkin (2014) pointed out, volatility transmission across exchanges for some grain commodities in China and other countries exists. So long as trade frictions exist, such as the trade friction between China and the US and between Korea and Japan, commodity prices will be affected by factors across countries and may fluctuate greatly. Managing price volatility risks in agricultural markets should be taken very seriously because agriculture is a highly important sector-responsible for food security, poverty alleviation, and even ensuring societal stability.Confronted with these risks, some researchers suggest futures varieties should be applied as a means of managing sharp volatility or price risks in spot prices. However, some researchers reveal futures varieties may make commodity price volatility even more drastic. In theory, as a forecast, futures prices serve the function of price discovery, for which they are considered to be the primary tool. They lead the spot price to arrive at its equilibrium,