Approaching rainfall-based weather derivatives pricing and operational challenges

IF 0.7 4区 经济学 Q4 BUSINESS, FINANCE Review of Derivatives Research Pub Date : 2019-07-08 DOI:10.1007/s11147-019-09161-0
Andrea Martínez Salgueiro, Maria-Antonia Tarrazon-Rodon
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引用次数: 6

Abstract

This article approaches some of the current rainfall derivatives pricing and operational challenges through an empirical application to Comunidad Valenciana, Spain. Regarding the former, two different issues are addressed. First, we examine the rightness of suggesting the Gamma distribution to price rainfall contracts, which is the alternative chosen by previous authors applying the Index Value Simulation technique. This is done for the purpose of determining whether the consideration and comparison of other alternatives may lead to more accurate valuation results. Concretely, two different distributions, in addition to the Gamma, are proposed: the exponential and the mixed exponential, whose fits are assessed through the Kolmogorov–Smirnov/Lilliefors test and graphical analyses. The outcomes attained indicate that this selection process leads indeed to a precise generation of the rainfall index’s moments. Next, we examine the viability of using a unique distribution to model the rainfall risk of regions located nearby, since this would considerably decrease valuation complexity. Our analysis shows that the most convenient choice depends on the period and location considered, although the mixed exponential appears as a reasonable option in most cases. Finally, a relevant operational challenge related to geographical basis risk is approached. Concretely, an evaluation of this type of risk among the locations studied is conducted. The results attained indicate that, given the insufficient degree of correlation between nearby locations, rainfall risk hedging measures may rely on compound derivatives referred to several neighbor stations.
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接近基于降雨的天气衍生品定价和操作挑战
本文通过对西班牙瓦伦西亚社区的实证应用,探讨了当前降雨衍生品定价和运营挑战。关于前者,有两个不同的问题需要解决。首先,我们检验了将Gamma分布建议为价格降雨合约的正确性,这是先前作者应用指数值模拟技术选择的替代方案。这样做的目的是确定考虑和比较其他备选方案是否可能导致更准确的估值结果。具体地说,除了Gamma分布外,还提出了两种不同的分布:指数分布和混合指数分布,它们的拟合性通过Kolmogorov-Smirnov /Lilliefors检验和图形分析来评估。所获得的结果表明,这种选择过程确实导致了降雨指数矩的精确产生。接下来,我们检查了使用一个独特的分布来模拟附近地区的降雨风险的可行性,因为这将大大降低估值的复杂性。我们的分析表明,最方便的选择取决于所考虑的时间和地点,尽管混合指数在大多数情况下似乎是一个合理的选择。最后,探讨了与地理基风险相关的操作挑战。具体而言,对所研究的地点进行了这类风险的评估。结果表明,由于邻近站点之间的相关性不足,降雨风险对冲措施可能依赖于几个相邻站点的复合导数。
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来源期刊
CiteScore
1.40
自引率
0.00%
发文量
8
期刊介绍: The proliferation of derivative assets during the past two decades is unprecedented. With this growth in derivatives comes the need for financial institutions, institutional investors, and corporations to use sophisticated quantitative techniques to take full advantage of the spectrum of these new financial instruments. Academic research has significantly contributed to our understanding of derivative assets and markets. The growth of derivative asset markets has been accompanied by a commensurate growth in the volume of scientific research. The Review of Derivatives Research provides an international forum for researchers involved in the general areas of derivative assets. The Review publishes high-quality articles dealing with the pricing and hedging of derivative assets on any underlying asset (commodity, interest rate, currency, equity, real estate, traded or non-traded, etc.). Specific topics include but are not limited to: econometric analyses of derivative markets (efficiency, anomalies, performance, etc.) analysis of swap markets market microstructure and volatility issues regulatory and taxation issues credit risk new areas of applications such as corporate finance (capital budgeting, debt innovations), international trade (tariffs and quotas), banking and insurance (embedded options, asset-liability management) risk-sharing issues and the design of optimal derivative securities risk management, management and control valuation and analysis of the options embedded in capital projects valuation and hedging of exotic options new areas for further development (i.e. natural resources, environmental economics. The Review has a double-blind refereeing process. In contrast to the delays in the decision making and publication processes of many current journals, the Review will provide authors with an initial decision within nine weeks of receipt of the manuscript and a goal of publication within six months after acceptance. Finally, a section of the journal is available for rapid publication on `hot'' issues in the market, small technical pieces, and timely essays related to pending legislation and policy. Officially cited as: Rev Deriv Res
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