ACTUARIAL IMPLICATIONS OF STRUCTURAL CHANGES IN EL NIÑO-SOUTHERN OSCILLATION INDEX DYNAMICS
Shu-Ling Chen () and
Yu-Lieh Huang ()
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Shu-Ling Chen: Department of Finance and Cooperative Management, National Taipei University, 151, University Road, Sanxia District, New Taipei City 23741, Taiwan, R.O.C.
Yu-Lieh Huang: Department of Quantitative Finance, National Tsing Hua University, 101, Sec.2, Kuang-Fu Road, Hsinchu 30013, Taiwan, R.O.C.
Annals of Financial Economics (AFE), 2014, vol. 09, issue 02, 1-20
Abstract:
The influence of climate variability on agricultural production and financial risks faced by an individual or an institution has been the center of the public discussion in the recent years. The changing weather patterns and environmental conditions could cause substantial unpredicted economic losses. Failure to capture such changes would underestimate the insurance contract's expected indemnity and further create a major obstacle for insurance sectors. In this paper, we undertake a case study of El Niño-Southern Oscillation (ENSO) Index insurance for coastal Peru proposed by Skees. We examined the behavior of El Niño index and uncovered the evidence that the conditional volatility of El Niño index has changed over time. A fractionally integrated GARCH (FIGARCH) process that captures long memory behavior for conditional variance and allows the disturbance variance to vary over time is used to design and rate the ENSO Index insurance contract. Our results show that, with the time-invariant AR(2) model serving as a benchmark, the AR(2)-FIGARCH(1, d, 1) model outperforms the AR(2) model in both in-sample fit and out-of-sample forecast for El Niño index. Moreover, the time-invariant model could underestimate the premium rates, exposing the insurer to undesired underwriting risk and ultimately causing the index insurance market to collapse.
Keywords: Actuarial rating; climate variability; El Niño; fractionally integrated GARCH; index insurance; structural change; G21; G22; Q10; Q14 (search for similar items in EconPapers)
Date: 2014
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DOI: 10.1142/S2010495214400077
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