Economics at your fingertips  

Improving agricultural microinsurance by applying universal kriging and generalised additive models for interpolation of mean daily temperature

Mitchell Roznik (), C. Brock Porth, Lysa Porth, Milton Boyd and Katerina Roznik
Additional contact information
Mitchell Roznik: University of Manitoba
C. Brock Porth: University of Manitoba
Lysa Porth: University of Manitoba
Milton Boyd: University of Manitoba
Katerina Roznik: University of Manitoba

The Geneva Papers on Risk and Insurance - Issues and Practice, 2019, vol. 44, issue 3, 446-480

Abstract: Abstract Agricultural microinsurance has the potential to protect farmers against crop loss caused by extreme adverse weather conditions. Microinsurance policies for smallholder farmers are often designed on the basis of weather indices, whereby weather insurance variables are measured at ground weather stations and then interpolated to the location of the farm. However, a low density of weather stations causes interpolation error, which contributes to basis risk. The objective of this paper is to investigate whether agricultural microinsurance can be improved by reducing interpolation error through advanced interpolation methods, including universal kriging (UK) and generalised additive models (GAM) used with land surface temperature, elevation, and other covariates. Results indicate that for areas with a lower density of weather stations, UK with elevation substantially improves air temperature interpolation accuracy. The approach developed in this paper may help to improve interpolation and could therefore reduce basis risk for agricultural microinsurance in regions with a low density of weather stations, such as in developing countries.

Keywords: Weather insurance; Microinsurance; Basis risk; Remote sensing; Universal kriging; Generalised additive models (search for similar items in EconPapers)
Date: 2019
References: View references in EconPapers View complete reference list from CitEc
Citations: Track citations by RSS feed

Downloads: (external link) Abstract (text/html)
Access to full text is restricted to subscribers.

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link:

Ordering information: This journal article can be ordered from

Access Statistics for this article

The Geneva Papers on Risk and Insurance - Issues and Practice is currently edited by Christophe Courbage

More articles in The Geneva Papers on Risk and Insurance - Issues and Practice from Palgrave Macmillan, The Geneva Association Contact information at EDIRC.
Bibliographic data for series maintained by Sonal Shukla ().

Page updated 2019-06-29
Handle: RePEc:pal:gpprii:v:44:y:2019:i:3:d:10.1057_s41288-019-00127-9