The economic value of environmental data: a notional insurance scheme for the European anchovy
ICES Journal of
Marine Science
ICES Journal of Marine Science (2016), 73(4), 1033– 1041. doi:10.1093/icesjms/fsv268
Editor’s Choice
The economic value of environmental data: a notional insurance
scheme for the European anchovy
Margarita Marı́a Rincón 1*, John D. Mumford 2, Polina Levontin 2, Adrian W. Leach 2, and Javier Ruiz 1
Department of Coastal, Ecology and Management, Instituto de Ciencias Marinas de Andalucı́a, Consejo Superior de, Investigaciones Cientı́ficas
ICMAN-CSIC, Puerto Real, Cádiz 11510, Spain
2
Centre for Environmental Policy, Imperial College London, Silwood Park Campus, Ascot SL5 7PY, UK
*Corresponding author: tel: +34956832612 (ext. 255); fax: +34956834701; e-mail:
Rincón, M. M., Mumford, J. D., Levontin, P., Leach, A. W., and Ruiz, J. The economic value of environmental data: a notional
insurance scheme for the European anchovy. – ICES Journal of Marine Science, 73: 1033 – 1041.
Received 16 November 2015; revised 9 December 2015; accepted 14 December 2015; advance access publication 2 February 2016.
Anchovy population dynamics in the Gulf of Cádiz are governed by environmental processes. Sea surface temperature, intense easterly winds,
and discharges from the Guadalquivir River have been identified as key factors determining early life stage mortality in this anchovy stock. We
have constructed an environment-based recruitment model that simulates the abundance of juveniles under alternative parameters
representing plausible biological hypotheses. We are able to evaluate how modelling environment-based recruitment can affect stock assessment and how responding to environmental information can benefit fishery management to allow greater average catch levels through the
application of harvest control rules (HCRs) based on environmental conditions. While the environment-based rules generally increase
allowable catch levels the variance in catch levels also increases, detracting from the improved value based only on average yield. In addition
to changes in revenue, the probability of stock collapse is also reduced by using environmental factors in HCRs. To assess the value of these
management systems we simulate a notional insurance scheme, which applies a value to both average yields and uncertainty. The value of the
information-driven rules can be determined by comparing the relevant premiums payable for equal levels of insurance cover on revenue
within each specific management regime. We demonstrate the net value of incorporating environmental factors in the management of
anchovies in the Gulf of Cádiz despite the increased variability in revenue. This could be an effective method to describe outcomes
for both commercial fisheries and ecosystem management policies, and as a guide to management of other species whose dynamics are
predictable based on in-season observations.
Keywords: Gulf of Cádiz and European anchovy, harvest control rule, insurance, risk.
Introduction
The state of European anchovy (Engraulis encrasicolus) in the Gulf of
Cádiz is described by ICES (2012) as “not known precisely because
of the inadequacy of the available information to evaluate the
spawning stock or fishing mortality relative to risk” of overfishing.
Data limitations are compounded by large interannual fluctuations
in abundance and the high dependence upon recruitment which is
unpredictable using traditional stock –recruitment relationships
that do not account for variability in environmental factors
(Ricker or Beverton–Holt models).
The great variability of the stock has led to several attempts
to understand the mechanisms that govern anchovy population
dynamics. Important results were presented by Ruiz et al. (2006)
reiterating the importance of environmental forcing when modelling small pelagic fisheries dynamics (Fréon et al., 2005) and identifying the sea surface temperature (SST), intense easterly winds and
discharges from the Guadalquivir River as the main influences on
early life stage mortality for the Gulf of Cádiz anchovy stock.
Ruiz et al. (2009) describe a Bayesian population model that
links environmental covariates to anchovy recruitment dynamics.
Using that population dynamics structure, it is possible to evaluate
different harvest control rules (HCRs) by simulating long series
of catches under diverse environmental scenarios. This approach
is a form of management strategy evaluation (MSE), pioneered
by the International Whaling Commission (Kirkwood, 1997;
Butterworth and Punt, 1999; Kell et al., 1999, 2005), which has
# International Council for the Exploration of the Sea 2016. All rights reserved.
For Permissions, please email:
1
1034
(EHCR). A more complete description of the model is found in
Appendix.
Environmentally forced population dynamics
To simulate anchovy dynamics, it is necessary to understand the
environmental processes behind early-stages anchovy survival in
the Gulf of Cádiz (Figure 1). Before recruitment, stock dynamics
are mainly driven by the variable environment, and after that it is
mainly determined by fishing mortality (Ruiz et al., 2006, 2009).
Prerecruit survival is highly affected by the wind and the discharges from the Guadalquivir River (Ruiz et al., 2006) while spawning depends mainly on SST (Garcı́a and Palomera, 1996; Motos
et al., 1996). Spawning can be assumed to follow a weekly time-scale
taking place when a minimum of 168C SST is reached and an
increase of at least a quarter of a degree occurs from one week to
another, consistent with the increase of a degree per month considered by Ruiz et al. (2009). These conditions hold with higher probability from May to September when individuals from 9 to 24
months old could spawn up to four times per month.
When spawning occurs the eggs and larvae can be advected by the
effect of easterly winds on currents, which have a negative impact on
survival (Ruiz et al., 2006). The effect of advection is considered negligible on juveniles more than 3 months of age, when the first juveniles are able to swim and better control their position. These first
juveniles are affected by freshwater regulation in the Alcalá del
Rı́o reservoir during the following two months of development,
with a positive effect on survival when discharges are close to an
optimum value of 100 hm3 per month, major deviations in either
direction affect survival negatively (Ruiz et al., 2009).
This response to river discharges and wind is a consequence of
the different habitats the anchovy occupy during their life cycle.
In the egg and larval stages individuals are very vulnerable to currents that advect them from the favourable conditions of the shelf
towards offshore waters where survival is poor. In the northern
shelf of the Gulf of Cádiz, these strong currents are the result of
intense easterly events (Ruiz et al., 2006). With further development,
juvenile stages of anchovy are able move towards the estuary or its
Material and methods
The main step of the MSE process is to construct a sim (...truncated)