Who pays for
Sudden Oak Death? An econometric investigation of the impact of an emerging
pathogen on California nurseries
J. K. Gilless, J. Tack, AND A. Peterson Zwane; University
of California Berkeley, ARE, 207 Giannini Hall, Berkeley, CA 94720; (510)
642-7628; zwane@are.berkeley.edu
While there is a great deal of scientific uncertainty about
the nature and control of SOD, there is growing concerns that its economic
costs will be significant. Indeed the repercussions at the nursery level
of a positive test for the presence of SOD may include severely impacted
current and future cash flows. Given this possibility, nurseries that
are susceptible to SOD infestation may reassess their production strategy.
Firms may choose to increase expenditures to prevent SOD infestation,
or they may choose to reduce production of SOD host plants, thus limiting
exposure to infestation risk. Optimal production strategies may reduce
the expected cost of SOD by affecting either the probability of infestation
or the magnitude of the loss incurred in the event that infestation occurs.
In this paper, we use a unique data set to identify the characteristics
of firms that are impacted by SOD (e.g., their location, size, and target
market). We also estimate econometrically the partial equilibrium relationship
between realized costs of SOD control and nurseries’ crop mix. We
motivate the empirical work with a simple model of firm behavior in the
presence of regulatory inspection and uncertainty. The model is related
to previous work on efficient resource management to control pests short
of eradication and the pollution abatement decision when regulatory compliance
may be imperfect.
The data employed in this research was collected via survey during a three-month
period in 2004. This confidential and timely data contain qualitative
and quantitative information about many nursery characteristics not reported
by the California Agricultural Census surveys. The sample of firms represented
covers a wide geographic area and includes both large and small firms
with varying production mixes. All California nurseries that (i) were
considered a candidate for producing at least one type of SOD host plant
and (ii) operate their growing facility on at least five acres of land
were contacted and asked to participate in the survey. In order to account
for the non-random sampling nature of our data, we use Heckman two-step
estimation to correct for sample selection bias.
In the empirical section of the paper we develop two separate regression
equations: we predict changes in (either fixed or marginal) cost as a
function of firm characteristics, and we predict SOD/Non-SOD host product
mix as a function of changes in costs and firm characteristics. The explanatory
variables in both regressions include grower characteristics such as size,
location, and sales destinations. Changes in the cost of production arise
largely as a result of changes in water treatment and irrigation practices,
fungicide programs, labor practices, and inventory management.
We discuss the bias resulting from the endogeneity of the production mix
and cost and present possible bias-correcting techniques including instrumental
variables.
Our results allow us to identify firm characteristics that may predict
the relative impact of Sudden Oak Death on profitability, and describe
nurseries’ behavioral responses to a possible extension outward
of the zones of infestation boundaries. These findings can assist regulators
in identifying which firms and regions may benefit most from technical
assistance.
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