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Structural Modeling of Marine Reserves with Bayesian Estimation

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Author Info
Smith, Martin D.
Zhang, Junjie
Coleman, Felicia C.
Abstract

Structural models can assess the effectiveness of fishery management prospectively and retrospectively. However, when only fishery-dependent data are available, structural econometric models are highly nonlinear in the parameters, and maximum likelihood and other extremum-based estimators can fail to converge. As a solution to these estimation challenges, we adapt Bayesian econometric methods to estimate a dynamic structural model of marine reserve formation. Using simulated data, we find that our approach is able to recover structural biological and economic parameters that classical estimation procedures fail to recover. We apply the approach to real data from the Gulf of Mexico reef-fish fishery. We test the effects of the Steamboat Lumps Marine Reserve on population growth and catchability for gag, a species of grouper. We find that after four years, the reserve has neither produced statistically significant losses in sustainable yield nor statistically significant gains in biological production.

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File URL: http://purl.umn.edu/42447
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Publisher Info
Article provided by Marine Resources Foundation in its journal Marine Resource Economics.

Volume (Year): 22 (2007)
Issue (Month): 2 ()
Pages:
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Handle: RePEc:ags:mareec:42447

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Related research
Keywords: Marine reserves; marine protected areas; Bayesian econometrics; Markov Chain Monte Carlo; Environmental Economics and Policy; C11; Q22;

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Homans, Frances R. & Wilen, James E., 1997. "A Model of Regulated Open Access Resource Use," Journal of Environmental Economics and Management, Elsevier, vol. 32(1), pages 1-21, January. [Downloadable!] (restricted)
  2. Dalton, Michael G. & Ralston, Stephen, 2004. "The California Rockfish Conservation Area And Groundfish Trawlers At Moss Landing Harbor," Marine Resource Economics, Marine Resources Foundation, vol. 19(1). [Downloadable!]
  3. Chernozhukov, Victor & Hong, Han, 2003. "An MCMC approach to classical estimation," Journal of Econometrics, Elsevier, vol. 115(2), pages 293-346, August. [Downloadable!] (restricted)
  4. Smith, Martin D. & Wilen, James E., 2003. "Economic impacts of marine reserves: the importance of spatial behavior," Journal of Environmental Economics and Management, Elsevier, vol. 46(2), pages 183-206, September. [Downloadable!] (restricted)
  5. Trond Bjorndal & Jon M. Conrad, 1987. "The Dynamics of an Open Access Fishery," Canadian Journal of Economics, Canadian Economics Association, vol. 20(1), pages 74-85, February. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Richard Carson & Clive Granger & Jeremy Jackson & Wolfram Schlenker, 2009. "Fisheries Management Under Cyclical Population Dynamics," Environmental & Resource Economics, European Association of Environmental and Resource Economists, vol. 42(3), pages 379-410, March. [Downloadable!] (restricted)
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This page was last updated on 2009-12-11.


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