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Inside the Emerald Triangle: Modeling the Placement and Size of Cannabis Production in Humboldt County, CA USA

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  • Butsic, Van
  • Schwab, Benjamin
  • Baumann, Matthias
  • Brenner, Jacob C.

Abstract

Cannabis agriculture is a multi-billion dollar industry, yet the factors driving the spatial location of cannabis production are not well understood. That knowledge gap is troubling, as there is evidence that outdoor production takes place in ecologically sensitive areas. Policy aimed at mitigating the impacts of current and future cultivation should be based on an understanding of what drives cultivation siting. Using parcel level data and a Heckman sample selection model, we estimate where cannabis cultivation is likely to take place and the number of plants in each site using biophysical, historical, and network variables. We use this model to estimate drivers of greenhouse and outdoor cultivation siting. We find strong implied network effects – parcels are far more likely to have cultivation sites if there are cannabis plants nearby. However, the proximity of other cannabis sites does not impact the size of a parcel's own cultivation. Similarly, a history of timber harvest increases the likelihood of outdoor cultivation, but is linked to cultivation sites with fewer plants. Biophysical properties such as slope, aspect, and distance to water did not statistically impact the likelihood of a parcel to be cultivated. Our results are a first step toward understanding the emergence of an agricultural activity likely to grow in other locales in the future.

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  • Butsic, Van & Schwab, Benjamin & Baumann, Matthias & Brenner, Jacob C., 2017. "Inside the Emerald Triangle: Modeling the Placement and Size of Cannabis Production in Humboldt County, CA USA," Ecological Economics, Elsevier, vol. 142(C), pages 70-80.
    • Handle: RePEc:eee:ecolec:v:142:y:2017:i:c:p:70-80
    DOI: 10.1016/j.ecolecon.2017.06.013
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    References listed on IDEAS

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    1. Lewis, David J. & Provencher, Bill & Butsic, Van, 2009. "The dynamic effects of open-space conservation policies on residential development density," Journal of Environmental Economics and Management, Elsevier, vol. 57(3), pages 239-252, May.
    2. Robert Mendelsohn & Ariel Dinar, 2009. "Land Use and Climate Change Interactions," Annual Review of Resource Economics, Annual Reviews, vol. 1(1), pages 309-332, September.
    3. Ruben N. Lubowski & Andrew J. Plantinga & Robert N. Stavins, 2008. "What Drives Land-Use Change in the United States? A National Analysis of Landowner Decisions," Land Economics, University of Wisconsin Press, vol. 84(4), pages 529-550.
    4. Luke Gibson & Tien Ming Lee & Lian Pin Koh & Barry W. Brook & Toby A. Gardner & Jos Barlow & Carlos A. Peres & Corey J. A. Bradshaw & William F. Laurance & Thomas E. Lovejoy & Navjot S. Sodhi, 2011. "Primary forests are irreplaceable for sustaining tropical biodiversity," Nature, Nature, vol. 478(7369), pages 378-381, October.
    5. Madden, David, 2008. "Sample selection versus two-part models revisited: The case of female smoking and drinking," Journal of Health Economics, Elsevier, vol. 27(2), pages 300-307, March.
    6. Leung, Siu Fai & Yu, Shihti, 1996. "On the choice between sample selection and two-part models," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 197-229.
    7. Alfonso Flores‐Lagunes & Kurt Erik Schnier, 2012. "Estimation of sample selection models with spatial dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(2), pages 173-204, March.
    8. Jeffrey M. Wooldridge, 2015. "Control Function Methods in Applied Econometrics," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 420-445.
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    1. Polson, Michael & Bodwitch, Hekia & Biber, Eric & Butsic, Van & Grantham, Theodore, 2023. "After legalization: Cannabis, environmental compliance, and agricultural futures," Land Use Policy, Elsevier, vol. 126(C).
    2. Parisa Kavousi & Taylor Giamo & Gwen Arnold & Mateo Alliende & Elisabeth Huynh & Jaclyn Lea & Rachel Lucine & Alexandria Tillett Miller & Alana Webre & Aneka Yee & Adrianna Champagne‐Zamora & Keith Ta, 2022. "What do we know about opportunities and challenges for localities from Cannabis legalization?," Review of Policy Research, Policy Studies Organization, vol. 39(2), pages 143-169, March.
    3. Jeffrey S. Young & Tanner J. McCarty, 2023. "Adapting network theory for spatial network externalities in agriculture: A case study on hemp cross‐pollination," American Journal of Agricultural Economics, John Wiley & Sons, vol. 105(4), pages 1267-1287, August.

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