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Estimating Recreation Benefits of Avoiding Blue Green Algae and Red Tide in South Florida

Author

Listed:
  • Beth Forys
  • Paul Hindsley
  • O. Ashton Morgan
  • John C. Whitehead

Abstract

Harmful algal blooms (HABs) reduce the amenity quality and perceived safety of coastal and freshwater resources. Events trigger avoidance behavior by residents and visitors and contribute to broader economic losses. Managers need economic welfare measures that correspond to the intensity categories used in public advisories. We quantify how advisory-defined HAB risk alters the expected value of outdoor recreation trips in South Florida for two hazards: cyanobacteria (blue-green algae; microcystins) and red tide (Karenia brevis). We administer a split-sample contingent valuation survey in four waves (Dynata; April 2024 to March 2025; n = 4,135; 12,405 trip decisions). Respondents first identified the destination of their next South Florida trip from 11 regions and then evaluated randomized trip-cost increases and HAB intensity scenarios aligned with Florida Fish and Wildlife Conservation Commission red tide tiers and U.S. EPA microcystin benchmarks. In our preferred model, we address hypothetical bias using a stacked logit model that calibrates for choice certainty and stated attribute non-attendance. In the most conservative specification, per-travel-party willingness to pay for an overnight trip is about US$1,250 under no advisory, falls to roughly US$560Ð660 under low-intensity advisories, and drops to about US$200Ð330 under medium to high HAB intensity. These changes imply avoidance values of approximately US$600Ð700 per trip at low intensity and US$940Ð1,040 at medium to high intensity, with stated trip taking probabilities near 50% at medium/high risk. Holding trip counts fixed (valuing observed trips only) and excluding substitution, a back-of-the-envelope calculation for Lee County, FL visitation over a 60-day event window suggests order-of-magnitude recreational welfare losses of US$17Ð58 million for cyanobacteria and US$60Ð103 million for red tide. These intensity-specific estimates provide transferable inputs for benefitÐcost analysis of South Florida water-management operations and nutrient-reduction policies. Key Words: harmful algal blooms, contingent valuation method, hypothetical bias, attribute non-attendance, choice certainty, willingness to pay

Suggested Citation

  • Beth Forys & Paul Hindsley & O. Ashton Morgan & John C. Whitehead, 2026. "Estimating Recreation Benefits of Avoiding Blue Green Algae and Red Tide in South Florida," Working Papers 26-05, Department of Economics, Appalachian State University.
  • Handle: RePEc:apl:wpaper:26-05
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    File URL: http://econ.appstate.edu/RePEc/pdf/wp2605.pdf
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    References listed on IDEAS

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    1. Boudreaux, Greg & Lupi, Frank & Sohngen, Brent & Xu, Alan, 2023. "Measuring beachgoer preferences for avoiding harmful algal blooms and bacterial warnings," Ecological Economics, Elsevier, vol. 204(PA).
    2. Klaus Moeltner & Tracy Fanara & Hosein Foroutan & Regina Hanlon & Vince Lovko & Shane Ross & David Schmale, 2023. "Harmful Algal Blooms and Toxic Air: The Economic Value of Improved Forecasts," Marine Resource Economics, University of Chicago Press, vol. 38(1), pages 1-28.
    3. John C. Whitehead & William P. Anderson, Jr & Dennis Guignet & Craig E. Landry & O. Ashton Morgan, 2024. "Sea-Level Rise, Drinking Water Quality and the Economic Value of Coastal Tourism in North Carolina," Working Papers 24-01, Department of Economics, Appalachian State University.
    4. Zhang, Jiarui & Phaneuf, Daniel J. & Schaeffer, Blake A., 2022. "Property values and cyanobacterial algal blooms: Evidence from satellite monitoring of Inland Lakes," Ecological Economics, Elsevier, vol. 199(C).
    5. W. Michael Hanemann, 1984. "Welfare Evaluations in Contingent Valuation Experiments with Discrete Responses," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 66(3), pages 332-341.
    6. Wendong Zhang & Brent Sohngen, 2018. "Do U.S. Anglers Care about Harmful Algal Blooms? A Discrete Choice Experiment of Lake Erie Recreational Anglers," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(3), pages 868-888.
    7. Morgan, Kimberly L. & Larkin, Sherry L. & Adams, Charles M., 2011. "Empirical analysis of media versus environmental impacts on park attendance," Tourism Management, Elsevier, vol. 32(4), pages 852-859.
    8. Loomis, John B., 1997. "Panel Estimators To Combine Revealed And Stated Preference Dichotomous Choice Data," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 22(2), pages 1-13, December.
    9. Daniel K. Lew & John C. Whitehead, 2020. "Attribute Non-attendance as an Information Processing Strategy in Stated Preference Choice Experiments: Origins, Current Practices, and Future Directions," Marine Resource Economics, University of Chicago Press, vol. 35(3), pages 285-317.
    10. Anni Huhtala & Tuija Lankia, 2012. "Valuation of trips to second homes: do environmental attributes matter?," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 55(6), pages 733-752, September.
    11. David Wolf & Wei Chen & Sathya Gopalakrishnan & Timothy Haab & H. Allen Klaiber, 2019. "The Impacts of Harmful Algal Blooms and E. coli on Recreational Behavior in Lake Erie," Land Economics, University of Wisconsin Press, vol. 95(4), pages 455-472.
    12. João-Pedro Ferreira & Bijeta Bijen Saha & Gabriel Cardoso Carrero & Jinwon Kim & Christa Court, 2023. "Impacts of red tide in peer-to-peer accommodations: A multi-regional input-output model," Tourism Economics, , vol. 29(3), pages 812-834, May.
    13. Jerrod Penn & Wuyang Hu, 2023. "Adjusting and Calibrating Elicited Values Based on Follow-up Certainty Questions: A Meta-analysis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 84(4), pages 919-946, April.
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