IDEAS home Printed from https://ideas.repec.org/a/uwp/landec/v98y2022i1p1-21.html
   My bibliography  Save this article

Using Auxiliary Population Samples for Sample-Selection Correction in Models Based on Crowd-Sourced Volunteered Geographic Information

Author

Listed:
  • Trudy Ann Cameron
  • Sonja H. Kolstoe

Abstract

Data from citizen science (CS) projects (and some social media) can offer selected samples with extensive information about human interactions with the natural world. Independently, we elicit levels of engagement with the eBird project from members of the eBird CS project and from a general-population sample. The general-population sample allows an ordered-probit model to explain propensities to engage with eBird at different levels, which we transfer to predict selection-correction terms for our independent sample of eBird members. We illustrate our method with a question posed only to our eBird-member survey sample about the radii of their individual spatial consideration sets for typical one-day birding excursions.

Suggested Citation

  • Trudy Ann Cameron & Sonja H. Kolstoe, 2022. "Using Auxiliary Population Samples for Sample-Selection Correction in Models Based on Crowd-Sourced Volunteered Geographic Information," Land Economics, University of Wisconsin Press, vol. 98(1), pages 1-21.
  • Handle: RePEc:uwp:landec:v:98:y:2022:i:1:p:1-21
    Note: DOI: 10.3368/le.98.1.040720-0050R1
    as

    Download full text from publisher

    File URL: http://le.uwpress.org/cgi/reprint/98/1/1
    Download Restriction: A subscripton is required to access pdf files. Pay per article is available.
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Steven J. Dundas & Roger H. von Haefen, 2020. "The Effects of Weather on Recreational Fishing Demand and Adaptation: Implications for a Changing Climate," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 7(2), pages 209-242.
    2. Klaus Glenk & Robert J. Johnston & Jürgen Meyerhoff & Julian Sagebiel, 2020. "Spatial Dimensions of Stated Preference Valuation in Environmental and Resource Economics: Methods, Trends and Challenges," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 215-242, February.
    3. Cameron, Trudy Ann & DeShazo, J.R., 2013. "Demand for health risk reductions," Journal of Environmental Economics and Management, Elsevier, vol. 65(1), pages 87-109.
    4. Vogdrup-Schmidt, Mathias & Abatayo, Anna Lou & Shogren, Jason F. & Strange, Niels & Thorsen, Bo Jellesmark, 2019. "Factors Affecting Support for Transnational Conservation Targeting Migratory Species," Ecological Economics, Elsevier, vol. 157(C), pages 156-164.
    5. Antara Sen & Amii Harwood & Ian Bateman & Paul Munday & Andrew Crowe & Luke Brander & Jibonayan Raychaudhuri & Andrew Lovett & Jo Foden & Allan Provins, 2014. "Economic Assessment of the Recreational Value of Ecosystems: Methodological Development and National and Local Application," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 57(2), pages 233-249, February.
    6. Robert J. Johnston & Abdulallah S. Abdulrahman, 2017. "Systematic non-response in discrete choice experiments: implications for the valuation of climate risk reductions," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 6(3), pages 246-267, July.
    7. Kolstoe, Sonja & Cameron, Trudy Ann, 2017. "The Non-market Value of Birding Sites and the Marginal Value of Additional Species: Biodiversity in a Random Utility Model of Site Choice by eBird Members," Ecological Economics, Elsevier, vol. 137(C), pages 1-12.
    8. Holland, Benedict M. & Johnston, Robert J., 2017. "Optimized quantity-within-distance models of spatial welfare heterogeneity," Journal of Environmental Economics and Management, Elsevier, vol. 85(C), pages 110-129.
    9. Joffre Swait & Cristiano Franceschinis & Mara Thiene, 2020. "Antecedent Volition and Spatial Effects: Can Multiple Goal Pursuit Mitigate Distance Decay?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 243-270, February.
    10. Kolstoe, Sonja & Cameron, Trudy Ann & Wilsey, Chad, 2018. "Climate, Land Cover, and Bird Populations: Differential Impacts on the Future Welfare of Birders across the Pacific Northwest," Agricultural and Resource Economics Review, Cambridge University Press, vol. 47(2), pages 272-310, August.
    11. Ivana Logar & Roy Brouwer, 2018. "Substitution Effects and Spatial Preference Heterogeneity in Single- and Multiple-Site Choice Experiments," Land Economics, University of Wisconsin Press, vol. 94(2), pages 302-322.
    12. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    13. Bakhtiari, Fatemeh & Jacobsen, Jette Bredahl & Thorsen, Bo Jellesmark & Lundhede, Thomas Hedemark & Strange, Niels & Boman, Mattias, 2018. "Disentangling Distance and Country Effects on the Value of Conservation across National Borders," Ecological Economics, Elsevier, vol. 147(C), pages 11-20.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Tharaka A. Jayalath & Patrick Lloyd-Smith & Marcus Becker, 2023. "Biodiversity Benefits of Birdwatching Using Citizen Science Data and Individualized Recreational Demand Models," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 86(1), pages 83-107, October.
    2. Shusaku Sasaki & Takahiro Kubo & Shodai Kitano, 2024. "Prosocial and Financial Incentives for Biodiversity Conservation: A Field Experiment Using a Smartphone App," Papers 2402.18047, arXiv.org.
    3. Gellman, Jacob & Walls, Margaret A. & Wibbenmeyer, Matthew, 2023. "Welfare Losses from Wildfire Smoke: Evidence from Daily Outdoor Recreation Data," RFF Working Paper Series 23-31, Resources for the Future.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Klaus Glenk & Robert J. Johnston & Jürgen Meyerhoff & Julian Sagebiel, 2020. "Spatial Dimensions of Stated Preference Valuation in Environmental and Resource Economics: Methods, Trends and Challenges," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 215-242, February.
    2. Kolstoe, Sonja & Naald, Brian Vander & Cohan, Alison, 2022. "A tale of two samples: Understanding WTP differences in the age of social media," Ecosystem Services, Elsevier, vol. 55(C).
    3. Søren B. Olsen & Cathrine U. Jensen & Toke E. Panduro, 2020. "Modelling Strategies for Discontinuous Distance Decay in Willingness to Pay for Ecosystem Services," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 351-386, February.
    4. Faccioli, Michela & Czajkowski, Mikołaj & Glenk, Klaus & Martin-Ortega, Julia, 2020. "Environmental attitudes and place identity as determinants of preferences for ecosystem services," Ecological Economics, Elsevier, vol. 174(C).
    5. Tomas Badura & Silvia Ferrini & Michael Burton & Amy Binner & Ian J. Bateman, 2020. "Using Individualised Choice Maps to Capture the Spatial Dimensions of Value Within Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 297-322, February.
    6. Tharaka A. Jayalath & Patrick Lloyd-Smith & Marcus Becker, 2023. "Biodiversity Benefits of Birdwatching Using Citizen Science Data and Individualized Recreational Demand Models," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 86(1), pages 83-107, October.
    7. Gellman, Jacob & Walls, Margaret A. & Wibbenmeyer, Matthew, 2023. "Welfare Losses from Wildfire Smoke: Evidence from Daily Outdoor Recreation Data," RFF Working Paper Series 23-31, Resources for the Future.
    8. Hermine Vedogbeton & Robert J. Johnston, 2020. "Commodity Consistent Meta-Analysis of Wetland Values: An Illustration for Coastal Marsh Habitat," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(4), pages 835-865, April.
    9. David Boto‐García & Antonio Alvarez & José Baños, 2021. "Modelling heterogeneous preferences for nature‐based tourism trips," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1625-1653, December.
    10. Iversen, Endre Kildal & Dugstad, Anders, 2024. "Spatial dimensions in stated preference valuation: The role of place attachment," Land Use Policy, Elsevier, vol. 136(C).
    11. Kolstoe, Sonja H. & Kline, Jeffrey D. & Lohr, Luanne, 2022. "Economic Approaches for Managing Migratory Bird Habitat Across Multi-Owner Landscapes," Western Economics Forum, Western Agricultural Economics Association, vol. 20(1), May.
    12. Johnston, Alison & Moran, Nick & Musgrove, Andy & Fink, Daniel & Baillie, Stephen R., 2020. "Estimating species distributions from spatially biased citizen science data," Ecological Modelling, Elsevier, vol. 422(C).
    13. Artell, Janne & Ahtiainen, Heini & Pouta, Eija, 2019. "Distance decay and regional statistics in international benefit transfer," Ecological Economics, Elsevier, vol. 164(C), pages 1-1.
    14. Yamaguchi, Rintaro & Shah, Payal, 2020. "Spatial discounting of ecosystem services," Resource and Energy Economics, Elsevier, vol. 62(C).
    15. Abdulrahman, Abdulallah S & Johnston, Robert J, 2016. "Systematic Non-Response in Stated Preference Choice Experiments: Implications for the Valuation of Climate Risk Reductions," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235465, Agricultural and Applied Economics Association.
    16. Céline Moreaux & Jette Bredahl Jacobsen & Jürgen Meyerhoff & Bo Dalsgaard & Carsten Rahbek & Niels Strange, 2023. "Distance and Regional Effects on the Value of Wild Bee Conservation," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 84(1), pages 37-63, January.
    17. Lewis, David J. & Kling, David M. & Dundas, Steven J. & Lew, Daniel K., 2022. "Estimating the value of threatened species abundance dynamics," Journal of Environmental Economics and Management, Elsevier, vol. 113(C).
    18. David J Lewis & Steven J Dundas & David M Kling & Daniel K Lew & Sally D Hacker, 2019. "The non-market benefits of early and partial gains in managing threatened salmon," PLOS ONE, Public Library of Science, vol. 14(8), pages 1-15, August.
    19. Vogdrup-Schmidt, Mathias & Strange, Niels & Thorsen, Bo Jellesmark, 2019. "Support for Transnational Conservation in a Gain-Loss Context," Ecological Economics, Elsevier, vol. 162(C), pages 49-58.
    20. Kei Kabaya, 2022. "Examining spatially heterogeneous preferences for coastal ecosystem restoration with Bayesian spatial probit approaches," Letters in Spatial and Resource Sciences, Springer, vol. 15(1), pages 99-112, April.

    More about this item

    JEL classification:

    • Q26 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Recreational Aspects of Natural Resources
    • Q57 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Ecological Economics

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:uwp:landec:v:98:y:2022:i:1:p:1-21. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: http://le.uwpress.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.