IDEAS home Printed from https://ideas.repec.org/a/kap/enreec/v75y2020i2d10.1007_s10640-019-00358-3.html
   My bibliography  Save this article

Using Individualised Choice Maps to Capture the Spatial Dimensions of Value Within Choice Experiments

Author

Listed:
  • Tomas Badura

    (University of East Anglia
    CzechGlobe – Global Change Research Institute of the Czech Academy of Sciences
    University of Exeter Business School)

  • Silvia Ferrini

    (University of East Anglia
    University of Siena)

  • Michael Burton

    (The University of Western Australia (M089))

  • Amy Binner

    (University of Exeter Business School)

  • Ian J. Bateman

    (University of Exeter Business School)

Abstract

Understanding how the value of environmental goods and services is influenced by their location relative to where people live can help identify the economically optimal spatial distribution of conservation interventions across landscapes. However, capturing these spatial relationships within the confines of a stated preference study has proved challenging. We propose and implement a novel approach to incorporating space within the design and presentation of stated preference choice experiments (CE). Using an investigation of preferences concerning land use change in Great Britain, CE scenarios are presented through individually generated maps, tailored to each respondent’s home location. Each choice situation is generated in real time and is underpinned by spatially tailored experimental designs that reflect current British land uses and incorporate locational attributes relating to physical and administrative dimensions of space. To the best of our knowledge, this represents the first CE study to integrate space into both the survey design and presentation of choice tasks in this way. Presented methodology provides means for testing how presentation of spatial information influence stated preferences. We contrast our spatially explicit (mapped) approach with a commonly applied tabular CE approach finding that the former exhibits a number of desirable characteristics relative to the latter.

Suggested Citation

  • 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.
    • Handle: RePEc:kap:enreec:v:75:y:2020:i:2:d:10.1007_s10640-019-00358-3
    DOI: 10.1007/s10640-019-00358-3
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10640-019-00358-3
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s10640-019-00358-3?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    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. Boxall, Peter C. & Adamowicz, Wiktor L. & Moon, Amanda, 2009. "Complexity in choice experiments: choice of the status quo alternative and implications for welfare measurement," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 53(4), pages 1-17.
    2. Gabriela Scheufele & Jeff Bennett, 2013. "Effects of alternative elicitation formats in discrete choice experiments," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 57(2), pages 214-233, April.
    3. Giovanni B. Concu, 2007. "Investigating distance effects on environmental values: a choice modelling approach ," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 51(2), pages 175-194, June.
    4. Bateman, Ian J. & Day, Brett H. & Georgiou, Stavros & Lake, Iain, 2006. "The aggregation of environmental benefit values: Welfare measures, distance decay and total WTP," Ecological Economics, Elsevier, vol. 60(2), pages 450-460, December.
    5. John Rolfe & Jill Windle, 2012. "Distance Decay Functions for Iconic Assets: Assessing National Values to Protect the Health of the Great Barrier Reef in Australia," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 53(3), pages 347-365, November.
    6. Mohammed Alemu & Morten Mørkbak & Søren Olsen & Carsten Jensen, 2013. "Attending to the Reasons for Attribute Non-attendance in Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 54(3), pages 333-359, March.
    7. Meyerhoff, Jürgen, 2013. "Do turbines in the vicinity of respondents' residences influence choices among programmes for future wind power generation?," Journal of choice modelling, Elsevier, vol. 7(C), pages 58-71.
    8. Roy Brouwer & Julia Martin-Ortega & RJulio Berbel, 2010. "Spatial Preference Heterogeneity: A Choice Experiment," Land Economics, University of Wisconsin Press, vol. 86(3).
    9. Mikołaj Czajkowski & Nick Hanley, 2009. "Using Labels to Investigate Scope Effects in Stated Preference Methods," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 44(4), pages 521-535, December.
    10. Riccardo Scarpa & Danny Campbell & W. George Hutchinson, 2007. "Benefit Estimates for Landscape Improvements: Sequential Bayesian Design and Respondents’ Rationality in a Choice Experiment," Land Economics, University of Wisconsin Press, vol. 83(4), pages 617-634.
    11. Robert Johnston & Mahesh Ramachandran, 2014. "Modeling Spatial Patchiness and Hot Spots in Stated Preference Willingness to Pay," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 59(3), pages 363-387, November.
    12. William Desvousges & Kristy Mathews & Kenneth Train, 2016. "From Curious to Pragmatically Curious: Comment on "From Hopeless to Curious? Thoughts on Hausman's "Dubious to Hopeless" Critique of Contingent Valuation"," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 38(1), pages 174-182.
    13. Tiziana Luisetti & Ian J. Bateman & R. Kerry Turner, 2011. "Testing the Fundamental Assumption of Choice Experiments: Are Values Absolute or Relative?," Land Economics, University of Wisconsin Press, vol. 87(2), pages 284-296.
    14. Ian J. Bateman & Brett H. Day & Diane P. Dupont & Stavros Georgiou, 2009. "Procedural Invariance Testing of the One-and-One-Half-Bound Dichotomous Choice Elicitation Method," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 806-820, November.
    15. Pate, Jennifer & Loomis, John, 1997. "The effect of distance on willingness to pay values: a case study of wetlands and salmon in California," Ecological Economics, Elsevier, vol. 20(3), pages 199-207, March.
    16. Richard Carson & Theodore Groves, 2007. "Incentive and informational properties of preference questions," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 37(1), pages 181-210, May.
    17. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    18. Adamowicz W. & Louviere J. & Williams M., 1994. "Combining Revealed and Stated Preference Methods for Valuing Environmental Amenities," Journal of Environmental Economics and Management, Elsevier, vol. 26(3), pages 271-292, May.
    19. Riccardo Scarpa & Raffaele Zanoli & Viola Bruschi & Simona Naspetti, 2013. "Inferred and Stated Attribute Non-attendance in Food Choice Experiments," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(1), pages 165-180.
    20. Liebe, Ulf & Glenk, Klaus & Oehlmann, Malte & Meyerhoff, Jürgen, 2015. "Does the use of mobile devices (tablets and smartphones) affect survey quality and choice behaviour in web surveys?," Journal of choice modelling, Elsevier, vol. 14(C), pages 17-31.
    21. M. Lenzen & D. Moran & K. Kanemoto & B. Foran & L. Lobefaro & A. Geschke, 2012. "International trade drives biodiversity threats in developing nations," Nature, Nature, vol. 486(7401), pages 109-112, June.
    22. Ian Bateman & Ian Langford & Naohito Nishikawa & Iain Lake, 2000. "The Axford Debate Revisited: A Case Study Illustrating Different Approaches to the Aggregation of Benefits Data," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 43(2), pages 291-302.
    23. De Valck, Jeremy & Rolfe, John, 2018. "Spatial Heterogeneity in Stated Preference Valuation: Status, Challenges and Road Ahead," International Review of Environmental and Resource Economics, now publishers, vol. 11(4), pages 355-422, August.
    24. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, January.
    25. Arne Risa Hole, 2007. "Fitting mixed logit models by using maximum simulated likelihood," Stata Journal, StataCorp LP, vol. 7(3), pages 388-401, September.
    26. Robert J. Johnston & Benedict M. Holland & Liuyang Yao, 2016. "Individualized Geocoding in Stated Preference Questionnaires: Implications for Survey Design and Welfare Estimation," Land Economics, University of Wisconsin Press, vol. 92(4), pages 737-759.
    27. Marije Schaafsma & Roy Brouwer & Alison Gilbert & Jeroen van den Bergh & Alfred Wagtendonk, 2013. "Estimation of Distance-Decay Functions to Account for Substitution and Spatial Heterogeneity in Stated Preference Research," Land Economics, University of Wisconsin Press, vol. 89(3), pages 514-537.
    28. Jürgen Meyerhoff & Malte Oehlmann & Priska Weller, 2015. "The Influence of Design Dimensions on Stated Choices in an Environmental Context," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 61(3), pages 385-407, July.
    29. Barnaby Andrews & Silvia Ferrini & Ian Bateman, 2017. "Good parks – bad parks: the influence of perceptions of location on WTP and preference motives for urban parks," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 6(2), pages 204-224, April.
    30. Michela Faccioli & Mikołaj Czajkowski & Klaus Glenk & Julia Martin-Ortega, 2018. "Environmental attitudes and place identity as simultaneous determinants of preferences for environmental goods," Working Papers 2018-08, Faculty of Economic Sciences, University of Warsaw.
    31. Ian J. Bateman & Richard T. Carson & Brett Day & Michael Hanemann & Nick Hanley & Tannis Hett & Michael Jones-Lee & Graham Loomes, 2002. "Economic Valuation with Stated Preference Techniques," Books, Edward Elgar Publishing, number 2639.
    32. Oehlmann, Malte & Meyerhoff, Jürgen & Mariel, Petr & Weller, Priska, 2017. "Uncovering context-induced status quo effects in choice experiments," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 59-73.
    33. John B. Loomis, 2000. "Vertically Summing Public Good Demand Curves: An Empirical Comparison of Economic versus Political Jurisdictions," Land Economics, University of Wisconsin Press, vol. 76(2), pages 312-321.
    34. Matthew G. Interis & Daniel R. Petrolia, 2016. "Location, Location, Habitat: How the Value of Ecosystem Services Varies across Location and by Habitat," Land Economics, University of Wisconsin Press, vol. 92(2), pages 292-307.
    35. Danny Campbell & W George Hutchinson & Riccardo Scarpa, 2009. "Using Choice Experiments to Explore the Spatial Distribution of Willingness to Pay for Rural Landscape Improvements," Environment and Planning A, , vol. 41(1), pages 97-111, January.
    36. Klaus Glenk & Julia Martin-Ortega, 2018. "The economics of peatland restoration," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 7(4), pages 345-362, October.
    37. Richard T. Carson & Robert Cameron Mitchell, 1993. "The Issue of Scope in Contingent Valuation Studies," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 75(5), pages 1263-1267.
    38. 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.
    39. Day, Brett & Pinto Prades, Jose-Luis, 2010. "Ordering anomalies in choice experiments," Journal of Environmental Economics and Management, Elsevier, vol. 59(3), pages 271-285, May.
    40. Ferrini, Silvia & Scarpa, Riccardo, 2007. "Designs with a priori information for nonmarket valuation with choice experiments: A Monte Carlo study," Journal of Environmental Economics and Management, Elsevier, vol. 53(3), pages 342-363, May.
    41. DeShazo, J. R. & Fermo, German, 2002. "Designing Choice Sets for Stated Preference Methods: The Effects of Complexity on Choice Consistency," Journal of Environmental Economics and Management, Elsevier, vol. 44(1), pages 123-143, July.
    42. Brouwer, Roy & Martín-Ortega, Julia, 2012. "Modeling self-censoring of polluter pays protest votes in stated preference research to support resource damage estimations in environmental liability," Resource and Energy Economics, Elsevier, vol. 34(1), pages 151-166.
    43. Bateman, Ian J. & Burgess, Diane & Hutchinson, W. George & Matthews, David I., 2008. "Learning design contingent valuation (LDCV): NOAA guidelines, preference learning and coherent arbitrariness," Journal of Environmental Economics and Management, Elsevier, vol. 55(2), pages 127-141, March.
    44. Jeremy Valck & Steven Broekx & Inge Liekens & Joris Aertsens & Liesbet Vranken, 2017. "Testing the Influence of Substitute Sites in Nature Valuation by Using Spatial Discounting Factors," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 66(1), pages 17-43, January.
    45. Danny Campbell & Riccardo Scarpa & W. Hutchinson, 2008. "Assessing the spatial dependence of welfare estimates obtained from discrete choice experiments," Letters in Spatial and Resource Sciences, Springer, vol. 1(2), pages 117-126, December.
    46. Jørgensen, Sisse Liv & Olsen, Søren Bøye & Ladenburg, Jacob & Martinsen, Louise & Svenningsen, Stig Roar & Hasler, Berit, 2013. "Spatially induced disparities in users' and non-users' WTP for water quality improvements—Testing the effect of multiple substitutes and distance decay," Ecological Economics, Elsevier, vol. 92(C), pages 58-66.
    47. 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.
    48. Neil A. Powe & Ian J. Bateman, 2004. "Investigating Insensitivity to Scope: A Split-Sample Test of Perceived Scheme Realism," Land Economics, University of Wisconsin Press, vol. 80(2), pages 258-271.
    49. Hoyos, David & Mariel, Petr & Fernández-Macho, Javier, 2009. "The influence of cultural identity on the WTP to protect natural resources: Some empirical evidence," Ecological Economics, Elsevier, vol. 68(8-9), pages 2372-2381, June.
    50. Fisher, Brendan & Turner, R. Kerry & Morling, Paul, 2009. "Defining and classifying ecosystem services for decision making," Ecological Economics, Elsevier, vol. 68(3), pages 643-653, January.
    51. Day, Brett & Bateman, Ian J. & Carson, Richard T. & Dupont, Diane & Louviere, Jordan J. & Morimoto, Sanae & Scarpa, Riccardo & Wang, Paul, 2012. "Ordering effects and choice set awareness in repeat-response stated preference studies," Journal of Environmental Economics and Management, Elsevier, vol. 63(1), pages 73-91.
    52. Schaafsma, Marije & Brouwer, Roy & Rose, John, 2012. "Directional heterogeneity in WTP models for environmental valuation," Ecological Economics, Elsevier, vol. 79(C), pages 21-31.
    53. Ronald J. Sutherland & Richard G. Walsh, 1985. "Effect of Distance on the Preservation Value of Water Quality," Land Economics, University of Wisconsin Press, vol. 64(3), pages 281-291.
    54. Robert J. Johnston & RStephen K. Swallow & Dana Marie Bauer, 2002. "Spatial Factors and Stated Preference Values for Public Goods: Considerations for Rural Land Use," Land Economics, University of Wisconsin Press, vol. 78(4), pages 481-500.
    55. 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. Haghani, Milad & Bliemer, Michiel C.J. & Hensher, David A., 2021. "The landscape of econometric discrete choice modelling research," Journal of choice modelling, Elsevier, vol. 40(C).
    2. Å aszkiewicz, Edyta & Heyman, Axel & Chen, Xianwen & Cimburova, Zofie & Nowell, Megan & Barton, David N, 2022. "Valuing access to urban greenspace using non-linear distance decay in hedonic property pricing," Ecosystem Services, Elsevier, vol. 53(C).
    3. Valeria M. Toledo‐Gallegos & Jed Long & Danny Campbell & Tobias Börger & Nick Hanley, 2021. "Spatial clustering of willingness to pay for ecosystem services," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(3), pages 673-697, September.
    4. Anders Dugstad & Kristine M. Grimsrud & Gorm Kipperberg & Henrik Lindhjem & Ståle Navrud, 2021. "Scope Elasticity of Willingness to pay in Discrete Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(1), pages 21-57, September.
    5. Derek Sheehan & Katrina Mullan & Thales A. P. West & Erin O. Semmens, 2024. "Protecting Life and Lung: Protected Areas Affect Fine Particulate Matter and Respiratory Hospitalizations in the Brazilian Amazon Biome," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(1), pages 45-87, January.
    6. Soliño, Mario & Raposo, Rosa, 2022. "Contributing to healthy forests: Social preferences for pest and disease mitigation programs in Spain," Forest Policy and Economics, Elsevier, vol. 140(C).
    7. Yamaguchi, Rintaro & Shah, Payal, 2020. "Spatial discounting of ecosystem services," Resource and Energy Economics, Elsevier, vol. 62(C).

    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. Robert J. Johnston & Kevin J. Boyle & Wiktor (Vic) Adamowicz & Jeff Bennett & Roy Brouwer & Trudy Ann Cameron & W. Michael Hanemann & Nick Hanley & Mandy Ryan & Riccardo Scarpa & Roger Tourangeau & Ch, 2017. "Contemporary Guidance for Stated Preference Studies," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(2), pages 319-405.
    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. 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.
    4. 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.
    5. 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.
    6. 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.
    7. Robert J. Johnston & Elena Y. Besedin & Benedict M. Holland, 2019. "Modeling Distance Decay Within Valuation Meta-Analysis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 72(3), pages 657-690, March.
    8. Holland, Benedict M. & Johnston, Robert J., 2014. "Spatially-Referenced Choice Experiments: Tests of Individualized Geocoding in Stated Preference Questionnaires," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170191, Agricultural and Applied Economics Association.
    9. Robert Johnston & Mahesh Ramachandran, 2014. "Modeling Spatial Patchiness and Hot Spots in Stated Preference Willingness to Pay," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 59(3), pages 363-387, November.
    10. Holland, Benedict M. & Johnston, Robert J., 2015. "Capturing More Relevant Measures of Spatial Heterogeneity in Stated Preference Willingness to Pay: Using an Iterative Grid Search Algorithm to Quantify Proximate Environmental Impacts," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205450, Agricultural and Applied Economics Association.
    11. Yao, Richard T. & Scarpa, Riccardo & Turner, James A. & Barnard, Tim D. & Rose, John M. & Palma, João H.N. & Harrison, Duncan R., 2014. "Valuing biodiversity enhancement in New Zealand's planted forests: Socioeconomic and spatial determinants of willingness-to-pay," Ecological Economics, Elsevier, vol. 98(C), pages 90-101.
    12. Valeria M. Toledo‐Gallegos & Jed Long & Danny Campbell & Tobias Börger & Nick Hanley, 2021. "Spatial clustering of willingness to pay for ecosystem services," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(3), pages 673-697, September.
    13. Choi, Andy S., 2013. "Nonmarket values of major resources in the Korean DMZ areas: A test of distance decay," Ecological Economics, Elsevier, vol. 88(C), pages 97-107.
    14. 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.
    15. Yamaguchi, Rintaro & Shah, Payal, 2020. "Spatial discounting of ecosystem services," Resource and Energy Economics, Elsevier, vol. 62(C).
    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. Day, Brett & Bateman, Ian & Binner, Amy & Ferrini, Silvia & Fezzi, Carlo, 2019. "Structurally-consistent estimation of use and nonuse values for landscape-wide environmental change," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    18. Nielsen, Anne Sofie Elberg & Lundhede, Thomas Hedemark & Jacobsen, Jette Bredahl, 2016. "Local consequences of national policies - A spatial analysis of preferences for forest access reduction," Forest Policy and Economics, Elsevier, vol. 73(C), pages 68-77.
    19. Schaafsma, Marije & Brouwer, Roy & Rose, John, 2012. "Directional heterogeneity in WTP models for environmental valuation," Ecological Economics, Elsevier, vol. 79(C), pages 21-31.
    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.

    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:kap:enreec:v:75:y:2020:i:2:d:10.1007_s10640-019-00358-3. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.