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Exploring the Spatial Heterogeneity of Individual Preferences for Ambient Heating Systems

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  • Cristiano Franceschinis

    (Department of Land, Environment, Agriculture and Forestry, University of Padova, 35122 Padova, Italy)

  • Riccardo Scarpa

    (Durham University Business School, Durham University, DH1 3LB Durham, UK
    Department of Economics, Waikato Management School, University of Waikato, 3216 Hamilton, New Zealand
    Department of Business Economics, University of Verona, 37129 Verona, Italy)

  • Mara Thiene

    (Department of Land, Environment, Agriculture and Forestry, University of Padova, 35122 Padova, Italy)

  • John Rose

    (Institute for Choice, University of South Australia, SA 5001 Adelaide, Australia)

  • Michele Moretto

    (Department of Economics and Management, University of Padova, 35122 Padova, Italy)

  • Raffaele Cavalli

    (Department of Land, Environment, Agriculture and Forestry, University of Padova, 35122 Padova, Italy)

Abstract

The estimation and policy use of spatially explicit discrete choice models has yet to receive serious attention from practitioners. In this study we aim to analyze how geographical variables influence individuals’ sensitivity to key features of heating systems, namely investment cost and CO 2 emissions. This is of particular policy interest as heating systems are strongly connected to two major current environmental issues: emissions of pollutants and increased use of renewable resources. We estimate a mixed logit model (MXL) to spatially characterize preference heterogeneity in the mountainous North East of Italy. Our results show that geographical variables are significant sources of variation of individual’s sensitivity to the investigated attributes of the system. We generate maps to show how the willingness to pay to avoid CO 2 emissions varies across the region and to validate our estimates ex-post . We discuss why this could be a promising approach to inform applied policy decisions.

Suggested Citation

  • Cristiano Franceschinis & Riccardo Scarpa & Mara Thiene & John Rose & Michele Moretto & Raffaele Cavalli, 2016. "Exploring the Spatial Heterogeneity of Individual Preferences for Ambient Heating Systems," Energies, MDPI, vol. 9(6), pages 1-19, May.
    • Handle: RePEc:gam:jeners:v:9:y:2016:i:6:p:407-:d:70766
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    as
    1. Mikołaj Czajkowski & Wiktor Budziński & Danny Campbell & Marek Giergiczny & Nick Hanley, 2017. "Spatial Heterogeneity of Willingness to Pay for Forest Management," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(3), pages 705-727, November.
    2. Timmins, Christopher & Murdock, Jennifer, 2007. "A revealed preference approach to the measurement of congestion in travel cost models," Journal of Environmental Economics and Management, Elsevier, vol. 53(2), pages 230-249, March.
    3. Robert Bartels & Denzil Fiebig & Arthur Soest, 2006. "Consumers and experts: an econometric analysis of the demand for water heaters," Empirical Economics, Springer, vol. 31(2), pages 369-391, June.
    4. Scarpa, Riccardo & Willis, Ken, 2010. "Willingness-to-pay for renewable energy: Primary and discretionary choice of British households' for micro-generation technologies," Energy Economics, Elsevier, vol. 32(1), pages 129-136, January.
    5. 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.
    6. Sopha, Bertha Maya & Klöckner, Christian A. & Skjevrak, Geir & Hertwich, Edgar G., 2010. "Norwegian households' perception of wood pellet stove compared to air-to-air heat pump and electric heating," Energy Policy, Elsevier, vol. 38(7), pages 3744-3754, July.
    7. Duke, Joshua M. & Dundas, Steven J. & Johnston, Robert J. & Messer, Kent D., 2014. "Prioritizing payment for environmental services: Using nonmarket benefits and costs for optimal selection," Ecological Economics, Elsevier, vol. 105(C), pages 319-329.
    8. Stefani, Gianluca & Scarpa, Riccardo & Lombardi, Ginevra V., 2014. "An addendum to: a meta-analysis of hypothethical bias in stated preference valuation," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 3(2), pages 1-10, August.
    9. Bruno Lanz & Allan Provins, 2013. "Valuing Local Environmental Amenity with Discrete Choice Experiments: Spatial Scope Sensitivity and Heterogeneous Marginal Utility of Income," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 56(1), pages 105-130, September.
    10. Scarpa, Riccardo & Rose, John M., 2008. "Design efficiency for non-market valuation with choice modelling: how to measure it, what to report and why," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 52(3), pages 1-30.
    11. Abildtrup, Jens & Garcia, Serge & Olsen, Søren Bøye & Stenger, Anne, 2013. "Spatial preference heterogeneity in forest recreation," Ecological Economics, Elsevier, vol. 92(C), pages 67-77.
    12. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, September.
    13. 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.
    14. Brownstone, David & Train, Kenneth, 1998. "Forecasting new product penetration with flexible substitution patterns," Journal of Econometrics, Elsevier, vol. 89(1-2), pages 109-129, November.
    15. James Murphy & P. Allen & Thomas Stevens & Darryl Weatherhead, 2005. "A Meta-analysis of Hypothetical Bias in Stated Preference Valuation," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 30(3), pages 313-325, March.
    16. Rungie, Cam & Scarpa, Riccardo & Thiene, Mara, 2014. "The influence of individuals in forming collective household preferences for water quality," Journal of Environmental Economics and Management, Elsevier, vol. 68(1), pages 161-174.
    17. David Revelt & Kenneth Train, 1998. "Mixed Logit With Repeated Choices: Households' Choices Of Appliance Efficiency Level," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 647-657, November.
    18. Michelsen, Carl Christian & Madlener, Reinhard, 2012. "Homeowners' preferences for adopting innovative residential heating systems: A discrete choice analysis for Germany," Energy Economics, Elsevier, vol. 34(5), pages 1271-1283.
    19. Kenneth E. Train, 1998. "Recreation Demand Models with Taste Differences over People," Land Economics, University of Wisconsin Press, vol. 74(2), pages 230-239.
    20. von Haefen, Roger H., 2003. "Incorporating observed choice into the construction of welfare measures from random utility models," Journal of Environmental Economics and Management, Elsevier, vol. 45(2), pages 145-165, March.
    21. Fiedler, Frank & Persson, Tomas, 2009. "Carbon monoxide emissions of combined pellet and solar heating systems," Applied Energy, Elsevier, vol. 86(2), pages 135-143, February.
    22. Termansen, Mette & Zandersen, Marianne & McClean, Colin J., 2008. "Spatial substitution patterns in forest recreation," Regional Science and Urban Economics, Elsevier, vol. 38(1), pages 81-97, January.
    23. Lauren Knapp & Jacob Ladenburg, 2015. "How Spatial Relationships Influence Economic Preferences for Wind Power—A Review," Energies, MDPI, vol. 8(6), pages 1-25, June.
    24. Achtnicht, Martin, 2011. "Do environmental benefits matter? Evidence from a choice experiment among house owners in Germany," Ecological Economics, Elsevier, vol. 70(11), pages 2191-2200, September.
    25. Schaafsma, Marije & Brouwer, Roy & Rose, John, 2012. "Directional heterogeneity in WTP models for environmental valuation," Ecological Economics, Elsevier, vol. 79(C), pages 21-31.
    26. 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.
    27. Smirnov, Oleg A., 2010. "Modeling spatial discrete choice," Regional Science and Urban Economics, Elsevier, vol. 40(5), pages 292-298, September.
    28. 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.
    29. Banfi, Silvia & Farsi, Mehdi & Filippini, Massimo & Jakob, Martin, 2008. "Willingness to pay for energy-saving measures in residential buildings," Energy Economics, Elsevier, vol. 30(2), pages 503-516, March.
    30. 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.
    31. Broch, Stine Wamberg & Strange, Niels & Jacobsen, Jette B. & Wilson, Kerrie A., 2013. "Farmers' willingness to provide ecosystem services and effects of their spatial distribution," Ecological Economics, Elsevier, vol. 92(C), pages 78-86.
    32. Bartels, R & Fiebig, D.G & McCabe, A, 2004. "The value of using stated preference methods: a case study in modelling water heater choices," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 64(3), pages 487-495.
    33. Willis, Ken & Scarpa, Riccardo & Gilroy, Rose & Hamza, Neveen, 2011. "Renewable energy adoption in an ageing population: Heterogeneity in preferences for micro-generation technology adoption," Energy Policy, Elsevier, vol. 39(10), pages 6021-6029, October.
    34. Riccardo Scarpa & Mara Thiene, 2005. "Destination Choice Models for Rock Climbing in the Northeastern Alps: A Latent-Class Approach Based on Intensity of Preferences," Land Economics, University of Wisconsin Press, vol. 81(3).
    35. Mara Thiene & Riccardo Scarpa, 2008. "Hiking in the Alps: Exploring Substitution Patterns of Hiking Destinations," Tourism Economics, , vol. 14(2), pages 263-282, June.
    36. Bliemer, Michiel C.J. & Rose, John M., 2011. "Experimental design influences on stated choice outputs: An empirical study in air travel choice," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(1), pages 63-79, January.
    37. Richard R. Batsell & John C. Polking, 1985. "A New Class of Market Share Models," Marketing Science, INFORMS, vol. 4(3), pages 177-198.
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    2. Lang, Ghislaine & Farsi, Mehdi & Lanz, Bruno & Weber, Sylvain, 2021. "Energy efficiency and heating technology investments: Manipulating financial information in a discrete choice experiment," Resource and Energy Economics, Elsevier, vol. 64(C).
    3. Meles, Tensay Hadush & Ryan, Lisa & Mukherjee, Sanghamitra C., 2022. "Heterogeneity in preferences for renewable home heating systems among Irish households," Applied Energy, Elsevier, vol. 307(C).
    4. 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.
    5. Stefania Troiano & Daniel Vecchiato & Francesco Marangon & Tiziano Tempesta & Federico Nassivera, 2019. "Households’ Preferences for a New ‘Climate-Friendly’ Heating System: Does Contribution to Reducing Greenhouse Gases Matter?," Energies, MDPI, vol. 12(13), pages 1-19, July.
    6. Thao Thai & Michiel Bliemer & Gang Chen & Jean Spinks & Sonja de New & Emily Lancsar, 2023. "Comparison of a full and partial choice set design in a labeled discrete choice experiment," Health Economics, John Wiley & Sons, Ltd., vol. 32(6), pages 1284-1304, June.
    7. Franceschinis, Cristiano & Thiene, Mara, 2020. "Investigating determinants of choice and predicting market shares of renewable-based heating systems under alternative policy scenarios," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 9(3), December.
    8. Swantje Sundt & Katrin Rehdanz & Jürgen Meyerhoff, 2020. "Consumers’ Willingness to Accept Time-of-Use Tariffs for Shifting Electricity Demand," Energies, MDPI, vol. 13(8), pages 1-17, April.
    9. Noemi Munkacsi & Krushna Mahapatra, 2019. "Communication and Household Adoption of Heating Products in Hungary," Energies, MDPI, vol. 12(2), pages 1-22, January.
    10. Luisa Fernanda Eusse-Villa & Cristiano Franceschinis & Mara Thiene & Jürgen Meyerhoff & Alex McBratney & Damien Field, 2021. "Attitudes and Preferences towards Soil-Based Ecosystem Services: How Do They Vary across Space?," Sustainability, MDPI, vol. 13(16), pages 1-19, August.
    11. Kim, Hyo-Jin & Kim, Ju-Hee & Yoo, Seung-Hoon, 2019. "Social acceptance of offshore wind energy development in South Korea: Results from a choice experiment survey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 113(C), pages 1-1.

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