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A latent class model for discrete choice analysis: contrasts with mixed logit

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  1. Vij, Akshay & Krueger, Rico, 2017. "Random taste heterogeneity in discrete choice models: Flexible nonparametric finite mixture distributions," Transportation Research Part B: Methodological, Elsevier, vol. 106(C), pages 76-101.
  2. Dorothée Charlier & Bérangère Legendre & Olivia Ricci, 2021. "Measuring fuel poverty in tropical territories: A latent class model," Post-Print hal-03877034, HAL.
  3. Frith, Michael J., 2019. "Modelling taste heterogeneity regarding offence location choices," Journal of choice modelling, Elsevier, vol. 33(C).
  4. Georges Sfeir & Maya Abou-Zeid & Filipe Rodrigues & Francisco Camara Pereira & Isam Kaysi, 2020. "Semi-nonparametric Latent Class Choice Model with a Flexible Class Membership Component: A Mixture Model Approach," Papers 2007.02739, arXiv.org.
  5. Rebecca Boehm & Hannah Kitchel & Selena Ahmed & Anaya Hall & Colin M. Orians & John Richard Stepp & Al Robbat, Jr. & Timothy S. Griffin & Sean B. Cash, 2019. "Is Agricultural Emissions Mitigation on the Menu for Tea Drinkers?," Sustainability, MDPI, vol. 11(18), pages 1-20, September.
  6. Singh, Jyotsna & Homem de Almeida Correia, Gonçalo & van Wee, Bert & Barbour, Natalia, 2023. "Change in departure time for a train trip to avoid crowding during the COVID-19 pandemic: A latent class study in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
  7. Schmidt, Alejandro & Ortúzar, Juan de Dios & Paredes, Ricardo D., 2019. "Heterogeneity and college choice: Latent class modelling for improved policy making," Journal of choice modelling, Elsevier, vol. 33(C).
  8. Gelo, Dambala & Koch, Steven F., 2012. "Does one size fit all? Heterogeneity in the valuation of community forestry programs," Ecological Economics, Elsevier, vol. 74(C), pages 85-94.
  9. Kruse, Tobias & Atkinson, Giles, 2022. "Understanding public support for international climate adaptation payments: Evidence from a choice experiment," Ecological Economics, Elsevier, vol. 194(C).
  10. William Breffle & Edward Morey & Jennifer Thacher, 2011. "A Joint Latent-Class Model: Combining Likert-Scale Preference Statements With Choice Data to Harvest Preference Heterogeneity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 50(1), pages 83-110, September.
  11. Talevi, Marta & Pattanayak, Subhrendu K. & Das, Ipsita & Lewis, Jessica J. & Singha, Ashok K., 2022. "Speaking from experience: Preferences for cooking with biogas in rural India," Energy Economics, Elsevier, vol. 107(C).
  12. Yoo, James & Ready, Richard C., 2014. "Preference heterogeneity for renewable energy technology," Energy Economics, Elsevier, vol. 42(C), pages 101-114.
  13. Sebastian Heidenreich & Verity Watson & Mandy Ryan & Euan Phimister, 2018. "Decision heuristic or preference? Attribute non‐attendance in discrete choice problems," Health Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 157-171, January.
  14. Bujosa Bestard, Angel & Font, Antoni Riera, 2009. "Environmental diversity in recreational choice modelling," Ecological Economics, Elsevier, vol. 68(11), pages 2743-2750, September.
  15. Xiao, Yu & Fukuda, Daisuke, 2015. "On the cost of misperceived travel time variability," Transportation Research Part A: Policy and Practice, Elsevier, vol. 75(C), pages 96-112.
  16. Steiner, B.E. & Peschel, A.O. & Grebitus, C., 2017. "Multi-Product Category Choices Labeled for Ecological Footprints: Exploring Psychographics and Evolved Psychological Biases for Characterizing Latent Consumer Classes," Ecological Economics, Elsevier, vol. 140(C), pages 251-264.
  17. Demarchi, Gabriela & Subervie, Julie & Leite, Fernando Palha & Laclau, Jean-Paul, 2021. "Farmers' preferences for water-saving strategies in Brazilian eucalypt plantations," Forest Policy and Economics, Elsevier, vol. 128(C).
  18. Ali Chalak & Kelvin Balcombe & Alastair Bailey & Iain Fraser, 2008. "Pesticides, Preference Heterogeneity and Environmental Taxes," Journal of Agricultural Economics, Wiley Blackwell, vol. 59(3), pages 537-554, September.
  19. Blazy, J.-M. & Subervie, J. & Paul, J. & Causeret, F. & Guindé, L. & Moulla, S. & Thomas, A. & Sierra, J., 2021. "Ex-ante assessment of the cost-effectiveness of public policies to sequester carbon in soils," Ecological Economics, Elsevier, vol. 190(C).
  20. Paleti, Rajesh, 2018. "Generalized multinomial probit Model: Accommodating constrained random parameters," Transportation Research Part B: Methodological, Elsevier, vol. 118(C), pages 248-262.
  21. Emmanouil Mentzakis & Mandy Ryan & Paul McNamee, 2014. "Modelling Heterogeneity and Uncertainty in Contingent Valuation: an Application to the Valuation of Informal Care," Scottish Journal of Political Economy, Scottish Economic Society, vol. 61(1), pages 1-25, February.
  22. Helmers, Christian & Krishnan, Pramila & Patnam, Manasa, 2019. "Attention and saliency on the internet: Evidence from an online recommendation system," Journal of Economic Behavior & Organization, Elsevier, vol. 161(C), pages 216-242.
  23. Japelj, Anže & Mavsar, Robert & Hodges, Donald & Kovač, Marko & Juvančič, Luka, 2016. "Latent preferences of residents regarding an urban forest recreation setting in Ljubljana, Slovenia," Forest Policy and Economics, Elsevier, vol. 71(C), pages 71-79.
  24. Zhongming Lu & Frank Southworth & John Crittenden & Ellen Dunhum-Jones, 2015. "Market potential for smart growth neighbourhoods in the USA: A latent class analysis on heterogeneous preference and choice," Urban Studies, Urban Studies Journal Limited, vol. 52(16), pages 3001-3017, December.
  25. Jorien Veldwijk & Iris van der Heide & Jany Rademakers & A. Jantine Schuit & G. Ardine de Wit & Ellen Uiters & Mattijs S. Lambooij, 2015. "Preferences for Vaccination," Medical Decision Making, , vol. 35(8), pages 948-958, November.
  26. Stephane Hess, 2014. "Latent class structures: taste heterogeneity and beyond," Chapters, in: Stephane Hess & Andrew Daly (ed.), Handbook of Choice Modelling, chapter 14, pages 311-330, Edward Elgar Publishing.
  27. Lusk, Jayson L. & Tonsor, Glynn T. & Schroeder, Ted C. & Hayes, Dermot J., 2018. "Effect of government quality grade labels on consumer demand for pork chops in the short and long run," Food Policy, Elsevier, vol. 77(C), pages 91-102.
  28. Joan Walker & Jieping Li, 2007. "Latent lifestyle preferences and household location decisions," Journal of Geographical Systems, Springer, vol. 9(1), pages 77-101, April.
  29. Reithmayer, Corrina & Danne, Michael & Mußhoff, Oliver, 2019. "Societal attitudes in ovo gender determination as an alternative to chick culling," Department of Agricultural and Rural Development (DARE) Discussion Papers 298040, Georg-August-Universitaet Goettingen, Department of Agricultural Economics and Rural Development (DARE).
  30. Sharman, Bryce W. & Roorda, Matthew J., 2013. "Multilevel modelling of commercial vehicle inter-arrival duration using GPS data," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 56(C), pages 94-107.
  31. Angel Bujosa & Antoni Riera & Robert Hicks, 2010. "Combining Discrete and Continuous Representations of Preference Heterogeneity: A Latent Class Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 47(4), pages 477-493, December.
  32. Yang Yang & Jill E. Hobbs & David C. Natcher, 2020. "The Arctic as a food producing region: Consumer perceptions and market segments," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 68(4), pages 387-410, December.
  33. David Hensher & John Rose & Zheng Li, 2012. "Does the choice model method and/or the data matter?," Transportation, Springer, vol. 39(2), pages 351-385, March.
  34. Ek, Kristina & Persson, Lars, 2014. "Wind farms — Where and how to place them? A choice experiment approach to measure consumer preferences for characteristics of wind farm establishments in Sweden," Ecological Economics, Elsevier, vol. 105(C), pages 193-203.
  35. Ryan, Mary & O’Donoghue, Cathal & Hynes, Stephen & Jin, Yan, 2022. "Understanding planting preferences – A case-study of the afforestation choices of farmers in Ireland," Land Use Policy, Elsevier, vol. 115(C).
  36. Douadia Bougherara & Lana Friesen & Céline Nauges, 2021. "Risk Taking with Left- and Right-Skewed Lotteries," Journal of Risk and Uncertainty, Springer, vol. 62(1), pages 89-112, February.
  37. Chinedu, Obi & Sanou, Edouard & Tur-Cardona, Juan & Bartolini, Fabio & Gheysen, Godelieve & Speelman, Stijn, 2018. "Farmers’ valuation of transgenic biofortified sorghum for nutritional improvement in Burkina Faso: A latent class approach," Food Policy, Elsevier, vol. 79(C), pages 132-140.
  38. Maria Iannario, 2012. "Preliminary estimators for a mixture model of ordinal data," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 6(3), pages 163-184, October.
  39. Andersson, Henrik & Hole, Arne Risa & Svensson, Mikael, 2016. "Valuation of small and multiple health risks: A critical analysis of SP data applied to food and water safety," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 41-53.
  40. Imamura, Kohei & Takano, Kohei Takenaka & Kumagai, Naoki H. & Yoshida, Yumi & Yamano, Hiroya & Fujii, Masahiko & Nakashizuka, Tohru & Managi, Shunsuke, 2020. "Valuation of coral reefs in Japan: Willingness to pay for conservation and the effect of information," Ecosystem Services, Elsevier, vol. 46(C).
  41. Alessandro Indelicato & Juan Carlos Martín, 2022. "Are Citizens Credentialist or Post-Nationalists? A Fuzzy-Eco Apostle Model Applied to National Identity," Mathematics, MDPI, vol. 10(12), pages 1-21, June.
  42. Flores, Alvaro & Berbeglia, Gerardo & Van Hentenryck, Pascal, 2019. "Assortment optimization under the Sequential Multinomial Logit Model," European Journal of Operational Research, Elsevier, vol. 273(3), pages 1052-1064.
  43. Domenico Piccolo & Rosaria Simone, 2019. "The class of cub models: statistical foundations, inferential issues and empirical evidence," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 28(3), pages 389-435, September.
  44. Stephane Hess & Amanda Stathopoulos & Andrew Daly, 2012. "Allowing for heterogeneous decision rules in discrete choice models: an approach and four case studies," Transportation, Springer, vol. 39(3), pages 565-591, May.
  45. An, Wookhyun & Alarcón, Silverio, 2021. "Rural tourism preferences in Spain: Best-worst choices," Annals of Tourism Research, Elsevier, vol. 89(C).
  46. Pauline Laille & Marianne Lefebvre & Masha Maslianskaia-Pautrel, 2020. "Individual preferences regarding pesticide-free management of green-spaces: a discret choice experiment with French citizens," Working Papers hal-02867639, HAL.
  47. Speelman, Stijn & Veettil, Prakashan Chellattan, 2013. "Heterogeneous preferences for water rights reforms among smallholder irrigators in South Africa," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 2(2), pages 1-19, August.
  48. William H. Greene & David A. Hensher, 2013. "Revealing additional dimensions of preference heterogeneity in a latent class mixed multinomial logit model," Applied Economics, Taylor & Francis Journals, vol. 45(14), pages 1897-1902, May.
  49. Zhang, Yixue & Zhao, Pengjun & Lin, Jen-Jia, 2021. "Exploring shopping travel behavior of millennials in Beijing: Impacts of built environment, life stages, and subjective preferences," Transportation Research Part A: Policy and Practice, Elsevier, vol. 147(C), pages 49-60.
  50. Gunnar Gutsche & Andreas Ziegler, 2016. "Are private investors willing to pay for sustainable investments? A stated choice experiment," MAGKS Papers on Economics 201640, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
  51. Riccardo Scarpa & Kenneth G. Willis & Melinda Acutt, 2004. "Comparing Individual-Specific Benefit Estimates for Public Goods: Finite Versus Continuous Mixing in Logit Models," Working Papers 2004.132, Fondazione Eni Enrico Mattei.
  52. Hendrik Schmitz, 2012. "More health care utilization with more insurance coverage? Evidence from a latent class model with German data," Applied Economics, Taylor & Francis Journals, vol. 44(34), pages 4455-4468, December.
  53. Sabreena Anowar & Naveen Eluru & Luis F. Miranda-Moreno, 2014. "Alternative Modeling Approaches Used for Examining Automobile Ownership: A Comprehensive Review," Transport Reviews, Taylor & Francis Journals, vol. 34(4), pages 441-473, July.
  54. Wen, Chieh-Hua & Wang, Wei-Chung & Fu, Chiang, 2012. "Latent class nested logit model for analyzing high-speed rail access mode choice," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(2), pages 545-554.
  55. Evans, Keith & Herriges, Joseph A., 2010. "Rounding in Recreation Demand Models: A Latent Class Count Model," Staff General Research Papers Archive 31594, Iowa State University, Department of Economics.
  56. 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).
  57. Shin, Jungwoo & Hwang, Won-Sik, 2017. "Consumer preference and willingness to pay for a renewable fuel standard (RFS) policy: Focusing on ex-ante market analysis and segmentation," Energy Policy, Elsevier, vol. 106(C), pages 32-40.
  58. Ready, Richard & Fisher, Ann & Guignet, Dennis & Stedman, Richard & Wang, Junchao, 2006. "A pilot test of a new stated preference valuation method: Continuous attribute-based stated choice," Ecological Economics, Elsevier, vol. 59(3), pages 247-255, September.
  59. Peter J Buckley & Liang Chen & L Jeremy Clegg & Hinrich Voss, 2018. "Risk propensity in the foreign direct investment location decision of emerging multinationals," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(2), pages 153-171, February.
  60. J Blasch & B van der Kroon & P van Beukering & R Munster & S Fabiani & P Nino & S Vanino, 2022. "Farmer preferences for adopting precision farming technologies: a case study from Italy," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 49(1), pages 33-81.
  61. Chad M. Baum & Robert Weigelt, 2019. "How Where I Shop Influences What I Buy: The Importance of the Retail Format in Sustainable Tomato Consumption," Economic Complexity and Evolution, in: Andreas Chai & Chad M. Baum (ed.), Demand, Complexity, and Long-Run Economic Evolution, pages 141-169, Springer.
  62. Oyakhilomen Oyinbo & Jordan Chamberlin & Miet Maertens, 2020. "Design of Digital Agricultural Extension Tools: Perspectives from Extension Agents in Nigeria," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(3), pages 798-815, September.
  63. Lai, Yufeng & Yue, Chengyan & Watkins, Eric & Barnes, Mike, 2023. "Investigating the Efficacy of Government Rebates: A Case of the Smart Irrigation System," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 48(3), September.
  64. Schwirplies, Claudia & Dütschke, Elisabeth & Schleich, Joachim & Ziegler, Andreas, 2019. "The willingness to offset CO2 emissions from traveling: Findings from discrete choice experiments with different framings," Ecological Economics, Elsevier, vol. 165(C), pages 1-1.
  65. Ladenburg, Jacob, 2014. "Dynamic properties of the preferences for renewable energy sources – A wind power experience-based approach," Energy, Elsevier, vol. 76(C), pages 542-551.
  66. Lea S. Svenningsen & Bo Jellesmark Thorsen, 2020. "Preferences for Distributional Impacts of Climate Policy," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(1), pages 1-24, January.
  67. Hurtubia, Ricardo & Nguyen, My Hang & Glerum, Aurélie & Bierlaire, Michel, 2014. "Integrating psychometric indicators in latent class choice models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 64(C), pages 135-146.
  68. van Rijnsoever, Frank J. & Kempkes, Sander N. & Chappin, Maryse M.H., 2017. "Seduced into collaboration: A resource-based choice experiment to explain make, buy or ally strategies of SMEs," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 284-297.
  69. Le Gloux, Fanny & Dupraz, Pierre & Issanchou, Alice & Ropars-Collet, Carole, 2022. "Payments for environmental services with provision thresholds: farmers’ preferences for a conditional bonus," 96th Annual Conference, April 4-6, 2022, K U Leuven, Belgium 321177, Agricultural Economics Society - AES.
  70. Ren, Xinhui & Pan, Na & Jiang, Hong, 2022. "Differentiated pricing for airline ancillary services considering passenger choice behavior heterogeneity and willingness to pay," Transport Policy, Elsevier, vol. 126(C), pages 292-305.
  71. Meginnis, Keila & Hanley, Nick & Mujumbusi, Lazaaro & Lamberton, Poppy H.L., 2020. "Non-monetary numeraires: Varying the payment vehicle in a choice experiment for health interventions in Uganda," Ecological Economics, Elsevier, vol. 170(C).
  72. Hidrue, Michael K. & Parsons, George R. & Kempton, Willett & Gardner, Meryl P., 2011. "Willingness to pay for electric vehicles and their attributes," Resource and Energy Economics, Elsevier, vol. 33(3), pages 686-705, September.
  73. D Rigby & M Burton, 2003. "Capturing Preference Heterogeneity in Stated Choice Models: A Random Parameter Logit Model of the Demand for GM Food," Economics Discussion Paper Series 0319, Economics, The University of Manchester.
  74. Ole Bonnichsen & Bran H. Jacobsen & Juan Tur-Cardona, 2018. "Danish farmers’ preferences for bio-based fertilisers – a choice experiment," IFRO Working Paper 2020/15, University of Copenhagen, Department of Food and Resource Economics.
  75. Gonçalves, Tânia & Pinto, Lígia M. Costa & Lourenço-Gomes, Lina, 2020. "Attribute non-attendance in wine choice: Contrasts between stated and inferred approaches," Economic Analysis and Policy, Elsevier, vol. 66(C), pages 262-275.
  76. Daniel A. Brent & Lata Gangadharan & Anke Leroux & Paul A. Raschky, 2016. "Putting Your Money Where Your Mouth Is," Monash Economics Working Papers 42-16, Monash University, Department of Economics.
  77. 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.
  78. Pienaar, Elizabeth F. & Soto, José R. & Lai, John H. & Adams, Damian C., 2019. "Would County Residents Vote for an Increase in Their Taxes to Conserve Native Habitat and Ecosystem Services? Funding Conservation in Palm Beach County, Florida," Ecological Economics, Elsevier, vol. 159(C), pages 24-34.
  79. Sanjana Hossain & Md. Sami Hasnine & Khandker Nurul Habib, 2021. "A latent class joint mode and departure time choice model for the Greater Toronto and Hamilton Area," Transportation, Springer, vol. 48(3), pages 1217-1239, June.
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  81. Jing Cheng & Xiaowei Luo, 2022. "Analyzing the Land Leasing Behavior of the Government of Beijing, China, via the Multinomial Logit Model," Land, MDPI, vol. 11(3), pages 1-14, March.
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  101. Schwirplies, Claudia & Dütschke, Elisabeth & Schleich, Joachim & Ziegler, Andreas, 2017. "Consumers' willingness to offset their CO2 emissions from traveling: A discrete choice analysis of framing and provider contributions," Working Papers "Sustainability and Innovation" S05/2017, Fraunhofer Institute for Systems and Innovation Research (ISI).
  102. Gonçalves, Tânia & Lourenço-Gomes, Lina & Pinto, Lígia M. Costa, 2020. "Dealing with ignored attributes through an inferred approach in wine choice experiments," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 87(C).
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  106. Alexandros Dimitropoulos, 2014. "The Influence of Environmental Concerns on Drivers’ Preferences for Electric Cars," Tinbergen Institute Discussion Papers 14-128/VIII, Tinbergen Institute.
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  108. Davies, Helen J. & Wu, Hangjian & Schaafsma, Marije, 2023. "Willingness-to-pay for urban ecosystem services provision under objective and subjective uncertainty," Resource and Energy Economics, Elsevier, vol. 71(C).
  109. Zhou, Heng & Norman, Richard & Xia, Jianhong(Cecilia) & Hughes, Brett & Kelobonye, Keone & Nikolova, Gabi & Falkmer, Torbjorn, 2020. "Analysing travel mode and airline choice using latent class modelling: A case study in Western Australia," Transportation Research Part A: Policy and Practice, Elsevier, vol. 137(C), pages 187-205.
  110. Martin Achtnicht, 2012. "German car buyers’ willingness to pay to reduce CO 2 emissions," Climatic Change, Springer, vol. 113(3), pages 679-697, August.
  111. Akshay Vij & Rico Krueger, 2018. "Random taste heterogeneity in discrete choice models: Flexible nonparametric finite mixture distributions," Papers 1802.02299, arXiv.org.
  112. Taro Ohdoko & Kentaro Yoshida, 2012. "Public preferences for forest ecosystem management in Japan with emphasis on species diversity," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 14(2), pages 147-169, April.
  113. Thomas de Graaff & Daniel Arribas-Bel & Ceren Ozgen, 2018. "Demographic Aging and Employment Dynamics in German Regions: Modeling Regional Heterogeneity," Advances in Spatial Science, in: Roger R. Stough & Karima Kourtit & Peter Nijkamp & Uwe Blien (ed.), Modelling Aging and Migration Effects on Spatial Labor Markets, chapter 0, pages 211-231, Springer.
  114. Hsin‐Fan Chen & Sheng‐Hung Chen & Jie‐Min Lee & Huei‐Yann Jeng, 2010. "Who Are the Potential Smokers of Smuggled Cigarettes?," Asian Economic Journal, East Asian Economic Association, vol. 24(3), pages 221-234, September.
  115. Nordmeyer, Eike Florenz & Danne, Michael & Musshoff, Oliver, 2023. "Can satellite-retrieved data increase farmers' willingness to insure against drought? – Insights from Germany," Agricultural Systems, Elsevier, vol. 211(C).
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