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Multinomial Logit Models with Continuous and Discrete Individual Heterogeneity in R: The gmnl Package

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Cited by:

  1. Uddin, Md Azhar & Gao, Zhifeng & Farnsworth, Derek & Borisova, Tatiana & Bolques, Alejandro, 2022. "Mitigation of Hypothetical Bias in Estimating Consumers' Willingness to Pay for Best Management Practice Labels," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322431, Agricultural and Applied Economics Association.
  2. Uddin, Md Azhar & Shimul, Shafiun Nahin & Ifteakhar Tulon, K.M Nafiz & Ihsan- Ul- Kabir, Muhammad & Noman, Abu & Sultana, Faojia & Hoque, Md. Ashraful & Islam, Md. Ariful & Munmun, Samiha Tasnim & Ami, 2025. "Motivating healthcare workers (HCWs) to ensure service delivery during public health emergencies: Insights from a discrete choice experiment during the COVID-19 pandemic in Bangladesh," Social Science & Medicine, Elsevier, vol. 365(C).
  3. Giovanni B. Concu & Claudio Detotto & Marco Vannini, 2021. "Drivers of intentions and drivers of actions: willingness toparticipate versus actual participation in fire management inSardinia, Italy," Working Papers 018, Laboratoire Lieux, Identités, eSpaces et Activités (LISA).
  4. 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.
  5. West, Grant H. & Snell, Heather & Kovacs, Kent & Nayga, Rodolfo M., 2020. "Estimation of the preferences for the intertemporal services from groundwater," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304220, Agricultural and Applied Economics Association.
  6. Prateek Bansal & Roselinde Kessels & Rico Krueger & Daniel J Graham, 2021. "Face masks, vaccination rates and low crowding drive the demand for the London Underground during the COVID-19 pandemic," Papers 2107.02394, arXiv.org.
  7. 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).
  8. Jeff Luckstead & Heather A. Snell & Lawton Lanier Nalley & Rodolfo M. Nayga & Joshua Sarpaning, 2022. "A multi‐country study on consumers' valuation for child‐labor‐free chocolate: Implications for child labor in cocoa production," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 44(2), pages 1021-1048, June.
  9. 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.
  10. Oluwagbenga Akinwehinmi & Kolawole Ogundari & Taye Timothy Amos, 2022. "Consumers’ food control risk perception and preference for food safety certification in emerging food markets," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(3), pages 690-708, September.
  11. Seojeong Oh & Benjamin M. Gramig, 2023. "Valuing Ecosystem Services and Downstream Water Quality Improvement in the U.S. Corn Belt," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 85(3), pages 823-872, August.
  12. Akinwehinmi, Oluwagbenga & Ogundari, Kolawole & Amos, Taiwo, 2021. "Consumers' Food Control Risk Perception and Preference for Government-Controlled Safety Certification in Emerging Food Markets," 2021 Conference, August 17-31, 2021, Virtual 315312, International Association of Agricultural Economists.
  13. Sandberg Hanssen, Thor-Erik & Larsen, Berner, 2020. "The influence of waiting time on the value of headway time on a ferry service in Norway," Research in Transportation Economics, Elsevier, vol. 82(C).
  14. Rigal, Stanislas & Calvet, Coralie & Tardieu, Léa & Roussel, Sébastien & Vaissière, Anne-Charlotte, 2025. "The hidden dimension of low-carbon public transport policies: From biodiversity conservation to user preferences," Ecological Economics, Elsevier, vol. 236(C).
  15. Anders Dugstad & Kristine Grimsrud & Gorm Kipperberg & Henrik Lindhjem & Ståle Navrud, 2020. "Acceptance of national wind power development and exposure. A case-control choice experiment approach," Discussion Papers 933, Statistics Norway, Research Department.
  16. Muhammad Safdar & Arshad Jamal & Hassan M. Al-Ahmadi & Muhammad Tauhidur Rahman & Meshal Almoshaogeh, 2022. "Analysis of the Influential Factors towards Adoption of Car-Sharing: A Case Study of a Megacity in a Developing Country," Sustainability, MDPI, vol. 14(5), pages 1-25, February.
  17. Bansal, Prateek & Daziano, Ricardo A. & Achtnicht, Martin, 2018. "Comparison of parametric and semiparametric representations of unobserved preference heterogeneity in logit models," Journal of choice modelling, Elsevier, vol. 27(C), pages 97-113.
  18. Wen, Cheng & Lovett, Jon C. & Kwayu, Emmanuel J. & Msigwa, Consalva, 2023. "Off-grid households’ preferences for electricity services: Policy implications for mini-grid deployment in rural Tanzania," Energy Policy, Elsevier, vol. 172(C).
  19. Fruth, Erik & Kvistad, Michele & Marshall, Joe & Pfeifer, Lena & Rau, Luisa & Sagebiel, Julian & Soto, Daniel & Tarpey, John & Weir, Jessica & Winiarski, Bradyn, 2019. "Economic valuation of street-level urban greening: A case study from an evolving mixed-use area in Berlin," Land Use Policy, Elsevier, vol. 89(C).
  20. Molloy, Joseph & Becker, Felix & Schmid, Basil & Axhausen, Kay W., 2021. "mixl: An open-source R package for estimating complex choice models on large datasets," Journal of choice modelling, Elsevier, vol. 39(C).
  21. Lan Anh Nguyen & Manh-Hung Nguyen & Viet-Ngu Hoang & Arnaud Reynaud & Michel Simioni & Clevo Wilson, 2024. "Tourists’ preferences and willingness to pay for protecting a World Heritage site from coastal erosion in Vietnam," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(11), pages 27607-27628, November.
  22. Andreas Niedermayr & Lena Schaller & Petr Mariel & Pia Kieninger & Jochen Kantelhardt, 2018. "Heterogeneous Preferences for Public Goods Provided by Agriculture in a Region of Intensive Agricultural Production: The Case of the Marchfeld," Sustainability, MDPI, vol. 10(6), pages 1-18, June.
  23. Prakashan Chellattan Veettil & Yashodha Yashodha & Joseph Vecci, 2025. "Hypothetical bias and cognitive ability: Farmers' preference for crop insurance products†," American Journal of Agricultural Economics, John Wiley & Sons, vol. 107(3), pages 888-924, May.
  24. Bondemark, Anders & Andersson, Henrik & Brundell-Freij, Karin, 2023. "Do the distributional preferences of national infrastructure planners diverge from those of the public?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
  25. Aizaki, Hideo & Fogarty, James, 2019. "An R package and tutorial for case 2 best–worst scaling," Journal of choice modelling, Elsevier, vol. 32(C), pages 1-1.
  26. D. Fang & R. M. Nayga & H. A. Snell & G. H. West & C. Bazzani, 2019. "Evaluating USA’s New Nutrition and Supplement Facts Label: Evidence from a Non-hypothetical Choice Experiment," Journal of Consumer Policy, Springer, vol. 42(4), pages 545-562, December.
  27. Wang, Chen & Sun, Jiayi & Russell, Roddy & Daziano, Ricardo A., 2018. "Analyzing willingness to improve the resilience of New York City's transportation system," Transport Policy, Elsevier, vol. 69(C), pages 10-19.
  28. Gabriel Rodríguez-Puello & Ariel Arcos & Benjamin Jara, 2022. "Would you Value a few More Hours of work? Underemployment and Subjective Well-Being Across Chilean Workers," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 17(2), pages 885-912, April.
  29. Yilin Zou & Alexia Stock & Rachel Davidson & Linda Nozick & Joseph Trainor & Jamie Kruse, 2020. "Perceived attributes of hurricane-related retrofits and their effect on household adoption," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 104(1), pages 201-224, October.
  30. Jeff Luckstead & Rodolfo M. Nayga & Heather A. Snell, 2023. "US domestic workers' willingness to accept agricultural field jobs," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 45(3), pages 1693-1715, September.
  31. Diana Romero‐Espinosa & Mauricio Sarrias & Ricardo Daziano, 2021. "Are preferences for city attributes heterogeneous? An assessment using a discrete choice experiment," Papers in Regional Science, Wiley Blackwell, vol. 100(1), pages 251-272, February.
  32. Chakraborty, Rahul & Chakravarty, Sujoy, 2023. "Factors affecting acceptance of electric two-wheelers in India: A discrete choice survey," Transport Policy, Elsevier, vol. 132(C), pages 27-41.
  33. Bansal, Prateek & Hurtubia, Ricardo & Tirachini, Alejandro & Daziano, Ricardo A., 2019. "Flexible estimates of heterogeneity in crowding valuation in the New York City subway," Journal of choice modelling, Elsevier, vol. 31(C), pages 124-140.
  34. Arif Yustian Maulana Noor & Hery Toiba & Budi Setiawan & Abdul Wahib Muhaimin & Adhitya Marendra Kiloes, 2022. "The application of choice experiments in a study on consumer preference for agri-food products: A literature review," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 68(5), pages 189-197.
  35. Misal, Haleema & Varela, Elsa & Voulgarakis, Apostolos & Rovithakis, Anastasios & Grillakis, Manolis & Kountouris, Yiannis, 2023. "Assessing public preferences for a wildfire mitigation policy in Crete, Greece," Forest Policy and Economics, Elsevier, vol. 153(C).
  36. Caputo, Vincenzina, 2020. "Does information on food safety affect consumers’ acceptance of new food technologies? The case of irradiated beef in South Korea under a new labelling system and across different information regimes," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(04), January.
  37. Adloff, Susann & Rehdanz, Katrin, 2023. "Wait and see? Public preferences for the temporal effectiveness of coastal protection," Ecological Economics, Elsevier, vol. 204(PA).
  38. Lehmann, Nico & Sloot, Daniel & Ardone, Armin & Fichtner, Wolf, 2021. "The limited potential of regional electricity marketing – Results from two discrete choice experiments in Germany," Energy Economics, Elsevier, vol. 100(C).
  39. McQueen, Michael & Clifton, Kelly J., 2022. "Assessing the perception of E-scooters as a practical and equitable first-mile/last-mile solution," Transportation Research Part A: Policy and Practice, Elsevier, vol. 165(C), pages 395-418.
  40. Sarrias, Mauricio & Daziano, Ricardo A., 2018. "Individual-specific point and interval conditional estimates of latent class logit parameters," Journal of choice modelling, Elsevier, vol. 27(C), pages 50-61.
  41. Yang, Wei & Fang, Di & Thompson, Jada M. & Nayga, Rodolfo M., 2024. "Public acceptance of beef carbon tax earmarks," Food Policy, Elsevier, vol. 128(C).
  42. Bansal, Prateek & Daziano, Ricardo A. & Achtnicht, Martin, 2018. "Extending the logit-mixed logit model for a combination of random and fixed parameters," Journal of choice modelling, Elsevier, vol. 27(C), pages 88-96.
  43. Bansal, Prateek & Kessels, Roselinde & Krueger, Rico & Graham, Daniel J., 2022. "Preferences for using the London Underground during the COVID-19 pandemic," Transportation Research Part A: Policy and Practice, Elsevier, vol. 160(C), pages 45-60.
  44. Aizaki, Hideo & Fogarty, James, 2023. "R packages and tutorial for case 1 best–worst scaling," Journal of choice modelling, Elsevier, vol. 46(C).
  45. Kitano, Shinichi & Yamamoto, Naotoshi, 2021. "Prosocial fish consumption and implications for labeling policy," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 90(C).
  46. Xiang Wu & Bin Hu & Jie Xiong, 2020. "Understanding Heterogeneous Consumer Preferences in Chinese Milk Markets: A Latent Class Approach," Post-Print hal-02489646, HAL.
  47. Lingjuan Chen & Yijing Zhao & Zupeng Liu & Xinran Yang, 2022. "Construction of Commuters’ Multi-Mode Choice Model Based on Public Transport Operation Data," Sustainability, MDPI, vol. 14(22), pages 1-20, November.
  48. Will, Christian & Lehmann, Nico & Baumgartner, Nora & Feurer, Sven & Jochem, Patrick & Fichtner, Wolf, 2022. "Consumer understanding and evaluation of carbon-neutral electric vehicle charging services," Applied Energy, Elsevier, vol. 313(C).
  49. Nguyen, Manh-Hung & Nguyen, Thi Lan Anh & Nguyen, Tuan & Reynaud, Arnaud & Simioni, Michel & Hoang, Viet-Ngu, 2021. "Economic analysis of choices among differing measures to manage coastal erosion in Hoi An (a UNESCO World Heritage Site)," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 529-543.
  50. Sarrias, Mauricio, 2020. "Individual-specific posterior distributions from Mixed Logit models: Properties, limitations and diagnostic checks," Journal of choice modelling, Elsevier, vol. 36(C).
  51. Cristóbal De La Maza & Alex Davis & Cleotilde Gonzalez & Inês Azevedo, 2019. "Understanding Cumulative Risk Perception from Judgments and Choices: An Application to Flood Risks," Risk Analysis, John Wiley & Sons, vol. 39(2), pages 488-504, February.
  52. Schaak, Henning & Mußhoff, Oliver, 2021. "Public Preferences for Pasture Landscapes and the Role of Scale Heterogeneity," German Journal of Agricultural Economics, Humboldt-Universitaet zu Berlin, Department for Agricultural Economics, vol. 70(03), January.
  53. Liu, Zhaoyang & Hanley, Nick & Campbell, Danny, 2020. "Linking urban air pollution with residents’ willingness to pay for greenspace: A choice experiment study in Beijing," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
  54. Tommi Tervonen & Pareen Vora & Jaein Seo & Nicolas Krucien & Kevin Marsh & Raffaele De Caterina & Ulrike Wissinger & Montse Soriano Gabarró, 2021. "Patient Preferences of Low-Dose Aspirin for Cardiovascular Disease and Colorectal Cancer Prevention in Italy: A Latent Class Analysis," The Patient: Patient-Centered Outcomes Research, Springer;International Academy of Health Preference Research, vol. 14(5), pages 661-672, September.
  55. Van Asselt, Joanna & Nian, Yefan & Soh, Moonwon & Morgan, Stephen & Gao, Zhifeng, 2022. "Do plastic warning labels reduce consumers' willingness to pay for plastic egg packaging? – Evidence from a choice experiment," Ecological Economics, Elsevier, vol. 198(C).
  56. Ranjan Kumar Ghosh & Shweta Gupta & Vartika Singh & Patrick S. Ward, 2021. "Demand for Crop Insurance in Developing Countries: New Evidence from India," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(1), pages 293-320, February.
  57. Meressa, Abrha Megos & Navrud, Stale, 2020. "Not my cup of coffee: Farmers’ preferences for coffee variety traits – Lessons for crop breeding in the age of climate change," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 9(3), December.
  58. Danaf, Mazen & Atasoy, Bilge & Ben-Akiva, Moshe, 2020. "Logit mixture with inter and intra-consumer heterogeneity and flexible mixing distributions," Journal of choice modelling, Elsevier, vol. 35(C).
  59. McFadden, Daniel, 2022. "Instability in mixed logit demand models," Journal of choice modelling, Elsevier, vol. 43(C).
  60. 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.
  61. David Boto-García & Petr Mariel & José Baños Pino & Antonio Alvarez, 2022. "Tourists’ willingness to pay for holiday trip characteristics: A Discrete Choice Experiment," Tourism Economics, , vol. 28(2), pages 349-370, March.
  62. Jang, Hyeokjun & Kwon, Yeongmin & Jang, Kitae & Kim, Suji, 2025. "Urban air mobility for airport access: Mode choice preference associated with socioeconomic status and airport usage behavior," Journal of Air Transport Management, Elsevier, vol. 124(C).
  63. Ge, Ge & Godager, Geir, 2021. "Predicting strategic medical choices: An application of a quantal response equilibrium choice model," Journal of choice modelling, Elsevier, vol. 39(C).
  64. Akinwehinmi, Joseph Oluwagbenga & Amos, Taye Timothy & Ogundari, Kolawole, 2021. "Consumer preferences for organic vegetables in southwestern Nigeria: A choice experiment approach," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 16(01), March.
  65. Ogoudélé S. Codjo & Alvaro Durand‐Morat & Grant H. West & Lawton Lanier Nalley & Rodolfo M. Nayga & Eric J. Wailes, 2021. "Estimating demand elasticities for rice in Benin," Agricultural Economics, International Association of Agricultural Economists, vol. 52(2), pages 343-361, March.
  66. Schaak, Henning & Musshoff, Oliver, 2020. "Public preferences for pasture landscapes in Germany—A latent class analysis of a nationwide discrete choice experiment," Land Use Policy, Elsevier, vol. 91(C).
  67. Aravindakshan, Sreejith & Krupnik, Timothy J. & Amjath-Babu, T.S. & Speelman, Stijn & Tur-Cardona, Juan & Tittonell, Pablo & Groot, Jeroen C.J., 2021. "Quantifying farmers' preferences for cropping systems intensification: A choice experiment approach applied in coastal Bangladesh's risk prone farming systems," Agricultural Systems, Elsevier, vol. 189(C).
  68. Solomon Zena Walelign & Martin Reinhardt Nielsen & Jette Bredahl Jacobsen, 2019. "Roads and livelihood activity choices in the Greater Serengeti Ecosystem, Tanzania," PLOS ONE, Public Library of Science, vol. 14(3), pages 1-21, March.
  69. Zheng, Qiujie & Nayga, Rodolfo M. Jr. & Yang, Wei & Tokunaga, Kanae, 2022. "Do U.S. consumers value genetically modified farmed salmon?," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322154, Agricultural and Applied Economics Association.
  70. Amelia E. Street & Deborah J. Street & Gordon M. Flynn, 2021. "Who Gets the Last Bed? A Discrete-Choice Experiment Examining General Population Preferences for Intensive Care Bed Prioritization in a Pandemic," Medical Decision Making, , vol. 41(4), pages 408-418, May.
  71. Jacobsen, Kim S. & Sandorf, Erlend Dancke & Loveridge, Andrew J. & Dickman, Amy J. & Johnson, Paul J. & Mourato, Susana & Contu, Davide & Macdonald, David W., 2022. "What is a lion worth to local people – Quantifying of the costs of living alongside a top predator," Ecological Economics, Elsevier, vol. 198(C).
  72. Maaya, Leonard & Meulders, Michel & Vandebroek, Martina, 2021. "Joint analysis of preferences and drop out data in discrete choice experiments," Journal of choice modelling, Elsevier, vol. 41(C).
  73. Markus Glatt & Roy Brouwer & Ivana Logar, 2019. "Combining Risk Attitudes in a Lottery Game and Flood Risk Protection Decisions in a Discrete Choice Experiment," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 74(4), pages 1533-1562, December.
  74. Aaron M. Shew & Heather A. Snell & Rodolfo M. Nayga & Mary C. Lacity, 2022. "Consumer valuation of blockchain traceability for beef in the United States," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 44(1), pages 299-323, March.
  75. Kitano, Shinichi & Horie, Ryosuke & Yamamoto, Naotoshi, 2024. "Effect of Fishery Information Provision on Sustainable Consumption," SocArXiv 89zgr, Center for Open Science.
  76. Bondemark, Anders & Andersson, Henrik & Brundell-Freij, Karin, 2022. "Public preferences for distribution in the context of transport investments," Transportation Research Part A: Policy and Practice, Elsevier, vol. 157(C), pages 160-184.
  77. Di Fang & Rodolfo M. Nayga & Grant H. West & Claudia Bazzani & Wei Yang & Benjamin C. Lok & Charles E. Levy & Heather A. Snell, 2021. "On the Use of Virtual Reality in Mitigating Hypothetical Bias in Choice Experiments," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(1), pages 142-161, January.
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