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Sample size requirements for stated choice experiments

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  1. Milad Haghani & Majid Sarvi & Zahra Shahhoseini & Maik Boltes, 2016. "How Simple Hypothetical-Choice Experiments Can Be Utilized to Learn Humans’ Navigational Escape Decisions in Emergencies," PLOS ONE, Public Library of Science, vol. 11(11), pages 1-24, November.
  2. Larranaga, Ana Margarita & Arellana, Julian & Senna, Luiz Afonso, 2017. "Encouraging intermodality: A stated preference analysis of freight mode choice in Rio Grande do Sul," Transportation Research Part A: Policy and Practice, Elsevier, vol. 102(C), pages 202-211.
  3. Weng, Weizhe & Morrison, Mark D. & Boyle, Kevin J. & Boxall, Peter C. & Rose, John, 2021. "Effects of the number of alternatives in public good discrete choice experiments," Ecological Economics, Elsevier, vol. 182(C).
  4. Rocchi, L. & Campioni, R. & Brunori, A. & Mariano, E., 2023. "Environmental certification of woody charcoal: A choice experiments application," Forest Policy and Economics, Elsevier, vol. 154(C).
  5. Sadhukhan, Shubhajit & Banerjee, Uttam K. & Maitra, Bhargab, 2017. "Rationality of fare increment for improvement of transfer facilities at metro stations: An experience in Kolkata," Transport Policy, Elsevier, vol. 58(C), pages 31-38.
  6. Zhang, Rong & Zhu, Lichao, 2019. "Threshold incorporating freight choice modeling for hinterland leg transportation chain of export containers," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 858-872.
  7. 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.
  8. Bliemer, Michiel C.J. & Collins, Andrew T., 2016. "On determining priors for the generation of efficient stated choice experimental designs," Journal of choice modelling, Elsevier, vol. 21(C), pages 10-14.
  9. Bhatta, Manoj & Garnett, Stephen T. & Zander, Kerstin K., 2022. "Exploring options for a PES-like scheme to conserve red panda habitat and livelihood improvement in western Nepal," Ecosystem Services, Elsevier, vol. 53(C).
  10. Canessa, Carolin & Venus, Terese E. & Wiesmeier, Miriam & Mennig, Philipp & Sauer, Johannes, 2023. "Incentives, Rewards or Both in Payments for Ecosystem Services: Drawing a Link Between Farmers' Preferences and Biodiversity Levels," Ecological Economics, Elsevier, vol. 213(C).
  11. Lilavanichakul, Apichaya & Boecker, Andreas, 2013. "Consumer Acceptance of a New Traceability Technology: A Discrete Choice Application to Ontario Ginseng," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 16(4), pages 1-26, November.
  12. Alba J. Collart & Matthew G. Interis, 2018. "Consumer Imperfect Information in the Market for Expired and Nearly Expired Foods and Implications for Reducing Food Waste," Sustainability, MDPI, vol. 10(11), pages 1-17, October.
  13. Christoph Schulze & Katarzyna Zagórska & Kati Häfner & Olimpia Markiewicz & Mikołaj Czajkowski & Bettina Matzdorf, 2024. "Using farmers' ex ante preferences to design agri‐environmental contracts: A systematic review," Journal of Agricultural Economics, Wiley Blackwell, vol. 75(1), pages 44-83, February.
  14. Hammerle, Mara & White, Lee V. & Sturmberg, Bjorn, 2023. "Solar for renters: Investigating investor perspectives of barriers and policies," Energy Policy, Elsevier, vol. 174(C).
  15. Kessels, Roselinde, 2016. "Homogeneous versus heterogeneous designs for stated choice experiments: Ain't homogeneous designs all bad?," Journal of choice modelling, Elsevier, vol. 21(C), pages 2-9.
  16. Kotzab, Herbert & Yumurtacı Hüseyinoğlu, Işık Özge & Şen, Irmak & Mena, Carlos, 2024. "Exploring home delivery service attributes: Sustainability versus delivery expectations during the COVID-19 pandemic," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
  17. Zijlstra, Toon & Goos, Peter & Verhetsel, Ann, 2019. "A mixture-amount stated preference study on the mobility budget," Transportation Research Part A: Policy and Practice, Elsevier, vol. 126(C), pages 230-246.
  18. Verelst, Frederik & Willem, Lander & Kessels, Roselinde & Beutels, Philippe, 2018. "Individual decisions to vaccinate one's child or oneself: A discrete choice experiment rejecting free-riding motives," Social Science & Medicine, Elsevier, vol. 207(C), pages 106-116.
  19. van Cranenburgh, Sander & Rose, John M. & Chorus, Caspar G., 2018. "On the robustness of efficient experimental designs towards the underlying decision rule," Transportation Research Part A: Policy and Practice, Elsevier, vol. 109(C), pages 50-64.
  20. Greiner, Romy & Bliemer, Michiel & Ballweg, Julie, 2014. "Design considerations of a choice experiment to estimate likely participation by north Australian pastoralists in contractual biodiversity conservation," Journal of choice modelling, Elsevier, vol. 10(C), pages 34-45.
  21. Hotaling, Chelsea & Bird, Stephen & Heintzelman, Martin D., 2021. "Willingness to pay for microgrids to enhance community resilience," Energy Policy, Elsevier, vol. 154(C).
  22. Habib, Khandker Nurul, 2017. "Improving choice model parameter estimates by jointly modelling the SP choices with corresponding elicited certainty ratings," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 305-319.
  23. Nicolas Krucien & Jonathan Sicsic & Mandy Ryan, 2019. "For better or worse? Investigating the validity of best–worst discrete choice experiments in health," Health Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 572-586, April.
  24. Fukushige, Tatsuya & Fitch, Dillon T. & Handy, Susan, 2022. "Can an Incentive-Based approach to rebalancing a Dock-less Bike-share system Work? Evidence from Sacramento, California," Transportation Research Part A: Policy and Practice, Elsevier, vol. 163(C), pages 181-194.
  25. Bansback, Nick & Hole, Arne Risa & Mulhern, Brendan & Tsuchiya, Aki, 2014. "Testing a discrete choice experiment including duration to value health states for large descriptive systems: Addressing design and sampling issues," Social Science & Medicine, Elsevier, vol. 114(C), pages 38-48.
  26. van Cranenburgh, Sander & Collins, Andrew T., 2019. "New software tools for creating stated choice experimental designs efficient for regret minimisation and utility maximisation decision rules," Journal of choice modelling, Elsevier, vol. 31(C), pages 104-123.
  27. Hong Fu & Yuehua Zhang & Yinuo An & Li Zhou & Yanling Peng & Rong Kong & Calum G. Turvey, 2022. "Subjective and objective risk perceptions and the willingness to pay for agricultural insurance: evidence from an in-the-field choice experiment in rural China," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 47(1), pages 98-121, March.
  28. Vidale, E & Pettenella, D & Gatto, P & Secco, L, 23. "What can we sell behind timber production?," Scandinavian Forest Economics: Proceedings of the Biennial Meeting of the Scandinavian Society of Forest Economics, Scandinavian Society of Forest Economics, issue 44, May.
  29. Zander, Kerstin K. & Straton, Anna, 2010. "An economic assessment of the value of tropical river ecosystem services: Heterogeneous preferences among Aboriginal and non-Aboriginal Australians," Ecological Economics, Elsevier, vol. 69(12), pages 2417-2426, October.
  30. Chèze, Benoît & David, Maia & Martinet, Vincent, 2020. "Understanding farmers' reluctance to reduce pesticide use: A choice experiment," Ecological Economics, Elsevier, vol. 167(C).
  31. Eneko Echaniz & Chinh Ho & Andres Rodriguez & Luigi dell’Olio, 2020. "Modelling user satisfaction in public transport systems considering missing information," Transportation, Springer, vol. 47(6), pages 2903-2921, December.
  32. Sriwastava, Ambuj & Reichert, Peter, 2023. "Reducing sample size requirements by extending discrete choice experiments to indifference elicitation," Journal of choice modelling, Elsevier, vol. 48(C).
  33. Nabipour, Mohammad & Rosenberg, Mark W. & Nasseri, Seyed Hadi, 2022. "The built environment, networks design, and safety features: An analysis of pedestrian commuting behavior in intermediate-sized cities," Transport Policy, Elsevier, vol. 129(C), pages 14-23.
  34. Assele, Samson Yaekob & Meulders, Michel & Vandebroek, Martina, 2023. "Sample size selection for discrete choice experiments using design features," Journal of choice modelling, Elsevier, vol. 49(C).
  35. McKenzie, Jordi & Crosby, Paul & Cox, Joe & Collins, Alan, 2019. "Experimental evidence on demand for “on-demand” entertainment," Journal of Economic Behavior & Organization, Elsevier, vol. 161(C), pages 98-113.
  36. Apurba Shee & Calum G. Turvey & Ana Marr, 2021. "Heterogeneous Demand and Supply for an Insurance‐linked Credit Product in Kenya: A Stated Choice Experiment Approach," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(1), pages 244-267, February.
  37. Pascoe, Sean & Doshi, Amar & Kovac, Mladen & Austin, Angelica, 2019. "Estimating coastal and marine habitat values by combining multi-criteria methods with choice experiments," Ecosystem Services, Elsevier, vol. 38(C), pages 1-1.
  38. van Cranenburgh, Sander & Bliemer, Michiel C.J., 2019. "Information theoretic-based sampling of observations," Journal of choice modelling, Elsevier, vol. 31(C), pages 181-197.
  39. Charles Raux & Amandine Chevalier & Emmanuel Bougna & Denis Hilton, 2015. "Mobility Choices and Climate Change: Assessing the Effects of Social Norms and Economic Incentives through Discrete Choice Experiments," Post-Print halshs-01158088, HAL.
  40. Arkoudi, Ioanna & Krueger, Rico & Azevedo, Carlos Lima & Pereira, Francisco C., 2023. "Combining discrete choice models and neural networks through embeddings: Formulation, interpretability and performance," Transportation Research Part B: Methodological, Elsevier, vol. 175(C).
  41. Nunez Godoy, Cristina C. & Pienaar, Elizabeth F. & Branch, Lyn C., 2022. "Willingness of private landowners to participate in forest conservation in the Chaco region of Argentina," Forest Policy and Economics, Elsevier, vol. 138(C).
  42. Joan L. Walker & Yanqiao Wang & Mikkel Thorhauge & Moshe Ben-Akiva, 2018. "D-efficient or deficient? A robustness analysis of stated choice experimental designs," Theory and Decision, Springer, vol. 84(2), pages 215-238, March.
  43. Khakdaman, Masoud & Rezaei, Jafar & Tavasszy, Lóránt A., 2020. "Shippers’ willingness to delegate modal control in freight transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
  44. Strand, Jon & Carson, Richard T. & Navrud, Stale & Ortiz-Bobea, Ariel & Vincent, Jeffrey R., 2017. "Using the Delphi method to value protection of the Amazon rainforest," Ecological Economics, Elsevier, vol. 131(C), pages 475-484.
  45. Das, Deepjyoti & Bhaduri, Eeshan & Velaga, Nagendra R., 2023. "Modeling commuters’ preference towards sharing paratransit services," Transport Policy, Elsevier, vol. 143(C), pages 132-149.
  46. Riccardo Scarpa & John M. Rose, 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 253-282, September.
  47. Großmann, Heiko, 2019. "A practical approach to designing partial-profile choice experiments with two alternatives for estimating main effects and interactions of many two-level attributes," Journal of choice modelling, Elsevier, vol. 32(C), pages 1-1.
  48. Elin Spegel & Kristina Ek, 2022. "Valuing the Impacts of Landslides: A Choice Experiment Approach," Economics of Disasters and Climate Change, Springer, vol. 6(1), pages 163-181, March.
  49. Valerio Gatta & Edoardo Marcucci, 2013. "Ex-Post Implications Of Ex-Ante Data Acquisition Strategies In Multiagent-Type Urban Freight Policy Evaluation," Working Papers 0613, CREI Università degli Studi Roma Tre, revised 2013.
  50. Samare P. I. Huls & Emily Lancsar & Bas Donkers & Jemimah Ride, 2022. "Two for the price of one: If moving beyond traditional single‐best discrete choice experiments, should we use best‐worst, best‐best or ranking for preference elicitation?," Health Economics, John Wiley & Sons, Ltd., vol. 31(12), pages 2630-2647, December.
  51. Yunyi Liang & Jinjun Tang & Zhizhou Wu & Mei Jia, 2023. "Influence of Psychological and Socioeconomic Factors on Purchase Likelihood for Autonomous Vehicles: A Hybrid Choice Modeling Approach," Sustainability, MDPI, vol. 15(21), pages 1-21, October.
  52. Bera, Reema & Maitra, Bhargab, 2021. "Assessing consumer preferences for Plug-in Hybrid Electric Vehicle (PHEV): An Indian perspective," Research in Transportation Economics, Elsevier, vol. 90(C).
  53. Bliemer, Michiel C.J. & Rose, John M., 2010. "Construction of experimental designs for mixed logit models allowing for correlation across choice observations," Transportation Research Part B: Methodological, Elsevier, vol. 44(6), pages 720-734, July.
  54. Ioanna Arkoudi & Carlos Lima Azevedo & Francisco C. Pereira, 2021. "Combining Discrete Choice Models and Neural Networks through Embeddings: Formulation, Interpretability and Performance," Papers 2109.12042, arXiv.org, revised Sep 2021.
  55. 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.
  56. Nicolas Krucien & Amiram Gafni & Nathalie Pelletier‐Fleury, 2015. "Empirical Testing of the External Validity of a Discrete Choice Experiment to Determine Preferred Treatment Option: The Case of Sleep Apnea," Health Economics, John Wiley & Sons, Ltd., vol. 24(8), pages 951-965, August.
  57. Bliemer, Michiel C.J. & Rose, John M. & Chorus, Caspar G., 2017. "Detecting dominance in stated choice data and accounting for dominance-based scale differences in logit models," Transportation Research Part B: Methodological, Elsevier, vol. 102(C), pages 83-104.
  58. Dylan Thompson, 2024. "Front row or backstage? Evidence on concert ticket preferences from a discrete choice experiment," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 48(3), pages 463-491, September.
  59. Marianne Lefebvre & Pauline Laille & Masha Maslianskaia-Pautrel, 2020. "Individual preferences regarding pesticide-free management of green-spaces: a discret choice experiment with French citizens," Working Papers 2020.02, FAERE - French Association of Environmental and Resource Economists.
  60. Brett, Daniel F. & Melo, Oscar, 2010. "The Impact Of Health, Environmental And Social Attributes Of Salmon Choice In The United States," 115th Joint EAAE/AAEA Seminar, September 15-17, 2010, Freising-Weihenstephan, Germany 116398, European Association of Agricultural Economists.
  61. 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.
  62. Raux, Charles & Chevalier, Amandine & Bougna, Emmanuel & Hilton, Denis, 2021. "Mobility choices and climate change: Assessing the effects of social norms, emissions information and economic incentives," Research in Transportation Economics, Elsevier, vol. 90(C).
  63. Wong, Stephen D & Chorus, Caspar G & Shaheen, Susan A & Walker, Joan L, 2020. "A Revealed Preference Methodology to Evaluate Regret Minimization with Challenging Choice Sets: A Wildfire Evacuation Case Study," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt2k12q9ph, Institute of Transportation Studies, UC Berkeley.
  64. Haghani, Milad & Sarvi, Majid, 2018. "Hypothetical bias and decision-rule effect in modelling discrete directional choices," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 361-388.
  65. Gatto, Paola & Vidale, Enrico & Secco, Laura & Pettenella, Davide, 2014. "Exploring the willingness to pay for forest ecosystem services by residents of the Veneto Region," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 3(1), pages 1-23, April.
  66. Liu, Jianing & Wen, Xiao & Jian, Sisi, 2024. "Toward better equity: Analyzing travel patterns through a neural network approach in mobility-as-a-service," Transport Policy, Elsevier, vol. 153(C), pages 110-126.
  67. Marcucci, Edoardo & Gatta, Valerio & Le Pira, Michela, 2018. "Gamification design to foster stakeholder engagement and behavior change: An application to urban freight transport," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 119-132.
  68. 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.
  69. Richard Yao & Riccardo Scarpa & John Rose & James Turner, 2015. "Experimental Design Criteria and Their Behavioural Efficiency: An Evaluation in the Field," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 62(3), pages 433-455, November.
  70. Jonathan Sicsic & Serge Blondel & Sandra Chyderiotis & François Langot & Judith E. Mueller, 2023. "Preferences for COVID-19 epidemic control measures among French adults: a discrete choice experiment," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 24(1), pages 81-98, February.
  71. Mulley, Corinne & Ho, Chinh & Balbontin, Camila & Hensher, David & Stevens, Larissa & Nelson, John D. & Wright, Steve, 2020. "Mobility as a service in community transport in Australia: Can it provide a sustainable future?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 131(C), pages 107-122.
  72. Morrissey, Karyn & Plater, Andrew & Dean, Mary, 2018. "The cost of electric power outages in the residential sector: A willingness to pay approach," Applied Energy, Elsevier, vol. 212(C), pages 141-150.
  73. Haile, Kaleab K. & Tirivayi, Nyasha & Tesfaye, Wondimagegn, 2019. "Farmers’ willingness to accept payments for ecosystem services on agricultural land: The case of climate-smart agroforestry in Ethiopia," Ecosystem Services, Elsevier, vol. 39(C).
  74. Vincent,Jeffrey R. & Carson,Richard T. & Navrud,Stale & Ortiz Bobea,Ariel & Strand,Jon & Vincent,Jeffrey R. & Carson,Richard T. & Navrud,Stale & Ortiz Bobea,Ariel & Strand,Jon, 2014. "A"Delphi exercise"as a tool in Amazon rainforest valuation," Policy Research Working Paper Series 7143, The World Bank.
  75. Genie, Mesfin G. & Ryan, Mandy & Krucien, Nicolas, 2021. "To pay or not to pay? Cost information processing in the valuation of publicly funded healthcare," Social Science & Medicine, Elsevier, vol. 276(C).
  76. Sydenham, Rikke Vognbjerg & Jarbøl, Dorte Ejg & Hansen, Malene Plejdrup & Justesen, Ulrik Stenz & Watson, Verity & Pedersen, Line Bjørnskov, 2022. "Prescribing antibiotics: Factors driving decision-making in general practice. A discrete choice experiment," Social Science & Medicine, Elsevier, vol. 305(C).
  77. Yang, Jui-Chen & Johnson, F. Reed & Kilambi, Vikram & Mohamed, Ateesha F., 2015. "Sample size and utility-difference precision in discrete-choice experiments: A meta-simulation approach," Journal of choice modelling, Elsevier, vol. 16(C), pages 50-57.
  78. Alwosheel, Ahmad & van Cranenburgh, Sander & Chorus, Caspar G., 2018. "Is your dataset big enough? Sample size requirements when using artificial neural networks for discrete choice analysis," Journal of choice modelling, Elsevier, vol. 28(C), pages 167-182.
  79. Sadhukhan, Shubhajit & Banerjee, Uttam K. & Maitra, Bhargab, 2016. "Commuters’ willingness-to-pay for improvement of transfer facilities in and around metro stations – A case study in Kolkata," Transportation Research Part A: Policy and Practice, Elsevier, vol. 92(C), pages 43-58.
  80. Hale Koç & Hans van Kippersluis, 2015. "Thought for Food: Understanding Educational Disparities in Food Consumption," Tinbergen Institute Discussion Papers 15-034/V, Tinbergen Institute.
  81. Yi-Shih Chung & Szu-Yu Tu, 2021. "Tri-reference-point hypothesis development for airport ground access behaviors," Transportation, Springer, vol. 48(5), pages 2159-2185, October.
  82. Giancarlos Parady & Kay W. Axhausen, 2024. "Size matters: the use and misuse of statistical significance in discrete choice models in the transportation academic literature," Transportation, Springer, vol. 51(6), pages 2393-2425, December.
  83. Vanessa M Adams & Robert L Pressey & Natalie Stoeckl, 2014. "Estimating Landholders’ Probability of Participating in a Stewardship Program, and the Implications for Spatial Conservation Priorities," PLOS ONE, Public Library of Science, vol. 9(6), pages 1-12, June.
  84. Ulf Liebe & Veronika A. Andorfer & Patricia A. Gwartney & Jürgen Meyerhoff, 2014. "Ethical Consumption and Social Context: Experimental Evidence from Germany and the United States," University of Bern Social Sciences Working Papers 7, University of Bern, Department of Social Sciences.
  85. Marianne Lefebvre & Masha Maslianskaia Pautrel & Pauline Laille, 2018. "Public preferences for pesticide-free urban green spaces: a socio-economic survey [Acceptation du "Zéro-pesticides" dans les espaces publics : Étude socio-économique]," Working Papers hal-02519184, HAL.
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