The DOI matches its Crossref record.
Applied Choice Analysis: A Primer
Abstract
Almost without exception, everything human beings undertake involves a choice. In recent years there has been a growing interest in the development and application of quantitative statistical methods to study choices made by individuals with the purpose of gaining a better understanding both of how choices are made and of forecasting future choice responses. In this primer the authors provide an unintimidating introduction to the main techniques of choice analysis and include detail on themes such as data collection and preparation, model estimation and interpretation and the design of choice experiments. A companion website to the book provides practice data sets and software to estimate the main discrete choice models such as multinomial logit, nested logit and mixed logit. This primer will be an invaluable resource to students as well as of immense value to consultants and professionals, researchers and anyone else interested in choice analysis and modelling.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“We followed recommended guidelines to design and implement the DCE. [7, 8, 11–16]”
From Assessing the American public's preferences for reforms to teen driving licensure systems: a discrete choice experiment (2026) · cites this paper as [14]
In the citing paper
“Key results are presented and interpreted for the MIXL models (Model 3 and Model 4), based on goodness of fit statistics (McFadden pseudo-R-squared, Akaike and Bayesian information criteria).”
From Assessing the American public's preferences for reforms to teen driving licensure systems: a discrete choice experiment (2026) · cites this paper as [14]
In the citing paper
“Here, we use a mixed-logit model (MMNL) which offers advantages to the more often used multinominal logit (MNL) [32,33].”
From Consumer preferences for teledermoscopy screening to detect melanoma early (2016) · cites this paper as [33]
Citations
Cited by
Sorted by citations
Items 901–1,000 of 1,001
The environmental impact of buying groceries online/offline pre and during COVID-19. Any changes?
Marcucci, E., Gatta, V., Nascimento, C. D. O. L., et al. (2024) · Transport Policy · doi:10.1016/j.tranpol.2024.01.028 · Cited by 12
Assessment of the Environmental Public Goods of the Organic Farming System: A Lithuanian Case Study
Novikova, A., Zemaitiene, R., Marks-Bielska, R., & Bielski, S. (2024) · Agriculture · doi:10.3390/agriculture14030362 · Cited by 12
Who owns bikes and e-bikes? Insights from a cycling survey in Australia
Wu, H., Lee, J. B., & Pettit, C. J. (2024) · Journal of Transport & Health · doi:10.1016/j.jth.2024.101810 · Cited by 12
Jumamyradov, M., Craig, B. M., Greene, W. H., et al. (2024) · Computational Economics · doi:10.1007/s10614-024-10637-x · Cited by 12
Self-citationKhanal, U., Wilson, C., Lee, B. L., Hoang, V.-N. V., & Managi, S. (2018) · Sustainability Science · doi:10.1007/s11625-018-0601-2 · Cited by 14
Consumers Demand for Social Farming Products: An Analysis with Discrete Choice Experiments
Tempesta, T., Vecchiato, D., Nassivera, F., Bugatti, M., & Torquati, B. (2019) · Sustainability · doi:10.3390/su11236742 · Cited by 12
Lyu, S. O. (2020) · Tourism Economics · doi:10.1177/1354816619899222 · Cited by 12
A Simulation-Based Heuristic to Find Approximate Equilibria with Disaggregate Demand Models
Bortolomiol, S., Lurkin, V., & Bierlaire, M. (2021) · Transportation Science · doi:10.1287/trsc.2021.1071 · Cited by 12
Consumer preference structure of online privacy concerns in an IoT environment
Kim, W., Park, Y., Shin, J., & Jo, M. (2022) · International Journal of Market Research · doi:10.1177/14707853221080067 · Cited by 12
Corporate Social Responsibility and Investment Preferences of Tour Operators
Masiero, L., Goffi, G., & Cucculelli, M. (2022) · Journal of Travel Research · doi:10.1177/00472875221120402 · Cited by 12
Travel mode choice prediction based on personalized recommendation model
Lai, Z., Wang, J., Zheng, J., et al. (2022) · IET Intelligent Transport Systems · doi:10.1049/itr2.12290 · Cited by 12
Phong, T. N., Vo, T. T., & Trọng, H. N. (2022) · Aquaculture Economics & Management · doi:10.1080/13657305.2022.2147248 · Cited by 12
Hajibeigi, P., Pazhouhanfar, M., Grahn, P., et al. (2023) · Buildings · doi:10.3390/buildings13092356 · Cited by 12
Preferencias hacia el origen de un alimento étnico y la influencia de variables psicográficas
Gómez, D. M. J. C., & Sanjuán, A. I. (2011) · Economía Agraria y Recursos Naturales · doi:10.7201/earn.2010.01.05 · Cited by 12
Are Home Internet Users Willing to Pay ISPs for Improvements in Cyber Security?
Rowe, B. R., & Wood, D. (2012) · Springer eBooks · doi:10.1007/978-1-4614-1981-5_9 · Cited by 12
What students want: using a choice modelling approach to estimate student demand
Sheppard, P., & Smith, R. (2016) · Journal of Higher Education Policy and Management · doi:10.1080/1360080x.2016.1150236 · Cited by 12
Improving Ridership and Reducing Subsidy for Premium Bus Service in Kolkata Metro City
Cheranchery, M. F., & Maitra, B. (2019) · Journal of Transportation Engineering Part A Systems · doi:10.1061/jtepbs.0000251 · Cited by 12
Pricing Visitor Preferences for Temporary Art Exhibitions
Castellani, M., Pattitoni, P., & Vici, L. (2015) · Tourism Economics · doi:10.5367/te.2014.0438 · Cited by 12
Natsky, A. N., Vakulin, A., Chai‐Coetzer, C. L., McEvoy, R. D., Adams, R., & Kaambwa, B. (2022) · Applied Health Economics and Health Policy · doi:10.1007/s40258-022-00716-1 · Cited by 13
Estimating Tourism Effects on Residents: A Choice Modelling Approach to the Case of Rimini
Figini, P., Castellani, M., & Vici, L. (2009) · Physica-Verlag eBooks · doi:10.1007/978-3-7908-2124-6_9 · Cited by 12
Tezcan, H. O. (2012) · Transportation Letters · doi:10.3328/tl.2012.04.03.181-192 · Cited by 12
Dong, H. (2013) · Urban Geography · doi:10.1080/02723638.2013.778587 · Cited by 12
Tudela, A., Habib, K. N., & Idris, A. O. (2013) · Emerald Group Publishing Limited eBooks · doi:10.1108/9781781902882-034 · Cited by 13
Evaluating smallholder farmers’ demand for rice variety attributes in Nepal
Khanal, U., Adhikari, A., & Wilson, C. (2017) · Journal of Crop Improvement · doi:10.1080/15427528.2017.1311286 · Cited by 12
Hemodialysis patients’ preferences for the management of secondary hyperparathyroidism
Hauber, B., Caloyeras, J. P., Posner, J., Brommage, D., Belozeroff, V., & Cooper, K. (2017) · BMC Nephrology · doi:10.1186/s12882-017-0665-8 · Cited by 12
Steele, F., Washbrook, E., Charlton, C. M. J., et al. (2016) · Journal of the American Statistical Association · doi:10.1080/01621459.2016.1180984 · Cited by 11
Staying put out of choice or constraint? The residential choice behaviour of Dutch older adults
de Jong, P., Rouwendal, J., & Brouwer, A. (2022) · Population Space and Place · doi:10.1002/psp.2553 · Cited by 11
Thiermann, I., & Latacz‐Lohmann, U. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.131158 · Cited by 11
Molina-Maturano, J., Verhulst, N., Tur-Cardona, J., et al. (2022) · Agronomy · doi:10.3390/agronomy12030691 · Cited by 11
Marenya, P., Wanyama, R., Alemu, S., et al. (2022) · Frontiers in Sustainable Food Systems · doi:10.3389/fsufs.2022.702405 · Cited by 12
Wammes, J. D., Swait́, J., de Bekker-Grob, E. W., Monin, J. K., Labrie, N., & Vroomen, J. L. M. (2022) · Journal of Alzheimer s Disease · doi:10.3233/jad-220604 · Cited by 13
Papoutsi, G. S. (2023) · Journal of Food Products Marketing · doi:10.1080/10454446.2023.2276182 · Cited by 11
Jayalath, M. M., Perera, H. N., Seuring, S. A., & Thibbotuwawa, A. (2024) · Corporate Social Responsibility and Environmental Management · doi:10.1002/csr.2757 · Cited by 11
Mugambi, M. L., Odhiambo, B. O., Dollah, A., Marwa, M. M., Nyakina, J. N., Kinuthia, J., Baeten, J. M., Weiner, B. J., John-Stewart, G. C., Barnabas, R. V., et al. (2024) · Journal of the International AIDS Society · doi:10.1002/jia2.26301 · Cited by 11
Evaluating off‐site environmental mitigation using choice modelling*
Kerr, G. N., & Sharp, B. M. H. (2008) · Australian Journal of Agricultural and Resource Economics · doi:10.1111/j.1467-8489.2008.00432.x · Cited by 11
Mulatu, D. W., van Oel, P. R., Odongo, V. O., et al. (2018) · Lakes & Reservoirs Science Policy and Management for Sustainable Use · doi:10.1111/lre.12225 · Cited by 11
Analysis of natural gas vehicle acceptance behavior for Klang Valley, Malaysia
Teoh, L. E., & Khoo, H. L. (2019) · International Journal of Sustainable Transportation · doi:10.1080/15568318.2019.1679922 · Cited by 11
Analysis of the departure time choices of metro passengers during peak hours
Cheng, Q., Deng, W., & Raza, M. A. (2020) · IET Intelligent Transport Systems · doi:10.1049/iet-its.2019.0442 · Cited by 11
Identifying Needs: The Psychological Perspective
Diederich, A. (2020) · Springer eBooks · doi:10.1007/978-3-030-44121-0_3 · Cited by 13
Chinese Resident Preferences for African Elephant Conservation: Choice Experiment
Wang, S. K., Cai, Z., Hu, Y., Cirella, G. T., & Xie, Y. (2020) · Diversity · doi:10.3390/d12120453 · Cited by 11
Regassa, M. D., Abate, G. T., & Kubik, Z. (2021) · Journal of Agricultural Economics · doi:10.1111/1477-9552.12432 · Cited by 12
Chen, W.-L., & Tseng, C. (2021) · BMJ Open · doi:10.1136/bmjopen-2021-052195 · Cited by 12
Tesfaw, A., Senbeta, F., Alemu, D., et al. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19159073 · Cited by 11
Mkwara, L., Marsh, D., & Scarpa, R. (2015) · Ecological Economics · doi:10.1016/j.ecolecon.2015.09.012 · Cited by 11
Protected Area Certificates: Gaining Ground for Better Ecosystem Protection?
Segerstedt, A., & Grote, U. (2015) · Environmental Management · doi:10.1007/s00267-015-0476-2 · Cited by 11
Impacts of property tax on land use change decisions in Georgia
Li, M., & Zhang, D. (2011) · Urban Ecosystems · doi:10.1007/s11252-011-0172-9 · Cited by 11
Hemodialysis patients’ preferences for the management of anemia
Hauber, B., Caloyeras, J. P., Posner, J., Brommage, D., Tzivelekis, S., & Pollock, A. S. (2017) · BMC Nephrology · doi:10.1186/s12882-017-0664-9 · Cited by 12
Cerda, C., Fuentes, J. P., & Mancilla, G. A. (2018) · Biodiversity and Conservation · doi:10.1007/s10531-018-1501-6 · Cited by 11
Treatment Preferences in Germany Differ Among Apheresis Patients with Severe Hypercholesterolemia
Mühlbacher, A. C., Sadler, A., Dippel, F. W., & Juhnke, C. (2018) · PharmacoEconomics · doi:10.1007/s40273-018-0614-9 · Cited by 11
Khaliq, A., van der Waerden, P., & Janssens, D. (2018) · Transportation Research Record Journal of the Transportation Research Board · doi:10.1177/0361198118776524 · Cited by 11
Louda, J., Vojáček, O., & Slavíková, L. (2021) · Forests · doi:10.3390/f12040484 · Cited by 12
Tsuge, T., Shoji, Y., Kuriyama, K., & Onuma, A. (2022) · Sustainability · doi:10.3390/su14084753 · Cited by 10
Toll product preferences and implications for alternative payment options and going cashless
Hensher, D. A., & Rose, J. M. (2009) · Transportation · doi:10.1007/s11116-009-9188-x · Cited by 11
Self-citationSocial legitimacy issues in the provision of non-commodity outputs from Rural Development Programs
Domínguez‐Torreiro, M., Medraño, R. D., & Soliño, M. (2013) · Land Use Policy · doi:10.1016/j.landusepol.2013.01.010 · Cited by 10
Anomaly, impulsivity, and addiction
Ida, T. (2009) · The Journal of Socio-Economics · doi:10.1016/j.socec.2009.10.005 · Cited by 12
Khanal, U., Wilson, C., Managi, S., Lee, B.-O. L., Hoang, V.-N., & Gifford, R. (2017) · Environmental Economics and Policy Studies · doi:10.1007/s10018-017-0195-4
Gucht, T. C. V. D., Weyenberg, S. V., Nuffel, A. V., et al. (2017) · Animals · doi:10.3390/ani7100077 · Cited by 11
Point-of-Sale Specific Willingness to Pay for Quality-Differentiated Beef
Lim, K. H., Vassalos, M., & Reed, M. R. (2018) · Sustainability · doi:10.3390/su10072560 · Cited by 11
Low Carbon Mobility Plans: A Case Study of Ludhiana, India
Grover, S., Tiwari, G., & Rao, K. R. (2013) · Procedia - Social and Behavioral Sciences · doi:10.1016/j.sbspro.2013.11.173 · Cited by 11
What residents value in low-cost housing schemes: some South African concepts
Jay, I., & Bowen, P. A. (2011) · Building Research & Information · doi:10.1080/09613218.2011.617082 · Cited by 11
What Drives ICT Diffusion in Developing Countries? Evidence from ParaguayPreprint
Vergara, S. M., & Grazzi, M. (2011) · SSRN Electronic Journal · doi:10.2139/ssrn.1801507 · Cited by 11
Analysing pedestrian–vehicle conflict behaviours at urban pedestrian crossings
Ghadirzadeh, S., Mirbaha, B., & Rassafi, A. A. (2021) · Proceedings of the Institution of Civil Engineers - Municipal Engineer · doi:10.1680/jmuen.21.00016 · Cited by 10
Öztürker, M., Correia, G. H. D. A., Scheltes, A., Kalter, M.-J. O., & van Arem, B. (2022) · Journal of Advanced Transportation · doi:10.1155/2022/4614848 · Cited by 10
Hewage, S. A., Senanayake, S. J., Brain, D., Allen, M. J., McPhail, S. M., Parsonage, W. A., Walters, T. E., & Kularatna, S. (2025) · JMIR mhealth and uhealth · doi:10.2196/58556 · Cited by 13
Benefit Transfer for Environmental Improvements in Coastal Areas: General versus Best‐Fitting Models
Östberg, K., Håkansson, C., Hasselström, L., et al. (2013) · Canadian Journal of Agricultural Economics/Revue canadienne d agroeconomie · doi:10.1111/cjag.12010 · Cited by 10
Otsuka, T., & Mitomo, H. (2012) · Telecommunications Policy · doi:10.1016/j.telpol.2012.04.008 · Cited by 10
Conrad, S. A., Pipher, J. G., & Haider, W. (2018) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2018.07.014 · Cited by 11
Modeling the Transport Mode Choice Behavior of Motorcyclists
Shahikhaneh, A., Azari, K. A., & Aghayan, I. (2019) · Iranian Journal of Science and Technology Transactions of Civil Engineering · doi:10.1007/s40996-019-00236-4 · Cited by 10
Understanding the drivers of expert opinion when classifying species as extinct
Roberts, D. L., Hinsley, A., Fiennes, S., et al. (2022) · Conservation Biology · doi:10.1111/cobi.14001 · Cited by 10
Sun, T., Chen, H., Gao, Y., Xiang, Y., Wang, F., Ni, Z., Wang, X., & Huang, X. (2023) · Healthcare · doi:10.3390/healthcare11030323 · Cited by 11
Hoon, J., Erdogmus, E., & Cha, S. H. (2023) · Journal of Building Engineering · doi:10.1016/j.jobe.2023.107126 · Cited by 10
Cantó, O., & Ruiz, D. O. (2015) · Emerald Group Publishing Limited eBooks · doi:10.1108/s1049-258520150000023004 · Cited by 10
Navrátil, J., Kučera, T., Pícha, K., et al. (2015) · Journal of Tourism and Cultural Change · doi:10.1080/14766825.2015.1043919 · Cited by 10
Randrianarison, H., & Wätzold, F. (2016) · Environmental Conservation · doi:10.1017/s0376892916000540 · Cited by 10
Villanueva, A. J., Gómez-Limón, J. A., & Rodríguez‐Entrena, M. (2017) · Economía Agraria y Recursos Naturales · doi:10.7201/earn.2017.01.02 · Cited by 10
Loutfy, M. R., Kennedy, V. L., Sanandaji, M., Barry, F., Ongoïba, F., Muchenje, M., Tharao, W. E., & Regier, D. A. (2017) · International Journal of STD & AIDS · doi:10.1177/0956462417728188 · Cited by 10
Okumu, B., & Muchapondwa, E. (2022) · Journal of Forest Economics · doi:10.1561/112.00000551 · Cited by 10
Willingness to Pay for Wind versus Natural Gas Generation of Electricity
Nkansah, K., & Collins, A. R. (2018) · Agricultural and Resource Economics Review · doi:10.1017/age.2017.40 · Cited by 10
Patient Preferences for Endobronchial Valve Treatment of Severe Emphysema
Mansfield, C. A., Sutphin, J., Shriner, K., Criner, G. J., & Celli, B. R. (2018) · Chronic Obstructive Pulmonary Diseases Journal of the COPD Foundation · doi:10.15326/jcopdf.6.1.2018.0147 · Cited by 10
Discrete Choice Modeling in Education: An Innovative Method to Assess Teaching Practices
Grammatikopoulos, V., Gregoriadis, A., & Linardakis, M. (2019) · Educational Measurement Issues and Practice · doi:10.1111/emip.12255 · Cited by 12
Owusu‐Sekyere, E., Abdulai, A., Jordaan, H., & Hansson, H. (2019) · Environmental Economics and Policy Studies · doi:10.1007/s10018-019-00246-6 · Cited by 12
Psychological items: a useful addition in modeling travel behavior on managed lanes
Green, L. L., Burris, M. W., Florence, D., & Arthur, W. (2019) · Transportation · doi:10.1007/s11116-019-10049-z · Cited by 9
Using RPL Model to Probe Trade-Offs among Negative Externalities of Controlling Invasive Species
Liu, T.-M. (2019) · Sustainability · doi:10.3390/su11216184 · Cited by 10
The impact of stay‐at‐home policies on individual welfare*
Andersson, O., Campos‐Mercade, P., Carlsson, F., Schneider, F., & Wengström, E. (2021) · Scandinavian Journal of Economics · doi:10.1111/sjoe.12470 · Cited by 10
Axsen, J., Kurani, K. S., & Sovacool, B. K. (2023) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2023.100759 · Cited by 10
The proximity of a field plot and land-use choice: implications for land consolidation
Grammatikopoulou, I., Myyrä, S., & Pouta, E. (2012) · Journal of Land Use Science · doi:10.1080/1747423x.2012.675362 · Cited by 10
Using student-choice behaviour to estimate tuition elasticity in higher education
Carter, R. E., & Curry, D. J. (2011) · Journal of Marketing Management · doi:10.1080/0267257x.2011.609653 · Cited by 10
Setting Preferences of High and Low Use River Recreationists: How Different are They?
Kainzinger, S., Arnberger, A., & Burns, R. C. (2016) · Environmental Management · doi:10.1007/s00267-016-0754-7 · Cited by 10
Aanesen, M., & Armstrong, C. W. (2019) · Frontiers in Marine Science · doi:10.3389/fmars.2019.00102 · Cited by 10
Choice experiment assessment of anglers’ salmonid conservation preferences
Grilli, G., & Curtis, J. A. (2019) · Journal of Environmental Planning and Management · doi:10.1080/09640568.2019.1614816 · Cited by 12
Nittas, V., Mütsch, M., & Puhan, M. A. (2020) · JMIR Research Protocols · doi:10.2196/16087 · Cited by 10
Poudyal, M., Rakotonarivo, O. S., Razafimanahaka, J. H., Hockley, N. J., & Jones, J. P. G. (2018) · Scientific Data · doi:10.1038/sdata.2018.225 · Cited by 10
Abdel-All, M., Angell, B., Jan, S., Praveen, D., & Joshi, R. (2019) · Archives of Public Health · doi:10.1186/s13690-019-0346-0 · Cited by 10
Li, H., Han, J., Yuan, H., Wan, G., Xue, H., & Zhang, X. (2021) · BMJ Open · doi:10.1136/bmjopen-2021-049742 · Cited by 7
Selim, S. M., Senanayake, S. J., McPhail, S., Carter, H. E., Naicker, S., & Kularatna, S. (2024) · Patient · doi:10.1007/s40271-024-00692-9 · Cited by 11
Plant the pot! Understanding consumer willingness to pay for sustainability in garden shop products
Ruggeri, G., Mazzocchi, C., Bergamelli, C., & Tosca, A. (2024) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2024.143855 · Cited by 9
Long, Z., Axsen, J., Gauer, V. H., et al. (2025) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2025.104633 · Cited by 9
Preferences and Stated Adherence for Antibiotic Treatment of Cystic Fibrosis Pseudomonas Infections
Mohamed, A. F., Johnson, F. R., Balp, M., & Calado, F. (2015) · Patient · doi:10.1007/s40271-015-0124-1 · Cited by 9
A BI-LEVEL FRAMEWORK FOR PRICING OF HIGH-OCCUPANCY TOLL LANES
Jang, K., Song, M. K., Choi, K., et al. (2014) · Transport · doi:10.3846/16484142.2014.952248 · Cited by 9
When individual locations affect the choice of multi-location acquisition targets
Ramos, M. A., & Shaver, J. M. (2012) · Strategic Organization · doi:10.1177/1476127012466649 · Cited by 9
Metadata
- Authors
- Hensher, D. A., Rose, J. M., & Greene, W. H.
- Affiliations
- The University of Sydney (AU)
- New York University (US)
- Venue
- Cambridge University Press eBooks
- Publisher
- Cambridge University Press
- Published
- 2005-06-02
- OpenAlex
- W3152367353
- Cited by
- 1,823
- References
- 0
- Citations by year
- 2026: 62 · 2025: 87 · 2024: 104 · 2023: 94 · 2022: 104 · 2021: 121 · 2020: 109 · 2019: 127 · 2018: 95 · 2017: 92 · 2016: 105 · 2015: 136 · 2014: 103 · 2013: 95 · 2012: 98
- FWCI
- 34.17
- Type
- book
- Language
- en
- Open access
- closed
- Locations
- Cambridge University Press eBooks (publishedVersion)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic and Environmental Valuation
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Transportation › Transportation Planning and Optimization
- Keywords
- discrete choice models, multinomial logistic regression, nested logit model, mixed logit, discrete choice experiment, choice experiment design
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review