IDEAS home Printed from https://ideas.repec.org/a/eee/eejocm/v51y2024ics1755534524000216.html
   My bibliography  Save this article

Ordering effects in discrete choice experiments: A systematic literature review across domains

Author

Listed:
  • Boxebeld, Sander

Abstract

Discrete choice experiments (DCEs) are increasingly used in several scientific domains. Since their results may be used to inform governmental decision-making, it is important that the validity of the method is continuously scrutinized. An often-studied design artefact is the impact of the presentation order of alternatives, attributes, and choice sets on the results of a DCE. No systematic review of the literature on ordering effects existed until now, and many applied studies using a DCE do not explicitly consider the role of ordering effects. I conducted a systematic review of the literature on ordering effects in this study. Using a three-step snowball sampling strategy, 85 studies were identified across various scientific domains. The majority of included studies documented statistically significant ordering effects. Alternative and attribute ordering effects are primarily caused by lexicographic behaviours, while choice set ordering effects seem to be caused by respondent learning, fatigue, or anchoring. Although ordering effects may not always occur, the majority of studies that did find statistically significant effects warrants the use of mitigation methods. An overview of potential mitigation methods for the applied DCE literature is presented, including randomization of presentation orders, advance disclosure of DCE core elements, and inclusion of alternative-specific constants (ASCs), attribute level overlap, and an instructional choice set (ICS). Finally, several directions for future methodological research on this topic are provided, particularly regarding heterogeneity in ordering effects by study design traits and respondent characteristics, and interactions between ordering effects. Insights in these aspects would further our understanding of respondents’ processing of DCEs.

Suggested Citation

  • Boxebeld, Sander, 2024. "Ordering effects in discrete choice experiments: A systematic literature review across domains," Journal of choice modelling, Elsevier, vol. 51(C).
  • Handle: RePEc:eee:eejocm:v:51:y:2024:i:c:s1755534524000216
    DOI: 10.1016/j.jocm.2024.100489
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1755534524000216
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jocm.2024.100489?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. repec:cup:judgdm:v:8:y:2013:i:6:p:700-716 is not listed on IDEAS
    2. Lien Nguyen & Hanna Jokimäki & Ismo Linnosmaa & Eirini-Christina Saloniki & Laurie Batchelder & Juliette Malley & Hui Lu & Peter Burge & Birgit Trukeschitz & Julien Forder, 2022. "Valuing informal carers’ quality of life using best-worst scaling—Finnish preference weights for the Adult Social Care Outcomes Toolkit for carers (ASCOT-Carer)," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 23(3), pages 357-374, April.
    3. Kayla Hildebrand & Chanjin Chung & Tracy A. Boyer & Marco Palma, 2023. "Does change in respondents’ attention affect willingness to accept estimates from choice experiments?," Applied Economics, Taylor & Francis Journals, vol. 55(28), pages 3279-3295, June.
    4. Sebastian Heidenreich & Andrea Phillips-Beyer & Bruno Flamion & Melissa Ross & Jaein Seo & Kevin Marsh, 2021. "Benefit–Risk or Risk–Benefit Trade-Offs? Another Look at Attribute Ordering Effects in a Pilot Choice Experiment," The Patient: Patient-Centered Outcomes Research, Springer;International Academy of Health Preference Research, vol. 14(1), pages 65-74, January.
    5. Boxall, Peter C. & Adamowicz, Wiktor L. & Moon, Amanda, 2009. "Complexity in choice experiments: choice of the status quo alternative and implications for welfare measurement," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 53(4), pages 1-17.
    6. Bennett, Jeffrey W. & van Bueren, Martin & Whitten, Stuart M., 2004. "Estimating society's willingness to pay to maintain viable rural communities," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 48(3), pages 1-26.
    7. 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).
    8. Ladenburg, Jacob & Olsen, Søren Bøye, 2008. "Gender-specific starting point bias in choice experiments: Evidence from an empirical study," Journal of Environmental Economics and Management, Elsevier, vol. 56(3), pages 275-285, November.
    9. Christian A. Vossler & Maurice Doyon & Daniel Rondeau, 2012. "Truth in Consequentiality: Theory and Field Evidence on Discrete Choice Experiments," American Economic Journal: Microeconomics, American Economic Association, vol. 4(4), pages 145-171, November.
    10. Feng Xie & Eleanor Pullenayegum & Kathryn Gaebel & Mark Oppe & Paul Krabbe, 2014. "Eliciting preferences to the EQ-5D-5L health states: discrete choice experiment or multiprofile case of best–worst scaling?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(3), pages 281-288, April.
    11. Carlsson, Fredrik & Martinsson, Peter, 2001. "Do Hypothetical and Actual Marginal Willingness to Pay Differ in Choice Experiments?: Application to the Valuation of the Environment," Journal of Environmental Economics and Management, Elsevier, vol. 41(2), pages 179-192, March.
    12. McNair, Ben J. & Bennett, Jeff & Hensher, David A., 2011. "A comparison of responses to single and repeated discrete choice questions," Resource and Energy Economics, Elsevier, vol. 33(3), pages 554-571, September.
    13. Scott J. Savage & Donald M. Waldman, 2008. "Learning and fatigue during choice experiments: a comparison of online and mail survey modes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(3), pages 351-371.
    14. Mandy Ryan & Nicolas Krucien & Frouke Hermens, 2018. "The eyes have it: Using eye tracking to inform information processing strategies in multi‐attributes choices," Health Economics, John Wiley & Sons, Ltd., vol. 27(4), pages 709-721, April.
    15. Swait, Joffre & Adamowicz, Wiktor, 2001. "The Influence of Task Complexity on Consumer Choice: A Latent Class Model of Decision Strategy Switching," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 28(1), pages 135-148, June.
    16. Jing Zhang & Wiktor L. Adamowicz, 2011. "Unraveling the Choice Format Effect: A Context-Dependent Random Utility Model," Land Economics, University of Wisconsin Press, vol. 87(4), pages 730-743.
    17. Cai, Beilei & Cameron, Trudy Ann & Gerdes, Geoffrey R., 2011. "Distal order effects in stated preference surveys," Ecological Economics, Elsevier, vol. 70(6), pages 1101-1108, April.
    18. Martin Achtnicht, 2012. "German car buyers’ willingness to pay to reduce CO 2 emissions," Climatic Change, Springer, vol. 113(3), pages 679-697, August.
    19. Atalay , Selin & Onur Bodur , H. & Rasolofoarison , Dina, 2012. "Shining in the Center: Central Gaze Cascade Effect on Product Choice," HEC Research Papers Series 978, HEC Paris.
    20. Caussade, Sebastián & Ortúzar, Juan de Dios & Rizzi, Luis I. & Hensher, David A., 2005. "Assessing the influence of design dimensions on stated choice experiment estimates," Transportation Research Part B: Methodological, Elsevier, vol. 39(7), pages 621-640, August.
    21. Mikolaj Czajkowski & Marek Giergiczny & William H. Greene, 2014. "Learning and Fatigue Effects Revisited: Investigating the Effects of Accounting for Unobservable Preference and Scale Heterogeneity," Land Economics, University of Wisconsin Press, vol. 90(2), pages 324-351.
    22. Nguyen, Thanh Cong & Le, Hoa Thu & Nguyen, Hang Dieu & Ngo, Mai Thanh & Nguyen, Hong Quang, 2021. "Examining ordering effects and strategic behaviour in a discrete choice experiment," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 394-413.
    23. Brendan Mulhern & Richard Norman & Paula Lorgelly & Emily Lancsar & Julie Ratcliffe & John Brazier & Rosalie Viney, 2017. "Is Dimension Order Important when Valuing Health States Using Discrete Choice Experiments Including Duration?," PharmacoEconomics, Springer, vol. 35(4), pages 439-451, April.
    24. Ying (Jessica) Cao & John Cranfield & Tina Widowski, 2018. "Position-Dependent order effects on the prediction of consumer preferences in repeated choice experiments," Applied Economics, Taylor & Francis Journals, vol. 50(3), pages 287-302, January.
    25. T. D. Stanley, 2005. "Beyond Publication Bias," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 309-345, July.
    26. John Rolfe & Jill Windle, 2005. "Valuing options for reserve water in the Fitzroy Basin," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 49(1), pages 91-114, March.
    27. Li, Qian & Huang, Zhuowei (Joy) & Christianson, Kiel, 2016. "Visual attention toward tourism photographs with text: An eye-tracking study," Tourism Management, Elsevier, vol. 54(C), pages 243-258.
    28. 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.
    29. Aki Tsuchiya & Nick Bansback & Arne Risa Hole & Brendan Mulhern, 2019. "Manipulating the 5 Dimensions of the EuroQol Instrument: The Effects on Self-Reporting Actual Health and Valuing Hypothetical Health States," Medical Decision Making, , vol. 39(4), pages 380-392, May.
    30. Risa Hole, Arne, 2004. "Forecasting the demand for an employee Park and Ride service using commuters' stated choices," Transport Policy, Elsevier, vol. 11(4), pages 355-362, October.
    31. Marit Kragt & Jeffrey Bennett, 2012. "Attribute Framing in Choice Experiments: How Do Attribute Level Descriptions Affect Value Estimates?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(1), pages 43-59, January.
    32. Ben McNair & David Hensher & Jeff Bennett, 2012. "Modelling Heterogeneity in Response Behaviour Towards a Sequence of Discrete Choice Questions: A Probabilistic Decision Process Model," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 51(4), pages 599-616, April.
    33. Haghani, Milad & Bliemer, Michiel C.J. & Hensher, David A., 2021. "The landscape of econometric discrete choice modelling research," Journal of choice modelling, Elsevier, vol. 40(C).
    34. Bechtold, Kai-Brit & Abdulai, Awudu, 2012. "Willingness-To-Pay for Functional Dairy Products and the Influence of Starting Point Bias: Empirical Evidence for Germany," 2012 Annual Meeting, August 12-14, 2012, Seattle, Washington 124776, Agricultural and Applied Economics Association.
    35. Thijs Dekker & Paul Koster & Roy Brouwer, 2014. "Changing with the Tide: Semiparametric Estimation of Preference Dynamics," Land Economics, University of Wisconsin Press, vol. 90(4), pages 717-745.
    36. 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.
    37. Shr, Yau-Huo (Jimmy) & Ready, Richard & Orland, Brian & Echols, Stuart, 2019. "How Do Visual Representations Influence Survey Responses? Evidence from a Choice Experiment on Landscape Attributes of Green Infrastructure," Ecological Economics, Elsevier, vol. 156(C), pages 375-386.
    38. Mandy Ryan & Emma McIntosh & Phil Shackley, 1998. "Methodological issues in the application of conjoint analysis in health care," Health Economics, John Wiley & Sons, Ltd., vol. 7(4), pages 373-378, June.
    39. Uggeldahl, Kennet & Jacobsen, Catrine & Lundhede, Thomas Hedemark & Olsen, Søren Bøye, 2016. "Choice certainty in Discrete Choice Experiments: Will eye tracking provide useful measures?," Journal of choice modelling, Elsevier, vol. 20(C), pages 35-48.
    40. Joost C. F. Winter & Amir A. Zadpoor & Dimitra Dodou, 2014. "The expansion of Google Scholar versus Web of Science: a longitudinal study," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(2), pages 1547-1565, February.
    41. Leonhard K. Lades & Ewa Zawojska & Robert J. Johnston & Nick Hanley & Liam Delaney & Mikołaj Czajkowski, 2022. "Anomalies or Expected Behaviors? Understanding Stated Preferences and Welfare Implications in Light of Contemporary Behavioral Theory," Working Papers 2022-20, Faculty of Economic Sciences, University of Warsaw.
    42. repec:bla:scotjp:v:46:y:1999:i:2:p:111-34 is not listed on IDEAS
    43. Jacob Ladenburg, 2013. "Does gender-specific starting point bias in choice experiments prevail among well-informed respondents: evidence from an empirical study," Applied Economics Letters, Taylor & Francis Journals, vol. 20(17), pages 1527-1530, November.
    44. Mickael Bech & Trine Kjaer & Jørgen Lauridsen, 2011. "Does the number of choice sets matter? Results from a web survey applying a discrete choice experiment," Health Economics, John Wiley & Sons, Ltd., vol. 20(3), pages 273-286, March.
    45. Bruno Lanz & Allan Provins, 2015. "Using discrete choice experiments to regulate the provision of water services: do status quo choices reflect preferences?," Journal of Regulatory Economics, Springer, vol. 47(3), pages 300-324, June.
    46. Jacobsen, Jette Bredahl & Thorsen, Bo Jellesmark, 2010. "Preferences for site and environmental functions when selecting forthcoming national parks," Ecological Economics, Elsevier, vol. 69(7), pages 1532-1544, May.
    47. DeLong, Karen L. & Syrengelas, Konstantinos G. & Grebitus, Carola & Nayga, Rodolfo M., 2021. "Visual versus Text Attribute Representation in Choice Experiments," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 94(C).
    48. Eran Dayan & Maya Bar-Hillel, 2011. "Nudge to nobesity II: Menu positions influence food orders," Discussion Paper Series dp581, The Federmann Center for the Study of Rationality, the Hebrew University, Jerusalem.
    49. Krucien, Nicolas & Ryan, Mandy & Hermens, Frouke, 2017. "Visual attention in multi-attributes choices: What can eye-tracking tell us?," Journal of Economic Behavior & Organization, Elsevier, vol. 135(C), pages 251-267.
    50. 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.
    51. Anthony Scott & Sandra Vick, 1999. "Patients, Doctors and Contracts: An Application of Principal‐Agent Theory to the Doctor‐Patient Relationship," Scottish Journal of Political Economy, Scottish Economic Society, vol. 46(2), pages 111-134, May.
    52. Nicolas Krucien & Verity Watson & Mandy Ryan, 2017. "Is Best–Worst Scaling Suitable for Health State Valuation? A Comparison with Discrete Choice Experiments," Health Economics, John Wiley & Sons, Ltd., vol. 26(12), pages 1-16, December.
    53. Hale Koç & Hans van Kippersluis, 2017. "Thought for Food: Nutritional Information and Educational Disparities in Diet," Journal of Human Capital, University of Chicago Press, vol. 11(4), pages 508-552.
    54. Pierre-Alexandre Mahieu & Henrik Andersson & Olivier Beaumais & Romain Crastes dit Sourd & Stephane Hess & François-Charles Wolff, 2017. "Stated preferences: a unique database composed of 1657 recent published articles in journals related to agriculture, environment, or health," Review of Agricultural, Food and Environmental Studies, Springer, vol. 98(3), pages 201-220, December.
    55. Marsh, Dan & Phillips, Yvonne, 2012. "Difficult Choices: What Influences the Error Variance in a Choice Experiment," 2012 Conference, August 31, 2012, Nelson, New Zealand 139651, New Zealand Agricultural and Resource Economics Society.
    56. Thijs Dekker & Paul Koster & Roy Brouwer, 2014. "Changing with the Tide: Semiparametric Estimation of Preference Dynamics," Land Economics, University of Wisconsin Press, vol. 90(4), pages 717-745.
    57. Megan L Head & Luke Holman & Rob Lanfear & Andrew T Kahn & Michael D Jennions, 2015. "The Extent and Consequences of P-Hacking in Science," PLOS Biology, Public Library of Science, vol. 13(3), pages 1-15, March.
    58. Daniel R. Petrolia & Matthew G. Interis & Joonghyun Hwang, 2018. "Single-Choice, Repeated-Choice, and Best-Worst Scaling Elicitation Formats: Do Results Differ and by How Much?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 69(2), pages 365-393, February.
    59. Jürgen Meyerhoff & Malte Oehlmann & Priska Weller, 2015. "The Influence of Design Dimensions on Stated Choices in an Environmental Context," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 61(3), pages 385-407, July.
    60. Mandy Ryan & Angela Bate, 2001. "Testing the assumptions of rationality, continuity and symmetry when applying discrete choice experiments in health care," Applied Economics Letters, Taylor & Francis Journals, vol. 8(1), pages 59-63.
    61. Martín-Martín, Alberto & Orduna-Malea, Enrique & Thelwall, Mike & Delgado López-Cózar, Emilio, 2018. "Google Scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories," Journal of Informetrics, Elsevier, vol. 12(4), pages 1160-1177.
    62. Oehlmann, Malte & Meyerhoff, Jürgen & Mariel, Petr & Weller, Priska, 2017. "Uncovering context-induced status quo effects in choice experiments," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 59-73.
    63. Kelvin Balcombe & Iain Fraser & Eugene McSorley, 2015. "Visual Attention and Attribute Attendance in Multi‐Attribute Choice Experiments," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(3), pages 447-467, April.
    64. A. Selin Atalay & H. Onur Bodur & Dina Rasolofoarison, 2012. "Shining in the Center: Central Gaze Cascade Effect on Product Choice," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 39(4), pages 848-866.
    65. Erlend Dancke Sandorf & Romain Crastes Dit Sourd & Pierre-Alexandre Mahieu, 2018. "The effect of attribute-alternative matrix displays on preferences and processing strategies," Post-Print hal-03712582, HAL.
    66. Danny Campbell & Seda Erdem, 2015. "Position Bias in Best-worst Scaling Surveys: A Case Study on Trust in Institutions," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(2), pages 526-545.
    67. Haghani, Milad & Bliemer, Michiel C.J. & de Bekker-Grob, Esther W., 2022. "Applications of discrete choice experiments in COVID-19 research: Disparity in survey qualities between health and transport fields," Journal of choice modelling, Elsevier, vol. 44(C).
    68. Logar, Ivana & Brouwer, Roy & Campbell, Danny, 2020. "Does attribute order influence attribute-information processing in discrete choice experiments?," Resource and Energy Economics, Elsevier, vol. 60(C).
    69. Boyle Kevin J. & Welsh Michael P. & Bishop Richard C., 1993. "The Role of Question Order and Respondent Experience in Contingent-Valuation Studies," Journal of Environmental Economics and Management, Elsevier, vol. 25(1), pages 80-99, July.
    70. Clark, Jeremy & Friesen, Lana, 2008. "The causes of order effects in contingent valuation surveys: An experimental investigation," Journal of Environmental Economics and Management, Elsevier, vol. 56(2), pages 195-206, September.
    71. Sandorf, Erlend Dancke & Campbell, Danny & Hanley, Nick, 2017. "Disentangling the influence of knowledge on attribute non-attendance," Journal of choice modelling, Elsevier, vol. 24(C), pages 36-50.
    72. Day, Brett & Pinto Prades, Jose-Luis, 2010. "Ordering anomalies in choice experiments," Journal of Environmental Economics and Management, Elsevier, vol. 59(3), pages 271-285, May.
    73. Thang Cong Nguyen & Jackie Robinson & Shinji Kaneko & The Chinh Nguyen, 2015. "Examining ordering effects in discrete choice experiments: A case study in Vietnam," Economic Analysis and Policy, Elsevier, vol. 45(c), pages 39-57.
    74. Tenaw G. Abate & Morten R. Mørkbak & Søren B. Olsen, 2018. "Inducing value and institutional learning effects in stated choice experiments using advanced disclosure and instructional choice set treatments," Agricultural Economics, International Association of Agricultural Economists, vol. 49(3), pages 339-351, May.
    75. Meldrum, James R. & Champ, Patricia & Bond, Craig & Schoettle, Anna, 2020. "Paired Stated Preference Methods for Valuing Management of White Pine Blister Rust: Order Effects and Outcome Uncertainty," Journal of Forest Economics, now publishers, vol. 35(1), pages 75-101, January.
    76. Célia Berchi & Jean-Marc Dupuis & Guy Launoy, 2006. "The reasons of general practitioners for promoting colorectal cancer mass screening in France," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 7(2), pages 91-98, June.
    77. repec:cup:judgdm:v:6:y:2011:i:4:p:333-342 is not listed on IDEAS
    78. Michelle S Segovia & Marco A Palma, 2021. "Testing the consistency of preferences in discrete choice experiments: an eye tracking study," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 48(3), pages 624-664.
    79. Dardanoni, Valentino & Guerriero, Carla, 2021. "Young people' s willingness to pay for environmental protection," Ecological Economics, Elsevier, vol. 179(C).
    80. Arentze, Theo & Borgers, Aloys & Timmermans, Harry & DelMistro, Romano, 2003. "Transport stated choice responses: effects of task complexity, presentation format and literacy," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 39(3), pages 229-244, May.
    81. Gabriela Scheufele & Jeff Bennett, 2012. "Response Strategies and Learning in Discrete Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 52(3), pages 435-453, July.
    82. Oppewal, Harmen & Huybers, Twan & Crouch, Geoffrey I., 2015. "Tourist destination and experience choice: A choice experimental analysis of decision sequence effects," Tourism Management, Elsevier, vol. 48(C), pages 467-476.
    83. Mokas, Ilias & Lizin, Sebastien & Brijs, Tom & Witters, Nele & Malina, Robert, 2021. "Can immersive virtual reality increase respondents’ certainty in discrete choice experiments? A comparison with traditional presentation formats," Journal of Environmental Economics and Management, Elsevier, vol. 109(C).
    84. Campbell, Danny & Boeri, Marco & Doherty, Edel & George Hutchinson, W., 2015. "Learning, fatigue and preference formation in discrete choice experiments," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 345-363.
    85. Jiang, Qi & Penn, Jerrod & Hu, Wuyang, 2022. "Learning and fatigue effects in real discrete choice experiments," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322516, Agricultural and Applied Economics Association.
    86. Robert J. Johnston & Kevin J. Boyle & Wiktor (Vic) Adamowicz & Jeff Bennett & Roy Brouwer & Trudy Ann Cameron & W. Michael Hanemann & Nick Hanley & Mandy Ryan & Riccardo Scarpa & Roger Tourangeau & Ch, 2017. "Contemporary Guidance for Stated Preference Studies," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(2), pages 319-405.
    87. Roy Brouwer & Thijs Dekker & John Rolfe & Jill Windle, 2010. "Choice Certainty and Consistency in Repeated Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 46(1), pages 93-109, May.
    88. Alberto Martín-Martín & Enrique Orduna-Malea & Emilio Delgado López-Cózar, 2018. "Coverage of highly-cited documents in Google Scholar, Web of Science, and Scopus: a multidisciplinary comparison," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(3), pages 2175-2188, September.
    89. Mario Soliño & Begoña A. Farizo & Pablo Campos, 2017. "Internal validity in discrete choice experiments: varying the position of the price attribute," Applied Economics Letters, Taylor & Francis Journals, vol. 24(13), pages 940-944, July.
    90. David A. Hensher, 2006. "How do respondents process stated choice experiments? Attribute consideration under varying information load," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(6), pages 861-878.
    91. Kevin Boyle & Semra Özdemir, 2009. "Convergent Validity of Attribute-Based, Choice Questions in Stated-Preference Studies," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 42(2), pages 247-264, February.
    92. Day, Brett & Bateman, Ian J. & Carson, Richard T. & Dupont, Diane & Louviere, Jordan J. & Morimoto, Sanae & Scarpa, Riccardo & Wang, Paul, 2012. "Ordering effects and choice set awareness in repeat-response stated preference studies," Journal of Environmental Economics and Management, Elsevier, vol. 63(1), pages 73-91.
    93. Rolfe, John & Windle, Jill, 2005. "Valuing options for reserve water in the Fitzroy Basin," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 49(1), pages 1-24.
    94. Shelley Farrar & Mandy Ryan, 1999. "Response‐ordering effects: a methodological issue in conjoint analysis," Health Economics, John Wiley & Sons, Ltd., vol. 8(1), pages 75-79, February.
    95. Trine Kjær & Mickael Bech & Dorte Gyrd‐Hansen & Kristian Hart‐Hansen, 2006. "Ordering effect and price sensitivity in discrete choice experiments: need we worry?," Health Economics, John Wiley & Sons, Ltd., vol. 15(11), pages 1217-1228, November.
    96. Katrin Auspurg & Annette Jäckle, 2017. "First Equals Most Important? Order Effects in Vignette-Based Measurement," Sociological Methods & Research, , vol. 46(3), pages 490-539, August.
    97. Roy Brouwer & Ivana Logar & Oleg Sheremet, 2017. "Choice Consistency and Preference Stability in Test-Retests of Discrete Choice Experiment and Open-Ended Willingness to Pay Elicitation Formats," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(3), pages 729-751, November.
    98. Tara Maddala & Kathryn A. Phillips & F. Reed Johnson, 2003. "An experiment on simplifying conjoint analysis designs for measuring preferences," Health Economics, John Wiley & Sons, Ltd., vol. 12(12), pages 1035-1047, December.
    99. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
    100. Jordan J. Louviere & Towhidul Islam & Nada Wasi & Deborah Street & Leonie Burgess, 2008. "Designing Discrete Choice Experiments: Do Optimal Designs Come at a Price?," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 35(2), pages 360-375, March.
    101. 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.
    102. Celia Berchi, 2006. "The reasons of general practitioners for promoting colorectal cancer mass screening in France," Post-Print halshs-00109389, HAL.
    103. Koppelman, Frank S. & Sethi, Vaneet, 2005. "Incorporating variance and covariance heterogeneity in the Generalized Nested Logit model: an application to modeling long distance travel choice behavior," Transportation Research Part B: Methodological, Elsevier, vol. 39(9), pages 825-853, November.
    104. Søren Olsen & Thomas Lundhede & Jette Jacobsen & Bo Thorsen, 2011. "Tough and Easy Choices: Testing the Influence of Utility Difference on Stated Certainty-in-Choice in Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 49(4), pages 491-510, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Robert J. Johnston & Kevin J. Boyle & Wiktor (Vic) Adamowicz & Jeff Bennett & Roy Brouwer & Trudy Ann Cameron & W. Michael Hanemann & Nick Hanley & Mandy Ryan & Riccardo Scarpa & Roger Tourangeau & Ch, 2017. "Contemporary Guidance for Stated Preference Studies," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(2), pages 319-405.
    2. Logar, Ivana & Brouwer, Roy & Campbell, Danny, 2020. "Does attribute order influence attribute-information processing in discrete choice experiments?," Resource and Energy Economics, Elsevier, vol. 60(C).
    3. Fraser, Iain & Balcombe, Kelvin & Williams, Louis & McSorley, Eugene, 2021. "Preference stability in discrete choice experiments. Some evidence using eye-tracking," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 94(C).
    4. Jürgen Meyerhoff & Malte Oehlmann & Priska Weller, 2015. "The Influence of Design Dimensions on Stated Choices in an Environmental Context," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 61(3), pages 385-407, July.
    5. 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).
    6. Nguyen, Thanh Cong & Le, Hoa Thu & Nguyen, Hang Dieu & Ngo, Mai Thanh & Nguyen, Hong Quang, 2021. "Examining ordering effects and strategic behaviour in a discrete choice experiment," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 394-413.
    7. Haghani, Milad & Bliemer, Michiel C.J. & Rose, John M. & Oppewal, Harmen & Lancsar, Emily, 2021. "Hypothetical bias in stated choice experiments: Part II. Conceptualisation of external validity, sources and explanations of bias and effectiveness of mitigation methods," Journal of choice modelling, Elsevier, vol. 41(C).
    8. Ahi, Jülide Ceren & Aanesen, Margrethe & Kipperberg, Gorm, 2023. "Testing the sensitivity of stated environmental preferences to variations in choice architecture," Ecological Economics, Elsevier, vol. 205(C).
    9. Weng, Weizhe & Morrison, Mark & Boyle, Kevin & Boxall, Peter, 2017. "The effect of the number of alternatives in a choice experiment with an application to the Macquarie Marshes, AU," 2017 Annual Meeting, February 4-7, 2017, Mobile, Alabama 252836, Southern Agricultural Economics Association.
    10. Mikołaj Czajkowski & Marek Giergiczny & William H. Greene, 2012. "Learning and Fatigue Effects Revisited. The Impact of Accounting for Unobservable Preference and Scale Heterogeneity on Perceived Ordering Effects in Multiple Choice Task Discrete Choice Experiments," Working Papers 2012-08, Faculty of Economic Sciences, University of Warsaw.
    11. Erlend Dancke Sandorf & Danny Campbell, 2019. "Accommodating satisficing behaviour in stated choice experiments," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 46(1), pages 133-162.
    12. Sandorf, Erlend Dancke & Crastes dit Sourd, Romain & Mahieu, Pierre-Alexandre, 2018. "The effect of attribute-alternative matrix displays on preferences and processing strategies," Journal of choice modelling, Elsevier, vol. 29(C), pages 113-132.
    13. Thijs Dekker & Paul Koster & Roy Brouwer, 2014. "Changing with the Tide: Semiparametric Estimation of Preference Dynamics," Land Economics, University of Wisconsin Press, vol. 90(4), pages 717-745.
    14. Campbell, Danny & Boeri, Marco & Doherty, Edel & George Hutchinson, W., 2015. "Learning, fatigue and preference formation in discrete choice experiments," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 345-363.
    15. Meyerhoff, Jürgen & Glenk, Klaus, 2015. "Learning how to choose—effects of instructional choice sets in discrete choice experiments," Resource and Energy Economics, Elsevier, vol. 41(C), pages 122-142.
    16. Daniel R. Petrolia & Matthew G. Interis & Joonghyun Hwang, 2018. "Single-Choice, Repeated-Choice, and Best-Worst Scaling Elicitation Formats: Do Results Differ and by How Much?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 69(2), pages 365-393, February.
    17. Mandy Ryan & Nicolas Krucien & Frouke Hermens, 2018. "The eyes have it: Using eye tracking to inform information processing strategies in multi‐attributes choices," Health Economics, John Wiley & Sons, Ltd., vol. 27(4), pages 709-721, April.
    18. Marcel F. Jonker & Bas Donkers & Esther de Bekker‐Grob & Elly A. Stolk, 2019. "Attribute level overlap (and color coding) can reduce task complexity, improve choice consistency, and decrease the dropout rate in discrete choice experiments," Health Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 350-363, March.
    19. Weng, Weizhe & Morrison, Mark & Boyle, Kevin J. & Boxall, Peter C., 2017. "The effect of the number of alternatives in choice experiment questions," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 259179, Agricultural and Applied Economics Association.
    20. Oehlmann, Malte & Meyerhoff, Jürgen & Mariel, Petr & Weller, Priska, 2017. "Uncovering context-induced status quo effects in choice experiments," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 59-73.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:eejocm:v:51:y:2024:i:c:s1755534524000216. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/journal-of-choice-modelling .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.