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Visual versus Text Attribute Representation in Choice Experiments

Author

Listed:
  • DeLong, Karen L.
  • Syrengelas, Konstantinos G.
  • Grebitus, Carola
  • Nayga, Rodolfo M.
Abstract
We examine the impact of attribute representation format in choice experiments on willingness to pay (WTP), and serial stated attribute non-attendance. Subjects in an online choice experiment were randomly assigned to a Visual or Text Treatment. Participants in both treatments were given the same choice sets but those in the Visual Treatment were shown pictures of the product alternatives in the choice sets as they would appear in a grocery store, while those in the Text Treatment were presented with text descriptions. Results from random parameters logit models accounting for serial stated attribute non-attendance show that more attributes were significant in the Text Treatment than the Visual Treatment, and among variables significant in both treatments, attribute WTP was higher in the Text Treatment than in the Visual Treatment. Hence, the attribute representation format should be considered when designing choice experiments.

Suggested Citation

  • 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).
    • Handle: RePEc:eee:soceco:v:94:y:2021:i:c:s2214804321000690
    DOI: 10.1016/j.socec.2021.101729
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    as
    1. Dobbs, Leah Moore & Jensen, Kimberly L. & Leffew, Megan Bruch & English, Burton C. & Lambert, Dayton M. & Clark, Christopher D., 2016. "Consumer Willingness to Pay for Tennessee Beef," Journal of Food Distribution Research, Food Distribution Research Society, vol. 47(2), pages 1-24, July.
    2. Matthews, Yvonne & Scarpa, Riccardo & Marsh, Dan, 2017. "Using virtual environments to improve the realism of choice experiments: A case study about coastal erosion management," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 193-208.
    3. Merritt, Meagan G. & Delong, Karen Lewis & Griffith, Andrew P. & Jensen, Kimberly L., 2018. "Consumer Willingness To Pay For Tennessee Certified Beef," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 50(2), pages 233-254, May.
    4. Mohammed Alemu & Morten Mørkbak & Søren Olsen & Carsten Jensen, 2013. "Attending to the Reasons for Attribute Non-attendance in Choice Experiments," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 54(3), pages 333-359, March.
    5. Glynn T. Tonsor & Robert S. Shupp, 2011. "Cheap Talk Scripts and Online Choice Experiments: "Looking Beyond the Mean"," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(4), pages 1015-1031.
    6. Alfnes, Frode & Steine, Gro, 2005. "None-of-These Bias in Stated Choice Experiments," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24761, European Association of Agricultural Economists.
    7. 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.
    8. Carola Grebitus & Anne O. Peschel & Renée Shaw Hughner, 2018. "Voluntary food labeling: The additive effect of “free from” labels and region of origin," Agribusiness, John Wiley & Sons, Ltd., vol. 34(4), pages 714-727, October.
    9. Karen E. Lewis & Carola Grebitus & Gregory Colson & Wuyang Hu, 2017. "German and British Consumer Willingness to Pay for Beef Labeled with Food Safety Attributes," Journal of Agricultural Economics, Wiley Blackwell, vol. 68(2), pages 451-470, June.
    10. repec:oup:apecpp:v:40:y:2018:i:3:p:445-460. is not listed on IDEAS
    11. Loewenstein, George, 2001. "The Creative Destruction of Decision Research," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 28(3), pages 499-505, December.
    12. Simone Mueller & Larry Lockshin & Jordan Louviere, 2010. "What you see may not be what you get: Asking consumers what matters may not reflect what they choose," Marketing Letters, Springer, vol. 21(4), pages 335-350, December.
    13. Lettie C. McKay & Karen L. DeLong & Kimberly L. Jensen & Andrew P. Griffith & Christopher N. Boyer & Dayton M. Lambert, 2019. "Estimating restaurant willingness to pay for local beef," Agribusiness, John Wiley & Sons, Ltd., vol. 35(4), pages 610-624, October.
    14. Balcombe, Kelvin & Burton, Michael & Rigby, Dan, 2011. "Skew and attribute non-attendance within the Bayesian mixed logit model," Journal of Environmental Economics and Management, Elsevier, vol. 62(3), pages 446-461.
    15. Daly, Andrew & Hess, Stephane & de Jong, Gerard, 2012. "Calculating errors for measures derived from choice modelling estimates," Transportation Research Part B: Methodological, Elsevier, vol. 46(2), pages 333-341.
    16. Jayson L. Lusk & Jutta Roosen & John A. Fox, 2003. "Demand for Beef from Cattle Administered Growth Hormones or Fed Genetically Modified Corn: A Comparison of Consumers in France, Germany, the United Kingdom, and the United States," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(1), pages 16-29.
    17. 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.
    18. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    19. Kar H. Lim & Wuyang Hu & Leigh J. Maynard & Ellen Goddard, 2013. "U.S. Consumers’ Preference and Willingness to Pay for Country-of-Origin-Labeled Beef Steak and Food Safety Enhancements," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 61(1), pages 93-118, March.
    20. Lewis, Karen E. & Grebitus, Carola & Nayga, Rodolfo M., 2016. "U.S. consumers’ preferences for imported and genetically modified sugar: Examining policy consequentiality in a choice experiment," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 65(C), pages 1-8.
    21. Hole, Arne Risa & Kolstad, Julie Riise & Gyrd-Hansen, Dorte, 2013. "Inferred vs. stated attribute non-attendance in choice experiments: A study of doctors’ prescription behaviour," Journal of Economic Behavior & Organization, Elsevier, vol. 96(C), pages 21-31.
    22. Karen E. Lewis & Carola Grebitus & Rodolfo M. Nayga Jr, 2016. "The Importance of taste in experimental auctions: consumers’ valuation of calorie and sweetener labeling of soft drinks," Agricultural Economics, International Association of Agricultural Economists, vol. 47(1), pages 47-57, January.
    23. Marit E. Kragt, 2013. "Stated and Inferred Attribute Attendance Models: A Comparison with Environmental Choice Experiments," Journal of Agricultural Economics, Wiley Blackwell, vol. 64(3), pages 719-736, September.
    24. Tiziana de-Magistris & Azucena Gracia & Rodolfo M. Nayga, 2013. "On the Use of Honesty Priming Tasks to Mitigate Hypothetical Bias in Choice Experiments," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(5), pages 1136-1154.
    25. Riccardo Scarpa & Timothy J. Gilbride & Danny Campbell & David A. Hensher, 2009. "Modelling attribute non-attendance in choice experiments for rural landscape valuation," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 36(2), pages 151-174, June.
    26. 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).
    27. Grebitus, Carola & Jensen, Helen H. & Roosen, Jutta, 2013. "US and German consumer preferences for ground beef packaged under a modified atmosphere – Different regulations, different behaviour?," Food Policy, Elsevier, vol. 40(C), pages 109-118.
    28. Claudia Townsend & Barbara E. Kahn, 2014. "The "Visual Preference Heuristic": The Influence of Visual versus Verbal Depiction on Assortment Processing, Perceived Variety, and Choice Overload," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 40(5), pages 993-1015.
    29. Rihn, Alicia & Wei, Xuan & Khachatryan, Hayk, 2019. "Text vs. logo: Does eco-label format influence consumers’ visual attention and willingness-to-pay for fruit plants? An experimental auction approach," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 82(C).
    30. He, Chenyi & Gao, Zhifeng, 2015. "Do picture labels give better idea to customers? A comparison of picture labels to traditional text describe labels in choice experiments," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205819, Agricultural and Applied Economics Association.
    31. Ellen J Van Loo & Rodolfo M NaygaJr & Danny Campbell & Han-Seok Seo & Wim Verbeke, 2018. "Using eye tracking to account for attribute non-attendance in choice experiments," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 45(3), pages 333-365.
    32. Laura O. Taylor & Ronald G. Cummings, 1999. "Unbiased Value Estimates for Environmental Goods: A Cheap Talk Design for the Contingent Valuation Method," American Economic Review, American Economic Association, vol. 89(3), pages 649-665, June.
    33. Stephane Hess & David Hensher, 2013. "Making use of respondent reported processing information to understand attribute importance: a latent variable scaling approach," Transportation, Springer, vol. 40(2), pages 397-412, February.
    34. Louviere,Jordan J. & Hensher,David A. & Swait,Joffre D., 2000. "Stated Choice Methods," Cambridge Books, Cambridge University Press, number 9780521788304, September.
    35. David Hensher & John Rose & William Greene, 2012. "Inferring attribute non-attendance from stated choice data: implications for willingness to pay estimates and a warning for stated choice experiment design," Transportation, Springer, vol. 39(2), pages 235-245, March.
    36. Vincenzina Caputo & Ellen J. Van Loo & Riccardo Scarpa & Rodolfo M. Nayga & Wim Verbeke, 2018. "Comparing Serial, and Choice Task Stated and Inferred Attribute Non†Attendance Methods in Food Choice Experiments," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(1), pages 35-57, February.
    37. Loureiro, Maria L. & Umberger, Wendy J., 2007. "A choice experiment model for beef: What US consumer responses tell us about relative preferences for food safety, country-of-origin labeling and traceability," Food Policy, Elsevier, vol. 32(4), pages 496-514, August.
    38. 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.
    39. Holbrook, Morris B & Moore, William L, 1981. "Feature Interactions in Consumer Judgments of Verbal versus Pictorial Presentations," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 8(1), pages 103-113, June.
    40. Nguyen, Thanh Cong & Robinson, Jackie & Whitty, Jennifer A. & Kaneko, Shinji & Nguyen, The Chinh, 2015. "Attribute non-attendance in discrete choice experiments: A case study in a developing country," Economic Analysis and Policy, Elsevier, vol. 47(C), pages 22-33.
    41. 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.
    42. Bateman, Ian J. & Day, Brett H. & Jones, Andrew P. & Jude, Simon, 2009. "Reducing gain-loss asymmetry: A virtual reality choice experiment valuing land use change," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 106-118, July.
    43. Grebitus, Carola & Lusk, Jayson L. & Nayga, Rodolfo M., 2013. "Explaining differences in real and hypothetical experimental auctions and choice experiments with personality," Journal of Economic Psychology, Elsevier, vol. 36(C), pages 11-26.
    44. 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.
    45. Weller, Priska & Oehlmann, Malte & Mariel, Petr & Meyerhoff, Jürgen, 2014. "Stated and inferred attribute non-attendance in a design of designs approach," Journal of choice modelling, Elsevier, vol. 11(C), pages 43-56.
    46. Karen E. Lewis & Carola Grebitus & Rodolfo M. Nayga Jr, 2016. "The Impact of Brand and Attention on Consumers’ Willingness to Pay: Evidence from an Eye Tracking Experiment," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 64(4), pages 753-777, December.
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