Using Attribute Importance Rankings within Discrete Choice Experiments: an application to Valuing Bread Attributes

In this paper we present results from a Choice Experiment (CE) incorporating respondent debrie ng ranking information about attribute importance employing a modi ed Mixed Logit using Bayesian methods. Our results indicate that a CE debrie ng question that asks respondents to rank the importance of attributes, as opposed to simply indicating attendance or non-attendance, helps to explain the resulting choices. We also examine how mode of survey delivery (online and mail) impacts model performance and nd that our results are not substantively a¤ected by the mode of survey delivery. We conclude that the ranking data is a complementary source of information about respondent utility functions within CE.

[1]  Kenneth Train,et al.  Mixed Logit with Bounded Distributions of Correlated Partworths , 2005 .

[2]  D. Hensher,et al.  Revealing the extent of process heterogeneity in choice analysis , 2009 .

[3]  Riccardo Scarpa,et al.  Incorporating Discontinuous Preferences into the Analysis of Discrete Choice Experiments , 2008 .

[4]  Model Selection in the Bayesian Mixed Logit with Misreporting , 2006 .

[5]  Kenneth Train,et al.  Mixed Logit with Bounded Distributions of Partworths , 2003 .

[6]  Iain Fraser,et al.  Model selection for the mixed logit with Bayesian estimation , 2009 .

[7]  David A. Hensher,et al.  Using Conditioning on Observed Choices to Retrieve Individual-Specific Attribute Processing Strategies , 2010 .

[8]  David F. Layton,et al.  Random Coefficient Models for Stated Preference Surveys , 2000 .

[9]  D. Rigby,et al.  The Self Selection of Complexity in Choice Experiments , 2012 .

[10]  David A. Hensher,et al.  The implications on willingness to pay of respondents ignoring specific attributes , 2004 .

[11]  David A. Hensher,et al.  Monitoring Choice Task Attribute Attendance in Nonmarket Valuation of Multiple Park Management Services: Does It Matter? , 2010, Land Economics.

[12]  David A. Hensher,et al.  Modelling attribute non-attendance in choice experiments for rural landscape valuation , 2009 .

[13]  John Rolfe,et al.  Comparing Responses from Internet and Paper-Based Collection Methods in more Complex Stated Preference Environmental Valuation Surveys , 2011 .

[14]  I. Fraser,et al.  Functional Ingredients and Food Choice: Results from a Choice Experiment , 2010 .

[15]  Iain Fraser,et al.  Food choice, health information and functional ingredients: An experimental auction employing bread , 2012 .

[16]  Klaus G. Grunert,et al.  A review of European research on consumer response to nutrition information on food labels , 2007, Journal of Public Health.

[17]  Donald M. Waldman,et al.  (www.interscience.wiley.com) DOI: 10.1002/jae.984 LEARNING AND FATIGUE DURING CHOICE EXPERIMENTS: A COMPARISON OF ONLINE AND MAIL SURVEY MODES , 2022 .

[18]  Raffaele Zanoli,et al.  Inferred and Stated Attribute Non‐Attendance in Food Choice Experiments , 2013 .

[19]  Henrik Lindhjem,et al.  Using Internet in Stated Preference Surveys: A Review and Comparison of Survey Modes , 2011 .

[20]  Carsten Lynge Jensen,et al.  Attending to the Reasons for Attribute Non-attendance in Choice Experiments , 2011 .

[21]  R. Nayga Fat Economics: Nutrition, Health, and Economic Policy , 2009 .

[22]  Iain Fraser,et al.  Traffic Lights and Food Choice: A Choice Experiment Examining the Relationship Between Nutritional Food Labels and Price , 2010 .

[23]  John M. Rose,et al.  Inferring attribute non-attendance from stated choice data: implications for willingness to pay estimates and a warning for stated choice experiment design , 2012 .

[24]  K. Balcombe,et al.  Stated Attribute Non‐attendance in Successive Choice Experiments , 2013 .

[25]  Dan Rigby,et al.  Skew and attribute non-attendance within the bayesian mixed logit model , 2011 .

[26]  N. Hellyer,et al.  Reporting diet-related health issues through newspapers: portrayal of cardiovascular disease and Type 2 diabetes. , 2011, Health education research.

[27]  Iain Fraser,et al.  Visual Attention and Attribute Attendance in Multi-Attribute Choice Experiments , 2015 .

[28]  Jordan J. Louviere,et al.  Exploring Scale Effects of Best/Worst Rank Ordered Choice Data to Estimate Benefits of Tourism in Alpine Grazing Commons , 2011 .

[29]  Lynn Stockley,et al.  Consumer understanding and use of nutrition labelling: a systematic review , 2005, Public Health Nutrition.

[30]  Søren Bøye Olsen,et al.  Choosing Between Internet and Mail Survey Modes for Choice Experiment Surveys Considering Non-Market Goods , 2009 .