Hybrid individualized two-level choice-based conjoint (HIT-CBC): A new method for measuring preference structures with many attribute levels

作者: Felix Eggers , Henrik Sattler

DOI: 10.1016/J.IJRESMAR.2009.01.002

关键词: Empirical researchConjoint analysisFlexibility (engineering)Preference (economics)EconometricsPrice levelEconomicsArtificial intelligencePredictive validityWillingness to payMachine learningTransformation (function)

摘要: Abstract The authors introduce hybrid individualized two-level choice-based conjoint (HIT-CBC), which combines self-explicated preference measurement (SE) with analysis (CBC). CBC part is adapted individually to a choice design that uses only the best and worst levels of each attribute identified in SE phase. Prior knowledge about allows HIT-CBC generate an adaptive efficient (i.e., Pareto-optimal, balanced, orthogonal, minimally overlapping) easy implement. Whereas existing approaches suffer from number-of-levels effect, avoids this problem because it reduces every two levels. Thus, appropriate for problems many imbalanced Furthermore, transformation exemplifies new favorable way account consumer heterogeneity. In addition, introduces possibility using willingness-to-pay measures as price levels, results more flexibility modeling demand functions (e.g., identifying thresholds). A simulation study empirical show robust predictive validity compared standard approach, illustrate advantages pricing study.

参考文章(44)
Leigh McAlister, Choice models for buyer behavior JAI Press. ,(1982)
Peeter W.J. Verlegh, Hendrik N.J. Schifferstein, Dick R. Wittink, Range and Number-of-Levels Effects in Derived and Stated Measures of Attribute Importance Marketing Letters. ,vol. 13, pp. 41- 52 ,(2002) , 10.1023/A:1015063125062
William L. Moore, Jason Gray-Lee, Jordan J. Louviere, A Cross-Validity Comparison of Conjoint Analysis and Choice Models at Different Levels of Aggregation Marketing Letters. ,vol. 9, pp. 195- 207 ,(1998) , 10.1023/A:1007913100332
MADELEINE E. PULLMAN, KIMBERLY J. DODSON, WILLIAM L. MOORE, A Comparison of Conjoint Methods When There Are Many Attributes Marketing Letters. ,vol. 10, pp. 125- 138 ,(1999) , 10.1023/A:1008036829555
Karen Gedenk, Henrik Sattler, The impact of price thresholds on profit contribution — Should retailers set 9-ending prices? Journal of Retailing. ,vol. 75, pp. 33- 57 ,(1999) , 10.1016/S0022-4359(99)80003-7
Min Ding, An incentive-aligned mechanism for conjoint analysis Journal of Marketing Research. ,vol. 44, pp. 214- 223 ,(2007) , 10.1509/JMKR.44.2.214
Roselinde Kessels, Peter Goos, Martina Vandebroek, A Comparison of Criteria to Design Efficient Choice Experiments Journal of Marketing Research. ,vol. 43, pp. 409- 419 ,(2006) , 10.1509/JMKR.43.3.409
Peter E. Rossi, Greg M. Allenby, A Bayesian Approach to Estimating Household Parameters Journal of Marketing Research. ,vol. 30, pp. 171- 182 ,(1993) , 10.1177/002224379303000204
Olivier Toubia, Duncan I. Simester, John R. Hauser, Ely Dahan, Fast Polyhedral Adaptive Conjoint Estimation Marketing Science. ,vol. 22, pp. 273- 303 ,(2003) , 10.1287/MKSC.22.3.273.17743