Enriching Scanner Panel Models with Choice Experiments
AbstractThis research examines the methods, viability, and benefits of pooling scanner panel choice data with compatible preference data from designed choice experiments. The fact that different choice data sources have diverse strengths and weaknesses suggests it might be possible to pool multiple sources to achieve improved models, due to offsetting advantages and disadvantages. For example, new attributes and attribute levels not included in the scanner panel data can be introduced via the choice experiment, while the scanner panel data captures preference dynamics, which is, at best, difficult with experimental data. Our application, involving liquid laundry detergent, establishes the feasibility and desirability of doing such augmentations of scanner panel data: The joint scanner panel/choice experiment model has significantly better prediction performance on a holdout data set than does a pure scanner panel model. Thus, we extend the concept of choice into another domain and demonstrate that data enrichment can add significantly to one's understanding of preferences reflected in scanner panel data.
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Bibliographic InfoArticle provided by INFORMS in its journal Marketing Science.
Volume (Year): 22 (2003)
Issue (Month): 4 (September)
Data Enrichment; Choice Models; Scanner Panel; Choice Experiment;
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- Michael P. Keane & Nada Wasi, 2013. "The Structure of Consumer Taste Heterogeneity in Revealed vs. Stated Preference Data," Economics Papers 2013-W10, Economics Group, Nuffield College, University of Oxford.
- Els Breugelmans & Katia Campo & Els Gijsbrechts, 2007.
"Shelf sequence and proximity effects on online grocery choices,"
Springer, vol. 18(1), pages 117-133, June.
- Breugelmans, Els & Campo, Katia & Gijsbrechts, Els, 2007. "Shelf sequence and proximity effects on online grocery choices," Open Access publications from Maastricht University urn:nbn:nl:ui:27-19521, Maastricht University.
- Breugelmans Els & Campo Katia & Gijsbrechts Els, 2005. "Shelf Sequence and Proximity Effects on Online Grocery Choices," Research Memoranda 052, Maastricht : METEOR, Maastricht Research School of Economics of Technology and Organization.
- Louviere, Jordan J. & Islam, Towhidul, 2008. "A comparison of importance weights and willingness-to-pay measures derived from choice-based conjoint, constant sum scales and best-worst scaling," Journal of Business Research, Elsevier, vol. 61(9), pages 903-911, September.
- J. Burez & D. Van Den Poel, 2008. "Handling class imbalance in customer churn prediction," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 08/517, Ghent University, Faculty of Economics and Business Administration.
- G. Verstraeten & D. Van Den Poel, 2006. "Using Predicted Outcome Stratified Sampling to Reduce the Variability in Predictive Performance of a One-Shot Train-and-Test Split for Individual Customer Predictions," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 06/360, Ghent University, Faculty of Economics and Business Administration.
- David Hansen, 2004. "Assessing Industrial Buyer Preferences: Using the Swait-Louviere Test to Test the Key Informant Assumption," Marketing Letters, Springer, vol. 15(4), pages 223-236, December.
- Breugelmans, Els & Campo, Katia & Gijsbrechts, Els, 2006. "The effects of shelf display on online grocery choices," Open Access publications from Katholieke Universiteit Leuven urn:hdl:123456789/121145, Katholieke Universiteit Leuven.
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