Different strategies for evaluating consumer products: Attribute- and exemplar-based approaches compared

Consumers’ purchase decisions depend on whether a product is perceived as a bargain or as overpriced. But how do consumers evaluate sales prices? The standard approach in economics, psychology, and marketing suggests that consumers’ estimates are best described by a attribute-based or piecemeal strategy that integrates information about products in a linear additive fashion. Here, we outline and test an alternative theoretical approach from the categorization literature suggesting that consumers sometimes follow an exemplar-based strategy that relies on similarity to previously encountered products. We hypothesize that people switch between these two estimation strategies depending on the context they face. To test this hypothesis, we conducted an experiment in which 64 participants repeatedly estimated the market price of different consumer products (bottles of wine). In one condition, the product prices could be well approximated with an attribute-based strategy whereas in the other condition an exemplar-based strategy worked best. Results of a subsequent testing phase indicated that participants switched between strategies depending on the structure of the presented sets. These results show that people rely on different strategies to estimate market prices, which should influence people’s consumption behavior. The results suggest that theories on categorization learning can provide a deeper insight into behavior in an economic context and allow predicting consumer behavior more accurately.

[1]  K. B. Monroe Pricing: Making Profitable Decisions , 1990 .

[2]  Linnéa Karlsson,et al.  Adult age differences in categorization and multiple-cue judgment. , 2012, Developmental psychology.

[3]  Itzhak Gilboa,et al.  A theory of case-based decisions , 2001 .

[4]  Abraham H. Maslow,et al.  Psychology as science. , 1971 .

[5]  Maria L. Cronley,et al.  Consumer Inference: A Review of Processes, Bases, and Judgment Contexts , 2004 .

[6]  M. Rotundo The relative importance of task, citizenship, and counterproductive performance to global ratings of job performance: a policy-capturing approach. , 2002, The Journal of applied psychology.

[7]  J. Rieskamp,et al.  SSL: a theory of how people learn to select strategies. , 2006, Journal of experimental psychology. General.

[8]  A. Samson,et al.  Emergency purchasing situations: implications for consumer decision-making , 2014 .

[9]  J. Busemeyer,et al.  Model Comparisons and Model Selections Based on Generalization Criterion Methodology. , 2000, Journal of mathematical psychology.

[10]  Kunal Basu,et al.  Consumers' categorization processes: An examination with two alternative methodological paradigms , 1993 .

[11]  D. Zizzo,et al.  Price lower and then higher or price higher and then lower , 2012 .

[12]  J. Rieskamp,et al.  Models of quantitative estimations: rule-based and exemplar-based processes compared. , 2009, Journal of experimental psychology. Learning, memory, and cognition.

[13]  Edward E. Smith,et al.  Categories and concepts , 1984 .

[14]  Nick Sevdalis,et al.  Quantitative assessment of expert and novice surgeons' thinking processes: an application to hernia repair. , 2011, American journal of surgery.

[15]  Henrik Olsson,et al.  Adaptive changes between cue abstraction and exemplar memory in a multiple-cue judgment task with continuous cues , 2007, Psychonomic bulletin & review.

[16]  Julian N. Marewski,et al.  Using the ACT-R architecture to specify 39 quantitative process models of decision making , 2011, Judgment and Decision Making.

[17]  J. Rieskamp,et al.  Pillars of judgment: how memory abilities affect performance in rule-based and exemplar-based judgments. , 2014, Journal of experimental psychology. General.

[18]  John G. Lynch Uniqueness Issues in the Decompositional Modeling of Multiattribute Overall Evaluations: An Information Integration Perspective , 1985 .

[19]  R. L. Keeney,et al.  Decisions with Multiple Objectives: Preferences and Value Trade-Offs , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[20]  Roger Ratcliff,et al.  Comparing categorization models. , 2004, Journal of experimental psychology. General.

[21]  A. Raftery Bayesian Model Selection in Social Research , 1995 .

[22]  B. Love,et al.  Behaviorism reborn? Statistical learning as simple conditioning , 2007 .

[23]  Jim Albert,et al.  Bayesian Computation with R , 2008 .

[24]  Joseph W. Alba,et al.  Sincere Flattery: Trade-Dress Imitation and Consumer Choice , 2004 .

[25]  Thorsten Pachur,et al.  Type of learning task impacts performance and strategy selection in decision making , 2012, Cognitive Psychology.

[26]  R. Nosofsky American Psychological Association, Inc. Choice, Similarity, and the Context Theory of Classification , 2022 .

[27]  S. Fiske Schema-triggered Affect: Applications to Social Perception , 2014 .

[28]  B. Scheibehenne,et al.  Selecting decision strategies: The differential role of affect , 2015, Cognition & emotion.

[29]  Rineke Verbrugge,et al.  Proceedings of the 34th Annual Conference of the Cognitive Science Society , 2012 .

[30]  R. Selten,et al.  Bounded rationality: The adaptive toolbox , 2000 .

[31]  P. Juslin,et al.  Exemplar effects in categorization and multiple-cue judgment. , 2003, Journal of experimental psychology. General.

[32]  H. Jeffreys,et al.  Theory of probability , 1896 .

[33]  Christer Thrane In defence of the price hedonic model in wine research , 2004 .

[34]  Stefan M. Herzog,et al.  Haunted by a doppelgänger: irrelevant facial similarity affects rule-based judgments. , 2014, Experimental psychology.

[35]  Robert C. Feenstra Exact Hedonic Price Indexes , 1995 .

[36]  Allan D. Shocker,et al.  Multiattribute Approaches for Product Concept Evaluation and Generation: A Critical Review , 1979 .

[37]  Eric J. Johnson,et al.  The adaptive decision maker , 1993 .

[38]  Carl F. Mela,et al.  The Effect of Discount Frequency and Depth on Consumer Price Judgments , 1999 .

[39]  Mark K. Johansen,et al.  Exemplar-based accounts of "multiple-system" phenomena in perceptual categorization. , 2000, Psychonomic bulletin & review.

[40]  Jeffrey N. Rouder,et al.  Bayesian t tests for accepting and rejecting the null hypothesis , 2009, Psychonomic bulletin & review.

[41]  David L. Faigman,et al.  Human category learning. , 2005, Annual review of psychology.

[42]  J. Rieskamp,et al.  Deliberation’s Blindsight , 2013, Psychological science.

[43]  Linnéa Karlsson,et al.  Why does cue polarity information provide benefits in inference problems? The role of strategy selection and knowledge of cue importance. , 2013, Acta psychologica.

[44]  Rik Pieters,et al.  Consumer Evaluation of Copycat Brands: The Effect of Imitation Type , 2012 .

[45]  Joel B. Cohen,et al.  Alternative Models of Categorization: Toward a Contingent Processing Framework , 1987 .

[46]  Yoram Wind,et al.  Multiattribute decisions in marketing : a measurement approach , 1973 .

[47]  V. Zeithaml Consumer Perceptions of Price, Quality, and Value: A Means-End Model and Synthesis of Evidence: , 1988 .

[48]  I. Brocas,et al.  Dual-process theories of decision-making: A selective survey , 2014 .

[49]  Robert M. Nosofsky,et al.  Dissociations Between Categorization and Recognition in Amnesic and Normal Individuals: An Exemplar-Based Interpretation , 1998 .

[50]  Ulrich Hoffrage,et al.  When do people use simple heuristics, and how can we tell? , 1999 .

[51]  Chaochang Chiu,et al.  Price information evaluation and prediction for broiler using adapted case-based reasoning approach , 2009, Expert Syst. Appl..

[52]  A. Bröder,et al.  When the Rule is Ruled Out: Exemplars and Rules in Decisions from Memory , 2013 .

[53]  J. Kruschke,et al.  Rules and exemplars in category learning. , 1998, Journal of experimental psychology. General.

[54]  Jeffrey N. Rouder,et al.  Default Bayes factors for ANOVA designs , 2012 .

[55]  K. Fiedler Beware of samples! A cognitive-ecological sampling approach to judgment biases. , 2000, Psychological review.

[56]  G. Schwarz Estimating the Dimension of a Model , 1978 .

[57]  L. Beach,et al.  A Contingency Model for the Selection of Decision Strategies , 1978 .

[58]  H. Simon,et al.  Invariants of human behavior. , 1990, Annual review of psychology.

[59]  Ralph L. Keeney,et al.  Decisions with multiple objectives: preferences and value tradeoffs , 1976 .

[60]  Klaus Fiedler,et al.  Taking the interface between mind and environment seriously , 2006 .

[61]  P. Todd,et al.  Ecological Rationality: Intelligence in the World , 2012 .

[62]  M. Sujan,et al.  Consumer Knowledge: Effects on Evaluation Strategies Mediating Consumer Judgments , 1985 .

[63]  P. Todd,et al.  Simple Heuristics That Make Us Smart , 1999 .

[64]  Ben R. Newell,et al.  Cue integration vs. exemplar-based reasoning in multi-attribute decisions from memory: A matter of cue representation , 2010, Judgment and Decision Making.

[65]  P. Juslin,et al.  Information integration in multiple cue judgment: A division of labor hypothesis , 2008, Cognition.

[66]  Amitava Chattopadhyay,et al.  Category Activation Model: A Spreading Activation Network Model of Subcategory Positioning When Categorization Uncertainty Is High , 2009 .

[67]  James Shanteau,et al.  Do Consumers Evaluate Products by Adding or Averaging Attribute Information , 1976 .

[68]  Jörg Rieskamp,et al.  Testing adaptive toolbox models: a Bayesian hierarchical approach. , 2013, Psychological review.

[69]  Maria Henriksson A Matter of Process Accuracy: Observing or Inferring the Criterion of Few or Many Exemplars , 2012, CogSci.

[70]  Jerker Denrell,et al.  Why most people disapprove of me: experience sampling in impression formation. , 2005, Psychological review.

[71]  M. Visser,et al.  Estimation of a hedonic price equation for Burgundy wine , 2000 .

[72]  Robert C. Blattberg,et al.  How Promotions Work , 1995 .

[73]  K. Lancaster A New Approach to Consumer Theory , 1966, Journal of Political Economy.

[74]  Gabriele Pizzi,et al.  Showing a tree to sell the forest: The impact of attribute- and alternative-based information presentation on consumers’ choices , 2014 .