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Experience Marketing: Concepts, Frameworks and Consumer Insights
Open accessAbstract
Experience is a new and exciting concept marketing academia and practice. This monograph reviews the various meanings of experience as the term is used in philosophy, psychology, and in consumer behavior and marketing. I will discuss the key concepts of experience marketing such as experiential value, different types of experiences, the distinction between ordinary and extraordinary experiences and experience touchpoints. I will also review the empirical findings that provide consumer insights on experiences — such as how experiences are remembered, whether positive and negative experiences can co-exist, how experiential attributes are processed and whether experiences are rational. Practical frameworks for managing and marketing experiences will be discussed. I will conclude with an exploration of how experience marketing can contribute to customer happiness.
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Citations
Cites
(1975) · PhilPapers (PhilPapers Foundation) · Cited by 36,737
The satisfaction with life scale
Diener, E., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985) · Journal of Personality Assessment · doi:10.1207/s15327752jpa4901_13 · Cited by 31,768
Conceptualizing, Measuring, and Managing Customer-Based Brand Equity
Keller, K. L. (1993) · Journal of Marketing · doi:10.1177/002224299305700101 · Cited by 14,686
Flow: the psychology of optimal experience
(1990) · Choice Reviews Online · doi:10.5860/choice.28-0597 · Cited by 12,637
Positive psychology: An introduction.
Seligman, M. E. P., & Csikszentmihalyi, M. (2000) · American Psychologist · doi:10.1037/0003-066x.55.1.5 · Cited by 11,351
The Experiential Aspects of Consumption: Consumer Fantasies, Feelings, and Fun
Holbrook, M. B., & Hirschman, E. C. (1982) · Journal of Consumer Research · doi:10.1086/208906 · Cited by 8,275
Well-being : the foundations of hedonic psychology
Kahneman, D. J., Diener, E. F., & Schwarz, N. (1999) · Cited by 7,466
Servicescapes: The Impact of Physical Surroundings on Customers and Employees
Bitner, M. J. (1992) · Journal of Marketing · doi:10.2307/1252042 · Cited by 7,271
Barsalou, L. W. (1999) · Behavioral and Brain Sciences · doi:10.1017/s0140525x99002149 · Cited by 6,887
Work and/or Fun: Measuring Hedonic and Utilitarian Shopping Value
Babin, B. J., Darden, W. R., & Griffin, M. (1994) · Journal of Consumer Research · doi:10.1086/209376 · Cited by 6,020
Measuring the involvement construct
Zaichkowsky, J. L. (1985) · Journal of Consumer Research · doi:10.1086/208520 · Cited by 6,013
Controlled and automatic human information processing: I. Detection, search, and attention.
Schneider, W., & Shiffrin, R. M. (1977) · Psychological Review · doi:10.1037/0033-295x.84.1.1 · Cited by 5,902
Aaker, D. A. (1995) · Cited by 4,431
Brand Experience: What is It? How is it Measured? Does it Affect Loyalty?
Brakus, J. J., Schmitt, B. H., & Zarantonello, L. (2009) · Journal of Marketing · doi:10.1509/jmkg.73.3.052 · Cited by 4,415
Self-citationDimensions of Brand Personality
Aaker, J. L. (1997) · Journal of Marketing Research · doi:10.1177/002224379703400304 · Cited by 4,033
Muniz, A. M., & O'Guinn, T. C. (2001) · Journal of Consumer Research · doi:10.1086/319618 · Cited by 3,998
The Field behind the Screen: Using Netnography for Marketing Research in Online Communities
Kozinets, R. V. (2002) · Journal of Marketing Research · doi:10.1509/jmkr.39.1.61.18935 · Cited by 3,962
Diary Methods: Capturing Life as it is Lived
Bolger, N., Davis, A., & Rafaeli, E. (2003) · Annual Review of Psychology · doi:10.1146/annurev.psych.54.101601.145030 · Cited by 3,843
Heuristics and Biases: The Psychology of Intuitive Judgment
Bottom, W. P., Gilovich, T., Griffin, D., & Kahneman, D. (2004) · The Academy of Management Review · doi:10.2307/20159081 · Cited by 3,536
Measuring the Customer Experience in Online Environments: A Structural Modeling Approach
Novak, T. P., Hoffman, D. L., & Yung, Y.-F. (2000) · Marketing Science · doi:10.1287/mksc.19.1.22.15184 · Cited by 3,189
Ideas: General Introduction to Pure Phenomenology.
Osborn, A. D., & Husserl, E. (1932) · The Journal of Philosophy · doi:10.2307/2015791 · Cited by 3,173
Customer experience creation: Determinants, dynamics and management strategies
Verhoef, P. C., Lemon, K. N., Parasuraman, A., Roggeveen, A., Tsiros, M., & Schlesinger, L. A. (2009) · Journal of Retailing · doi:10.1016/j.jretai.2008.11.001 · Cited by 3,140
Dewey, J. (1929) · W W Norton & Co eBooks · doi:10.1037/13377-000 · Cited by 2,874
Waterman, A. S. (1993) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.64.4.678 · Cited by 2,820
Bither, S. W., Howard, J. A., & Sheth, J. N. (1971) · Journal of Marketing · doi:10.2307/1250571 · Cited by 2,795
The Ties That Bind: Measuring the Strength of Consumers’ Emotional Attachments to Brands
Thomson, M., MacInnis, D. J., & Whan Park, C. (2005) · Journal of Consumer Psychology · doi:10.1207/s15327663jcp1501_10 · Cited by 2,713 · cited 1×
“Experience also differs from the effect of strong emotional bonds between a consumer and a brand (Thomson et al., 2005; Park and MacInnis, 2006; Park et al., 2010).”
BackgroundThe experience economy: work is theatre & every business a stage
(1999) · Choice Reviews Online · doi:10.5860/choice.37-2254 · Cited by 2,681
Priming and Human Memory Systems
Tulving, E., & Schacter, D. L. (1990) · Science · doi:10.1126/science.2296719 · Cited by 2,595
River Magic: Extraordinary Experience and the Extended Service Encounter
Arnould, E. J., & Price, L. L. (1993) · Journal of Consumer Research · doi:10.1086/209331 · Cited by 2,572
Welcome to the experience economy
Benneworth, P. (2019) · University of Twente Research Information · Cited by 2,568
Park, C. W., Macinnis, D. J., Priester, J., Eisingerich, A. B., & Iacobucci, D. (2010) · Journal of Marketing · doi:10.1509/jmkg.74.6.1 · Cited by 2,290
Subcultures of Consumption: An Ethnography of the New Bikers
Schouten, J. W., & McAlexander, J. H. (1995) · Journal of Consumer Research · doi:10.1086/209434 · Cited by 2,228
Measuring the hedonic and utilitarian dimensions of consumer attitude
Voss, K. E., Spangenberg, E. R., & Grohmann, B. (2003) · Journal of Marketing Research · doi:10.1509/jmkr.40.3.310.19238 · Cited by 2,151
Feelings as information: informational and motivational functions of affective states
Schwarz, N. (1989) · OpenGrey (Institut de l'Information Scientifique et Technique) · Cited by 1,954
Atmospheric Effects on Shopping Behavior
Turley, L. W., & Milliman, R. E. (2000) · Journal of Business Research · doi:10.1016/s0148-2963(99)00010-7 · Cited by 1,923
Brand Synthesis: The Multidimensionality of Brand Knowledge
Keller, K. L. (2003) · Journal of Consumer Research · doi:10.1086/346254 · Cited by 1,907
Choice Based on Reasons: The Case of Attraction and Compromise Effects
Simonson, I. (1989) · Journal of Consumer Research · doi:10.1086/209205 · Cited by 1,812
How to Sustain the Customer Experience:
Gentile, C., Spiller, N., & Noci, G. (2007) · European Management Journal · doi:10.1016/j.emj.2007.08.005 · Cited by 1,779
The Sacred and the Profane in Consumer Behavior: Theodicy on the Odyssey
Belk, R. W., Wallendorf, M., & Sherry, Jr. (1989) · Journal of Consumer Research · doi:10.1086/209191 · Cited by 1,778
Customer delight: Foundations, findings, and managerial insight
Oliver, R. (1997) · Journal of Retailing · doi:10.1016/s0022-4359(97)90021-x · Cited by 1,648
Liberatory Postmodernism and the Reenchantment of Consumption
Firat, A. F., & Venkatesh, A. (1995) · Journal of Consumer Research · doi:10.1086/209448 · Cited by 1,629
Recognition memory for words, sentences, and pictures
Shepard, R. N. (1967) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(67)80067-7 · Cited by 1,537
Shafir, E. (1993) · Cognition · doi:10.1016/0010-0277(93)90034-s · Cited by 1,453
Consumer culture and modernity
Slater, D. (1997) · Cited by 1,439
Psychology from An Empirical Standpoint
Brentano, F. (2014) · Routledge eBooks · doi:10.4324/9781315747446 · Cited by 1,408
Implicit memory: Retention without remembering.
Roediger, H. L. (1990) · American Psychologist · doi:10.1037//0003-066x.45.9.1043 · Cited by 1,313
We Are What We Post? Self-Presentation in Personal Web Space
Jensen Schau, H., & Gilly, M. C. (2003) · Journal of Consumer Research · doi:10.1086/378616 · Cited by 1,255
Duration neglect in retrospective evaluations of affective episodes.
Fredrickson, B. L., & Kahneman, D. (1993) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.65.1.45 · Cited by 1,228
To Do or to Have? That Is the Question.
Van Boven, L., & Gilovich, T. (2003) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.85.6.1193 · Cited by 1,195
General introduction to a pure phenomenology
Husserl, E., & Kersten, F. (1982) · M. Nijhoff eBooks · Cited by 981
Degeratu, A. M., Rangaswamy, A., & Wu, J. (2000) · International Journal of Research in Marketing · doi:10.1016/s0167-8116(00)00005-7 · Cited by 966
Service Positioning through Structural Change
Shostack, G. L. (1987) · Journal of Marketing · doi:10.1177/002224298705100103 · Cited by 928
Lemke, F., Clark, M., & Wilson, H. (2011) · Journal of the Academy of Marketing Science · doi:10.1007/s11747-010-0219-0 · Cited by 898
Nonprofits Are Seen as Warm and For-Profits as Competent: Firm Stereotypes Matter
Aaker, J., Vohs, K. D., & Mogilner, C. (2010) · Journal of Consumer Research · doi:10.1086/651566 · Cited by 898
Cova, B., & Pace, S. (2006) · European Journal of Marketing · doi:10.1108/03090560610681023 · Cited by 852
Revisiting Consumption Experience: A More Humble but Complete View of the Concept
Carù, A., & Cova, B. (2003) · Marketing Theory · doi:10.1177/14705931030032004 · Cited by 851
Atmospheric Affect as a Tool for Creating Value and Gaining Share of Customer
Babin, B. J., & Attaway, J. S. (2000) · Journal of Business Research · doi:10.1016/s0148-2963(99)00011-9 · Cited by 823
Understanding Customer Experience
Richardson, A. (2015) · Cited by 806
Environmental color, consumer feelings, and purchase likelihood
Bellizzi, J. A., & Hite, R. E. (1992) · Psychology & Marketing · doi:10.1002/mar.4220090502 · Cited by 769
Holistic Package Design and Consumer Brand Impressions
Orth, U. R., & Malkewitz, K. (2008) · Journal of Marketing · doi:10.1509/jmkg.72.3.064 · Cited by 705
The Influence of Unity and Prototypicality on Aesthetic Responses to New Product Designs
Veryzer, Jr., & Hutchinson, J. W. (1998) · Journal of Consumer Research · doi:10.1086/209516 · Cited by 673
Symbolic Interactionism and Cultural Studies: The Politics of Interpretation
Denzin, N. K. (2007) · Wiley eBooks · doi:10.1002/9780470698969 · Cited by 670
Guidelines for Selecting or Modifying Logos
Henderson, P. W., & Cote, J. A. (1998) · Journal of Marketing · doi:10.1177/002224299806200202 · Cited by 654
Play, Flow, and the Online Search Experience
Mathwick, C., & Rigdon, E. (2004) · Journal of Consumer Research · doi:10.1086/422111 · Cited by 614
Introspecting about Reasons can Reduce Post-Choice Satisfaction
Wilson, T. D., Lisle, D. J., Schooler, J. W., Hodges, S. D., Klaaren, K. J., & LaFleur, S. J. (1993) · Personality and Social Psychology Bulletin · doi:10.1177/0146167293193010 · Cited by 612
The Information Processing of Pictures in Print Advertisements
Edell, J. A., & Staelin, R. (1983) · Journal of Consumer Research · doi:10.1086/208944 · Cited by 583
Choosing Less‐Preferred Experiences For the Sake of Variety
Ratner, R. K., Kahn, B. E., & Kahneman, D. (1999) · Journal of Consumer Research · doi:10.1086/209547 · Cited by 562
Emotion and Rationality: A Critical Review and Interpretation of Empirical Evidence
Pham, M. T. (2007) · Review of General Psychology · doi:10.1037/1089-2680.11.2.155 · Cited by 552
The effects of color in store design.
Bellizzi, J. A., Crowley, A. E., & Hasty, R. W. (1983) · Journal of Retailing · Cited by 541
Affect Monitoring and the Primacy of Feelings in Judgment
Pham, M. T., Cohen, J. B., Pracejus, J. W., & Hughes, G. D. (2001) · Journal of Consumer Research · doi:10.1086/322896 · Cited by 518
Using Diaries for Social Research
Alaszewski, A. (2006) · SAGE Publications Ltd eBooks · doi:10.4135/9780857020215 · Cited by 510
Mathwick, C., Malhotra, N. K., & Rigdon, E. (2002) · Journal of Retailing · doi:10.1016/s0022-4359(01)00066-5 · Cited by 499
Seeing the Voice of the Customer: Metaphor-based Advertising Research
Zaltman, G., & Higie, R. A. (1995) · Journal of Advertising Research · Cited by 491
Paradox and the Consumption of Authenticity through Reality Television
Rose, R. L., & Wood, S. L. (2005) · Journal of Consumer Research · doi:10.1086/432238 · Cited by 477
Using the brand experience scale to profile consumers and predict consumer behaviour
Zarantonello, L., & Schmitt, B. H. (2010) · Journal of Brand Management · doi:10.1057/bm.2010.4 · Cited by 473
Self-citationEffects of Color as an Executional Cue in Advertising: They're in the Shade
Gorn, G. J., Chattopadhyay, A., Yi, T., & Dahl, D. W. (1997) · Management Science · doi:10.1287/mnsc.43.10.1387 · Cited by 455
Meaningful Brands from Meaningless Differentiation: The Dependence on Irrelevant Attributes
Carpenter, G. S., Glazer, R., & Nakamoto, K. (1994) · Journal of Marketing Research · doi:10.1177/002224379403100302 · Cited by 445
Marketing Aesthetics: The Strategic Management of Brands, Identity, and Image
Hardy, T., Schmitt, B. H., & Simonson, A. (1999) · Design Issues · doi:10.2307/1511791 · Cited by 441
Self-citationSawhney, M. S., Balasubramanian, S., & Krishnan, V. (2004) · Dialnet (Universidad de la Rioja) · Cited by 396
Towards the ‘perfect’ customer experience
Frow, P., & Payne, A. (2007) · Journal of Brand Management · doi:10.1057/palgrave.bm.2550120 · Cited by 386
Product Experience Is Seductive
Hoch, S. J. (2002) · Journal of Consumer Research · doi:10.1086/344422 · Cited by 379
Experiences extended across time: Evaluation of moments and episodes
Varey, C., & Kahneman, D. (1992) · Journal of Behavioral Decision Making · doi:10.1002/bdm.3960050303 · Cited by 371
Impression Management using Typeface Design
Henderson, P. W., Giese, J. L., & Cote, J. A. (2004) · Journal of Marketing · doi:10.1509/jmkg.68.4.60.42736 · Cited by 355
Tuan Pham, M. (2004) · Journal of Consumer Psychology · doi:10.1207/s15327663jcp1404_5 · Cited by 355
Peak experience, peak performance, and flow: A comparative analysis of positive human experiences.
Privette, G. (1983) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.45.6.1361 · Cited by 353
Store atmosphere, mood and purchasing behavior
Spies, K., Hesse, F., & Loesch, K. (1997) · International Journal of Research in Marketing · doi:10.1016/s0167-8116(96)00015-8 · Cited by 352
Gestalt characteristics of experiences: the defining features of summarized events
Ariely, D., & Carmon, Z. (2000) · Journal of Behavioral Decision Making · doi:10.1002/(sici)1099-0771(200004/06)13:2<191::aid-bdm330>3.0.co;2-a · Cited by 344
On the Consumption of Negative Feelings
Andrade, E. B., & Cohen, J. B. (2007) · Journal of Consumer Research · doi:10.1086/519498 · Cited by 341
Priceless: Turning Ordinary Products into Extraordinary Experiences
LaSalle, D., & Britton, T. A. (2002) · Medical Entomology and Zoology · Cited by 337
Bäckström, K., & Johansson, U. (2006) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2006.02.005 · Cited by 327
Building strong brands in Asia: selecting the visual components of image to maximize brand strength
Henderson, P. W., Cote, J. A., Leong, S. M., & Schmitt, B. (2003) · International Journal of Research in Marketing · doi:10.1016/j.ijresmar.2003.03.001 · Cited by 311
Self-citationIntroduction to consumer value
(2002) · Consumer Value · doi:10.4324/9780203010679-5 · Cited by 310
Meyers-Levy, J., & Peracchio, L. A. (1995) · Journal of Consumer Research · doi:10.1086/209440 · Cited by 299
The content and structure of laypeople's concept of pleasure
Dubé, L., & Le Bel, J. (2003) · Cognition and Emotion · doi:10.1080/02699930302295 · Cited by 272
Brand Sense: Build Powerful Brands through Touch, Taste, Smell, Sight, and Sound
Lindström, M., & Kotler, P. (2005) · Medical Entomology and Zoology · Cited by 271
The Pursuit of Happiness: Time, Money, and Social Connection
Mogilner, C. (2010) · Psychological Science · doi:10.1177/0956797610380696 · Cited by 266
Ramanathan, S., & Williams, P. (2007) · Journal of Consumer Research · doi:10.1086/519149 · Cited by 263
MacInnis, D. J., & Folkes, V. S. (2010) · Journal of Consumer Research · doi:10.1086/644610 · Cited by 256
Customer Experience Management
Schmitt, B. H. (2009) · Gabler eBooks · doi:10.1007/978-3-8349-8078-6_33 · Cited by 248
Self-citationPicture-Word Consistency and the Elaborative Processing of Advertisements
Houston, M. J., Childers, T. L., & Heckler, S. E. (1987) · Journal of Marketing Research · doi:10.2307/3151383 · Cited by 243
What’s In and What’s Out: Questions on the Boundaries of the Attitude Construct
Park, C. W., & MacInnis, D. J. (2006) · Journal of Consumer Research · doi:10.1086/504122 · Cited by 238
In Search of Homo Economicus: Cognitive Noise and the Role of Emotion in Preference Consistency
Lee, L., Amir, O., & Ariely, D. (2009) · Journal of Consumer Research · doi:10.1086/597160 · Cited by 229
A Photo Elicitation Study of the Meanings of Outdoor Adventure Experiences
Loeffler, T. A. (2004) · Journal of Leisure Research · doi:10.1080/00222216.2004.11950035 · Cited by 219
The Role of Consumers' Intuitions in Inference Making
Broniarczyk, S. M., & Alba, J. W. (1994) · Journal of Consumer Research · doi:10.1086/209406 · Cited by 215
Two Roads to Updating Brand Personality Impressions: Trait versus Evaluative Inferencing
Johar, G. V., Sengupta, J., & Aaker, J. L. (2005) · Journal of Marketing Research · doi:10.1509/jmkr.2005.42.4.458 · Cited by 207
Interrupted Consumption: Disrupting Adaptation to Hedonic Experiences
Nelson, L. D., & Meyvis, T. (2008) · Journal of Marketing Research · doi:10.1509/jmkr.45.6.654 · Cited by 200
Brown, C. L., & Carpenter, G. S. (2000) · Journal of Consumer Research · doi:10.1086/209569 · Cited by 179
Hsee, C. K., Yang, Y., Li, N., & Shen, L. (2009) · Journal of Marketing Research · doi:10.1509/jmkr.46.3.396 · Cited by 165
Goal-Based Construction of Preferences: Task Goals and the Prominence Effect
Fischer, G. W., Carmon, Z., Ariely, D., & Zauberman, G. (1999) · Management Science · doi:10.1287/mnsc.45.8.1057 · Cited by 160
Automatic and Strategic Processes in Advertising Effects
Grunert, K. G. (1996) · Journal of Marketing · doi:10.1177/002224299606000408 · Cited by 159
Happier: Learn the Secrets to Daily Joy and Lasting Fulfillment
Ben‐Shahar, T. (2007) · Cited by 139
Subjective reports and process dissociation: Fluency, knowing, and feeling
Kelley, C. M., & Jacoby, L. L. (1998) · Acta Psychologica · doi:10.1016/s0001-6918(97)00039-5 · Cited by 138
Managing Brand Experience: The Market Contact Audit™
Chattopadhyay, A., & Laborie, J.-L. (2005) · Journal of Advertising Research · doi:10.1017/s0021849905050129 · Cited by 105
Feeling the Future: The Emotional Oracle Effect
Pham, M. T., Lee, L., & Stephen, A. T. (2012) · Journal of Consumer Research · doi:10.1086/663823 · Cited by 79
The Impact of Common Features on Consumer Preferences: A Case of Confirmatory Reasoning
Chernev, A. (2001) · Journal of Consumer Research · doi:10.1086/319622 · Cited by 78
On Feelings as a Heuristic for Making Offers in Ultimatum Negotiations
Stephen, A. T., & Pham, M. T. (2008) · Psychological Science · doi:10.1111/j.1467-9280.2008.02198.x · Cited by 58
Production and Reproduction of Consumer Culture in Virtual Communities
Darmody, A., & Kedzior, R. (2009) · Cited by 3
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The Relative Importance of Perceived Ease of Use in IS Adoption: A Study of E-Commerce Adoption
Drexel University, Gefen, D., Straub, D., & Georgia State University (2000) · Journal of the Association for Information Systems · doi:10.17705/1jais.00008 · Cited by 1,833
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Campos, A. C., Mendes, J., Valle, P. O. D., & Scott, N. (2018) · Current Issues in Tourism · doi:10.1080/13683500.2015.1081158 · Cited by 655
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Metadata
- Authors
- Schmitt, B.
- Venue
- Foundations and Trends® in Marketing
- Publisher
- Emerald
- Published
- 2011-05-18
- Volume
- 5
- Issue
- 2
- Pages
- 55-112
- ISSN
- 1555-0753 (ISSN-L)
- 1555-0761
- OpenAlex
- W2004792309
- Cited by
- 428
- References
- 117
- FWCI
- 10.25
- Type
- journal article
- Language
- en
- Open access
- diamond
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