Abstract
Market segmentation lies ‘at the heart of successful marketing’ (McDonald 2010), yet market segmentation solutions are not trivial to interpret, especially if consumers are segmented using post hoc or a posteriori or data-driven segmentation, where several consumer characteristics are analysed simultaneously to identify or construct market segments. In fact, 65% of marketing managers admit to having difficulties with the interpretation of data-driven market segmentation solutions. In this study we develop novel ways of visualising segmentation solutions using graphical statistics methodology. The proposed plots help academics and practitioners to interpret complex market segmentation solutions, thus improving the practical usability of market segmentation, reducing the risk of misinterpretation and contributing to closing the much-lamented ‘theory–practice divide’ in market segmentation.
References
| Ailawadi, K. L. , Neslin, S. A. , & Gedenk, K. (2001) Pursuing the value-conscious consumer: store brands versus national brand promotions Journal of Marketing, 65, 1, pp 71–89. Google Scholar | SAGE Journals | ISI | |
| Andriotis, K. , & Vaughan, R. D. (2003) Urban residents' attitudes toward tourism development: the case of Crete Journal of Travel Research, 42, 2, pp 172–185. Google Scholar | SAGE Journals | |
| Becken, S. , Simmons, D. , & Frampton, C. (2003) Segmenting tourists by their travel pattern for insights into achieving energy efficiency Journal of Travel Research, 42, 1, pp 48–53. Google Scholar | SAGE Journals | |
| Beh, A. , & Bruyere, B. L. (2007) Segmentation by visitor motivation in three Kenyan national reservesTourism Management, 28, 6, pp 1464–1471. Google Scholar | Crossref | ISI | |
| Bennion, ML (1986) Segmentation and positioning in a basic industryIndustrial Marketing Management, 16, 9, pp 9–18. Google Scholar | |
| Bock, T. (2010) Improving the display of correspondence analysis using moon plots International Journal of Market Research, 53, 3, pp 307–326. Google Scholar | |
| Bodapati, A. V. , & Gupta, S. (2004) The recoverability of segmentation structure from store-level aggregate data Journal of Marketing Research, 41, 3, pp 351–364. Google Scholar | Abstract | |
| Bottomley, P. , & Nairn, A. (2004) Blinded by science: the managerial consequences of inadequately validated cluster analysis solutions International Journal of Market Research, 46, 2, pp 171–187. Google Scholar | Abstract | ISI | |
| Castro, C. B. , Armario, E. M. , & Ruiz, D. M. (2007) The influence of market heterogeneity on the relationship between a destination's image and tourists' future behaviorTourism Management, 28, 1, pp 175–187. Google Scholar | Crossref | |
| Chambers, J. M. , Cleveland, W. S. , Kleiner, B. , & Tukey, P. A. (1993) Graphical Methods for Data Analysis. Belmont, CA: Wadsworth International Google Scholar | |
| Chen, C -H , Härdle, W. K. , & Unwin, A. (eds), (2008) Handbook of Data Visualization Springer Handbooks of Computational Statistics Berlin: Springer Verlag Google Scholar | |
| Choffrey, J -M , & Lilien, G. L. (1980) Industrial market segmentation, in Choffrey, J -M & Lilien, G. L. (eds) Marketing Planning for New Industrial Products New York: John Wiley and Sons, pp 74–91 Google Scholar | |
| Chung, K. Y. , Oh, S. Y. , Kim, S. S. , & Han, S. Y. (2004) Three representative market segmentation methodologies for hotel guest room customersTourism Management, 25, 4, pp 429–441. Google Scholar | Crossref | |
| Cleveland, W. S. (1993) Visualizing Data Summit, NJ: Hobart Press Google Scholar | |
| Dibb, S. , & Simkin, L. (1994) Implementation problems in industrial market segmentationIndustrial Marketing Management, 23, 1, pp 55–63. Google Scholar | Crossref | |
| Dibb, S. , & Simkin, L. (1997) A program for implementing market segmentation Journal of Business and Industrial Marketing, 12, 1, pp 51–65. Google Scholar | Crossref | |
| Dolnicar, S. (2004) Beyond ‘commonsense segmentation’: a systematics of segmentation approaches in tourism Journal of Travel Research, 42, 3, pp 244–250. Google Scholar | SAGE Journals | |
| Dolnicar, S. , & Lazarevski, K. (2009) Methodological reasons for the theory/practice divide in market segmentation Journal of Marketing Management, 25, 3-4, pp 357–373. Google Scholar | Crossref | |
| Dolnicar, S. , & Leisch, F. (2003) Winter tourist segments in Austria: identifying stable vacation styles using bagged clustering techniques Journal of Travel Research, 41, pp 281–292. Google Scholar | SAGE Journals | |
| Dolnicar, S. , & Leisch, F. (2008) An investigation of tourists' patterns of obligation to protect the environment Journal of Travel Research, 46, 4, pp 381–391. Google Scholar | SAGE Journals | |
| Dolnicar, S. , & Leisch, F. (2010) Evaluation of structure and reproducibility of cluster solutions using the bootstrapMarketing Letters, 21, 1, pp 83–101. Google Scholar | Crossref | ISI | |
| Doyle, P. , Saunders, J. , & Wong, V. (1985) Japanese marketing strategies in the UK: a comparative study Journal of International Business Studies, 17, 1, pp 27–46. Google Scholar | |
| Ehrenberg, AS C (1977) Rudiments of numeracy Journal of the Royal Statistical Society, A., 140, 3, pp 277–297. Google Scholar | Crossref | ISI | |
| Ehrenberg, AS C (1978) Graphs or tablesThe Statistician, 27, 2, pp 87–96. Google Scholar | |
| Fuller, J. , & Matzler, K. (2008) Customer delight and market segmentation: an application of the three-factor theory of customer satisfaction on life style groupsTourism Management, 29, 1, pp 116–126. Google Scholar | Crossref | |
| Greenberg, M. , & McDonald, S. (1989) Successful needs/benefits segmentation: a user's guide Journal of Consumer Marketing, 6, 3, pp 29–37. Google Scholar | |
| Haley, R. I. (1968) Benefit segmentation: a decision oriented research tool Journal of Marketing, 32, 30, pp 30–35. Google Scholar | Abstract | |
| Hennig, C. (2004) Asymmetric linear dimension reduction for classification Journal of Computational and Graphical Statistics, 13, 4, pp 1–17. Google Scholar | |
| Horneman, L. , Carter, R. W. , Wei, S. , & Ruys, H. (2002) Profiling the senior traveler: an Australian perspective Journal of Travel Research, 41, 1, pp 23–37. Google Scholar | SAGE Journals | |
| Hsu, CHC , & Lee, E -J (2002) Segmentation of senior motorcoach travelers Journal of Travel Research, 40, 4, pp 363–373. Google Scholar | |
| Leisch, F. (2006) A toolbox for k-centroids cluster analysisComputational Statistics and Data Analysis, 51, 2, pp 526–544. Google Scholar | Crossref | ISI | |
| Leisch, F. (2008) Visualization of cluster analysis and finite mixture models, in Chen, C -H , Härdle, W. , & Unwin, A. (eds) Handbook of Data Visualization Springer Handbooks of Computational Statistics Berlin: Springer Verlag Google Scholar | |
| Leisch, F. (2010) Neighborhood graphs, stripes and shadow plots for cluster visualizationStatistics and Computing, 20, 4, pp 457–469. Google Scholar | ISI | |
| Lo, A. , Law, R. , & Cheung, C. (2011) Segmenting leisure travelers by risk reduction strategies Journal of Travel & Tourism Marketing, 28, 8, pp 828–839. Google Scholar | Crossref | ISI | |
| Martinetz, T. M. , Berkovich, S. G. , & Schulten, K. J. (1993) ‘Neural-gas’ network for vector quantization and its application to time-series predictionIEEE Transactions on Neural Networks, 4, 4, pp 558–569. Google Scholar | Crossref | |
| Mazanec, J. A. (1997) Segmenting city tourists into vacation styles, in Grabler, K., Maier, G., Mazanec, J. A. & Wöber, K. (eds) International City Tourism: Analysis and Strategy. The Cutting Edge of Tourism New York: Continuum International Publishing, pp 114-128 Google Scholar | |
| Mazanec, J. A. (2000) Market segmentation, in Jafari, J. (ed) Encyclopedia of Tourism London: Routledge Google Scholar | |
| Mazumdar, T. , & Papatla, P. (2000) An investigation of reference price segments Journal of Marketing Research, 37, 2, pp 246–258. Google Scholar | Crossref | ISI | |
| McDonald, M. (2010) Existentialism - a school of thought based on a conception of the absurdity of the universe International Journal of Market Research, 52, 4, pp 427–430. Google Scholar | |
| Murrell, P. (2006) R Graphics London: Chapman & Hall/CRC Google Scholar | |
| Myers, J. H. , & Tauber, E. M. (1977) Market Structure Analysis Chicago: American Marketing Association Google Scholar | |
| Nairn, A. , & Bottomley, P. (2003) Something approaching science? Cluster analysis procedures in the CRM era International Journal of Market Research, 45, 2, pp 241–261. Google Scholar | |
| Palmer, R. A. , & Millier, P. (2004) Segmentation: identification, intuition, and implementationIndustrial Marketing Management, 33, 8, pp 779–785. Google Scholar | ISI | |
| R Development Core Team (2012) R: A Language and Environment for Statistical Computing Vienna: R Foundation for Statistical Computing Google Scholar | |
| Reinartz, W. J. , & Kumar, V. (2000) On the profitability of long-life customers in a noncontractual setting: an empirical investigation and implications for marketing Journal of Marketing, 64, 4, pp 17–35. Google Scholar | SAGE Journals | ISI | |
| Smith, W. R. (1956) Product differentiation and market segmentation as alternative marketing strategies Journal of Marketing, 21, 1, pp 3–9. Google Scholar | SAGE Journals | ISI | |
| Tufte, E. R. (1983) The Visual Display of Quantitative Information Cheshire, Connecticut: Graphics Press Google Scholar | |
| Tufte, E. R. (1997) Visual Explanations Cheshire, Connecticut: Graphics Press Google Scholar | |
| Tukey, J. W. (1977) Exploratory Data Analysis Reading, MA: Addison-Wesley Google Scholar | |
| Varki, S. , & Chintagunta, P. K. (2004) The augmented latent class model: incorporating additional heterogeneity in the latent class model for panel data Journal of Marketing Research, 41, 2, pp 226–233. Google Scholar | SAGE Journals | |
| Wedel, M. , & Kamakura, W. A. (1998) Market Segmentation: Conceptual and Methodological Foundations Boston: Kluwer Academic Publishers Google Scholar | |
| Wilkinson, L. (2005) The Grammar of Graphics New York: Springer Verlag Google Scholar | |
| Wind, Y. (1978) Issues and advances in segmentation research Journal of Marketing Research, 15, 3, pp 317–338. Google Scholar | SAGE Journals | ISI | |
| Zins, A. (2008) Market segmentation in tourism: a critical review of 20 years' research efforts, in Kronenberg, SMC , Peters, M. , Pikkemaat, B. , & Weiermair, K. (eds) From the ‘OLD’ to the ‘NEW’ Tourism: Managing Change in the Tourism Industry Berlin: Erich Schmidt Verlag, pp 289–301 Google Scholar |
