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Developing a high-performance clustering framework for global market segmentation and strategic profiling

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ABSTRACT The purpose of market segmentation is to develop marketing programs customized to each segment. The purpose of this paper is to develop a high-performance clustering framework for market segmentation… Click to show full abstract

ABSTRACT The purpose of market segmentation is to develop marketing programs customized to each segment. The purpose of this paper is to develop a high-performance clustering framework for market segmentation and profiling. The context of the paper is global; however, the procedure is equally usable in the international and domestic contexts. The framework consists of four modules. In Module 1 the data preparation is conducted. Module 2 deals with the number of clusters, selection the clustering algorithm and decision about clustering on all data points in a database. Module 3 evaluates the performance of the clustering algorithms and Module 4 is an interactive layer during which the results are analyzed and linked into the experts’ opinion. The high-performance framework was tested with a dataset in the cell-phone market and included data from various country markets (N = 1254). All clustering methods used brought consistent results indicating the validity of the modular approach.

Keywords: market; performance clustering; performance; framework; market segmentation; high performance

Journal Title: Journal of Strategic Marketing
Year Published: 2019

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