Abstract

The study presents some results of customer paths’ analysis in a shopping mall. Bluetooth-based technology is used to collect data. The event log containing spatiotemporal information is analyzed with process mining. Process mining is a technique that enables one to see the whole process contrary to data-centric methods. The use of process mining can provide a readily-understandable view of the customer paths. We installed iBeacon devices, a Bluetooth-based positioning system, in the shopping mall. During December 2017 and January and February 2018, close to 8000 customer data were captured. We aim to investigate customer behaviors regarding gender by using their paths. We can determine the gender of customers if they go to the men’s bathroom or women’s bathroom. Since the study has a comprehensive scope, we focused on male and female customers’ behaviors. This study shows that male and female customers have different behaviors. Their duration and paths, in general, are not similar. In addition, the study shows that the process mining technique is a viable way to analyze customer behavior using Bluetooth-based technology.

Highlights

  • Customer loyalty has critical importance for business continuity

  • The data used in this research were collected in one of the major shopping malls in Istanbul

  • There were 1293 cases that showed the number of customer paths in each visit

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Summary

Introduction

Customer loyalty has critical importance for business continuity. The underlying problem is to understand customers. There are some research works on the relationship between customer loyalty and individualized proposals. Infosys Company says companies that offer customer-oriented solutions have a big advantage concerning customer loyalty, such that 78%. Of consumers will be repeat customers [1]. As another example, Microsoft asserts that 73% of customers prefer companies that offer individualized purchasing solutions [2]. Customer experience will be more important than product and price by 2020 [3]. The research indicates the importance of understanding today’s customers having a digital purchasing experience

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