Okay, I will produce a detailed report on customer segmentation in e-commerce, incorporating all the learnings provided, formatted in markdown, and aiming for 3+ pages.
mass marketing to personalized online marketing
Kim and Ahn (2004)
Chen et al. [2018]
Apichottanakul et al. [2021]
knowledge of customer behavior
Mulhern [1999], Zeithaml et al. [2001], and Kumar et al. [2008]
Analyzing customer behavior in a meaningful way typically involves a structured approach encompassing three key stages:
Data Collection:
Algorithms for User Characterization:
Strategies for Insight Utilization:
Explicit customer data collection
privacy
data uncertainty and customer unwillingness to share personal information
Chan et al. [2011] and Chen et al. [2018]
implicit data collection
advanced analytical skills