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How do you do customer segmentation?

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Qualitative Insights

Quantitative Insights

 Type

Persona based

Behavior based

Predictive

What is it?Approach that blends data driven segments with qualitatively developed representation of customersAn approach that classifies customers into groups based on behavioral, transactional and other data sourcesAn approach that parses customers based on their propensities to take specific actions
 DescribingGrouping Predicting
How do you do it?Conduct interviews with customers to determine achetypesApply a clustering algorithm(k-means)Apply classification or logistic regression
When do you user itCustomize for user types even if you have limited data or analytics resourcesDiscover new, unknown segments in large amounts of dataWhich customers are likely to click, buy etc.

 

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