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© 2026 Yehezkiel Wiradhika

Hotel Guest Segmentation Engine

June 15, 2025

Overview

A Machine Learning guest segmentation engine designed for hospitality management. It analyzes guest booking history, stay frequency, expenditure patterns, and seasonal preferences using unsupervised clustering algorithms.

Key Features

  • K-Means Clustering & RFM Analysis: Segmented customers into distinct behavioral cohorts (high-value loyalists, budget travelers, seasonal guests).
  • Feature Engineering: Normalized multi-dimensional booking metrics and handled outliers with robust scaling.
  • Actionable Insights: Provided data-driven recommendations for targeted marketing campaigns and dynamic room pricing.

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