1. Client : Pxxx Hotel (Client names have been anonymized.)

2. Applied Solution: Spatial Heatmap Analysis

3. Background: Need for traffic dispersion and reduced perceived waiting times: As wait times for breakfast and the swimming pool increased, measures were required to disperse guest visits and improve the waiting experience. 

• Peak-time Congestion: Excessive crowding during specific hours led to long queues, and a solution was needed to maintain customer satisfaction.
• Preserving Brand Value: Action was necessary to ensure the hotel's core value of 'relaxing leisure' was not compromised, especially in the pool area.
• Limitations of Manual Monitoring: Relying on staff’s visual checks made real-time response difficult and limited the ability to provide accurate wait-time information to guests.

4. Deliverables: Reduced perceived wait times and dispersed traffic by providing breakfast waiting info and pool congestion updates. 

• Breakfast Restaurant: Analyzed waiting guests at the entrance --> Provided real-time occupancy and the number of waiting guests.
• Swimming Pool: Conducted congestion analysis by lane and zone $\rightarrow$ Provided real-time visitor counts.

5. Key Achievements: 

• Maximized operational efficiency and enhanced customer satisfaction through real-time spatial analysis.
• Traffic Dispersion and Wait Time Reduction: By providing real-time congestion data, guests were encouraged to adjust their own visit times, effectively alleviating peak-time crowding.
• Optimized Resource Allocation: By analyzing Spatial Heatmap data by day and hour, the hotel identified peak demand periods in advance to improve operational efficiency.

6. Testimonial: "Instead of standing in line, our guests can now manage their time more effectively."

"The quality of hotel service is ultimately determined by how much we respect our guests' time. Previously, we could only apologize for long breakfast lines, but after adopting the Spatial Heatmap solution, guests can now check congestion levels in advance.The lane-by-lane pool analysis was particularly innovative for facility management. Operating based on data has also significantly reduced the burden on our staff. I believe this is a powerful tool for implementing 'Smart Hospitality'."

— DX Part Manager of Pxxx Hotel Chain