This repository contains an analysis of customer satisfaction metrics for an airline company. The dataset includes a wide range of features related to customer demographics, travel characteristics, and satisfaction measurements. The objective is to identify areas of improvement and provide actionable insights to enhance customer satisfaction.
- Airline_Satisfaction.docx: A detailed report outlining the analysis process, key findings, and actionable recommendations.
- Data Analysis Scripts: Scripts and calculations (not included in this repository) used for metric correlation, satisfaction mapping, and Net Promoter Score (NPS) calculations.
The dataset contains:
- Customer Information:
- ID
- Gender
- Age
- Type of Travel
- Class
- Flight Distance
- Measurement Metrics:
- Inflight WiFi Service
- Departure/Arrival Time Convenience
- Ease of Online Booking
- Gate Location
- Food and Drink
- Online Boarding
- Seat Comfort
- Inflight Entertainment
- On-Board Service
- Leg Room Service
- Baggage Handling
- Check-In Service
- Inflight Service
- Cleanliness
- Additional Metrics:
- Departure Delay in Minutes
- Arrival Delay in Minutes
- Overall Measurements:
- Satisfaction (1-5 scale)
- Net Promoter Score (NPS)
- The analysis identifies correlations between various metrics and overall satisfaction.
- NPS for the dataset is calculated as 3.22%, indicating areas for significant improvement.
- Specific customer segments, such as Eco Class business travelers, have notably low satisfaction scores.
- Correlation Analysis:
- Determined the relationship between individual metrics and overall satisfaction.
- Satisfaction Map:
- Created using standardized CSS scores to identify unmet customer needs.
- Net Promoter Score (NPS):
- Calculated both as a percentage and a value using custom formulas.
- Review the detailed findings in the
Airline_Satisfaction.docx
file. - Use the outlined methods as a guide to conduct similar analyses on other datasets.
- Implement improvements based on identified pain points, such as enhancing Eco Class services for business travelers.