Marketing Analytics
This page showcases my hands-on experience using data analytics, visualization and strategic insight to solve real-world marketing & business problems.
1. Customer Satisfaction Analysis for United Airline
Culminating (Graduate thesis) project focused on data-driven customer segmentation, satisfaction analysis, and actionable marketing recommendations for United Airlines using secondary data from real anonymized airline company.
- ๐ฏ Focus: Airline passenger satisfaction, inflight service quality, and customer segmentation
- ๐ Tools used: R and Excel
- Methodology: Logistic regression, decision tree, random forest, descriptive analysis.
- ๐ Outcome: Identified top drivers of customer satisfaction and proposed tailored service improvements & actionable marketing recommendation.
- Visualization: Dashboard for Inflight Service Quality
Below is an embedded preview of the dashboard created for the United Airlines project:
2. Branding Strategy for Up ENERGY PROTEIN POPCORN
Up ENERGY Popcorn is a unique snack product that combines traditional popcorn with a caffeine boostโderived from green tea extract or coffee beansโto serve as a convenient alternative to coffee or energy drinks.
- ๐ฏ Focus: Help a functional snack brand grow sales by improving brand awareness, attracting new customers, and building community.
- ๐ Tools used: R, GenAI
- ๐ฌ Methodology: Survey design, Descriptive Analysis, T-test, ANOVA, Regression
- ๐ Outcome: Identified key drivers of purchase intent and awareness. Delivered clear, data-backed recommendations to enhance digital campaigns and brand messaging.
- ๐ Visualization: Figures below are sample analysis visual from the Up Energy Popcorn project

