🔭 Data Science & Big Data
Data analysis, predictive modeling, and building intelligent systems from complex, large datasets.
Our Data Science Focus
- Predictive Analytics and Machine Learning Models
- Data Warehousing and ETL Pipeline Development
- Real-Time Data Processing (Streaming Analytics)
- Custom Business Intelligence (BI) Dashboards
Featured Project: Customer Churn Prediction
Client / Industry
Subscription Service / Media
Key Service
Machine Learning & Data Architecture
Technologies Used
Python
Apache Spark
AWS S3/Redshift
Tableau
1. The Challenge
The client struggled with a high customer churn rate, losing subscribers monthly. They lacked the tools to identify customers at risk of leaving *before* they canceled their service.
2. Our Solution
We built a Big Data pipeline on AWS and developed a Predictive Machine Learning Model that analyzes user behavior in real-time. This model scores each user's "churn risk," allowing the client's marketing team to intervene with targeted offers.
3. The Results
- 📈 Model achieved 90% accuracy in predicting customer churn.
- 💰 Reduced monthly churn rate by 22% in the first quarter.
- 🛡️ Saved the client an estimated $500,000+ in lost annual subscription revenue.