Project Overview
This project involved the end-to-end development of a sophisticated analytics platform for a FinTech company focused on real estate investment. The objective was to leverage cutting-edge technologies—particularly machine learning, big data analytics, and mobile development—to empower both institutional and retail investors with actionable insights, predictive modelling, and robust risk analysis.
It was in our super interest to make a huge impact through this project because of different geographical challenges, and the subjective interpretation of the rules in the human mind to translate in the technology driven decision making.
MWB was commissioned to develop a scalable, cloud native analytics platform for real estate investment, integrate machine learning algorithms to predict property value trends, implement dynamic risk assessment and scenario analysis tools and launch a user-friendly mobile application for B2C engagement.
MWB’s Contribution and Deliverables
- MWB Built an automated ETL pipeline using Apache Airflow to ingest, clean, and enrich data from MLS feeds, public real estate records, and third-party APIs (e.g., mortgage rates, economic indicators).
- Developed supervised machine learning models (XGBoost and Random Forest) trained on historical sales data, economic variables, and property features and incorporated temporal and spatial variables to improve regional prediction accuracy.
- Implemented risk scoring algorithms based on property location, market volatility, rental income stability, and interest rate fluctuations and developed a prototype of mobile application by using Flutter.
Outcome and Business Benefits
The project met lukewarm success with improved prediction accuracy of property values by estimated 18% above the baseline, reduced manual analysis time for response to customer queries and helped investors to identify and avoid high-risk properties. However, further enhancements such as including ML models for rental market prediction and customer sentiment analysis could further strengthen the outcome.