Rahul R.
Data Analyst @Wiliot
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WORK HISTORY
Data Analyst @Wiliot
San Mateo, CA, US
Machine Learning: Worked on feature engineering, model evaluation, and parameter tuning to improve robustness of tree-based models designed to detect object location changes across multiple sites.• Signal-Based Movement Detection: Developed statistical models using EWMA with dynamic variance, Kalman Filters, and T-Test–based methods to infer object movement from noisy large-scale datasets (100m+) of Bluetooth Low Energy signals. Scaled to national deployment across 4500+ sites. Co-developed a Bayesian Markov Model deployed at 200+ sites, contributing to model architecture and deployment strategy.• Dashboarding & Monitoring: Built and maintained 20+ Tableau and Databricks dashboards for real-time monitoring of ML models, infrastructure health, and experimental KPIs across nationwide deployments.• Analytics Repository: Designed and implemented standardized functions for sample size estimation, incorporating clustering effects and Cohen adjustments, and confidence interval calculation using bootstrapping, t-tests, and binomial tests in the internal analytics library, enabling efficient experiment planning across the team.• Workflow Optimization: Optimized large-scale data jobs (100M+ rows) through SQL/PySpark query optimization, migrating workflows from Pandas to PySpark, and identification of redundant internet gateways, improving latencies and lowering deployed infrastructure costs.• Field Experimentation & Deployment: Led data validation and analytics for large-scale warehouse infrastructure pilots, tracking over 100 million objects/year to develop a blueprint for future nationwide deployments.• Tools & Technologies: Python, PySpark, SQL, Tableau, Databricks, Git.
EDUCATION
University of Oxford
Master of Engineering - MEng, Biomedical/Medical Engineering
University of California, Davis
Master of Science - MS, Business Analytics
ABOUT RAHUL R.
MS in Business Analytics Graduate from UC Davis (2023) with a background in Data…
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