Developed and integrated Retrieval-Augmented Generation (RAG) agents for online marketing content and return policy, enhancing customer interaction and support using OpenAI, LangChain, and LangGraph; integrated into the customer chatbot.
Created a Store Associate AI Agent MVP to assist with inventory and product searches within the store, improving operational efficiency.
Data Scientist, Inventory Management
GAP INC
Seattle, United States
08.2022 - 12.2023
Developed ML models (XGBoost, CatBoost, LightGBM) for size-level demand forecasting using 3+ years of data
Enabled $18M in quarterly revenue via optimized inventory allocation
Built category preference models and monitored using MLflow in Azure Databricks
Worked with supply chain and merchandising to deploy data-driven strategies
Data Science Leader
Impact Analytics
Bangalore, India
01.2021 - 07.2021
Spearheaded statistical model development, achieving $2M in revenue through optimized markdown strategies
Designed and implemented A/B testing frameworks for model performance evaluation
Led team in developing evaluation methodologies for inventory optimization, reducing overstock by 10%
Established core metrics and KPIs for measuring business impact across product initiatives
Senior Data Scientist
Impact Analytics
Bangalore, India
07.2019 - 12.2020
Enhanced predictive model accuracy to 90% through improved evaluation methods
Developed statistical frameworks for measuring promotion effectiveness
Implemented quality control processes for large-scale data analysis
Created automated pipelines for continuous model performance monitoring
Data Scientist
Impact Analytics
Bangalore, India
06.2017 - 06.2019
Enhanced data modeling processes, boosting predictive accuracy
Developed promotional strategies for retail, increasing profitability
Analyzed statistical data to identify ineffective promotions
Collaborated with cross-functional teams to improve promotional strategies