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krushang rathodKR
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krushang rathod

@krushangrathod

Analytics Engineer at Metropolitan Family Services who built a BigQuery warehouse and cut reporting discrepancies by 30%.

United States
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At Metropolitan Family Services, I built a Zoom-to-BigQuery pipeline that transcribes weekly outreach calls and extracts structured incident records, cutting manual note-taking by three hours each week.

I modeled a 120GB BigQuery warehouse in dbt Core, bringing Apricot, REDCap, and Salesforce data into one governed source behind eight Looker dashboards. This reduced reporting discrepancies by 30%.

I also engineered event-driven ingestion and data quality checks that load 50,000 records weekly, while an LLM schema mapper reduced manual intervention when partner formats changed. KPI-driven models helped program leadership direct outreach and violence-intervention staff toward high-risk areas, contributing to a 15% reduction in violent incident hotspots.

Previously, at Data Edge, I used SQL and Tableau to analyze multi-client sales data, helping reduce overstock by 18% and manual reporting effort by 35%. In personal projects, I built an XGBoost model for car insurance risk segmentation and a RAG assistant for answering questions about car ownership documents.

Experience

Work history, roles, and key accomplishments

MS
Current

Analytics Engineer

Metropolitan Family Services

May 2024 - Present (2 years 5 months)

Built a Zoom to BigQuery pipeline on Cloud Run transcribing weekly outreach calls with Whisper and extracting structured incident records via LLM with JSON schema validation, cutting 3 hours of manual note taking weekly at 94% recall. Modeled a 120GB BigQuery warehouse in dbt Core unifying Apricot, REDCap, and Salesforce, replacing spreadsheet reconciliation with one governed source of truth behin

DE

Data Analyst

Data Edge

Feb 2023 - Apr 2024 (1 year 2 months)

Designed reusable SQL UDFs in MySQL to standardize sales categorization logic, translating inconsistent multi-source data into decision-ready metrics used across 12 client-facing reports. Analyzed customer purchase behavior and seasonal trends across multi-client datasets using SQL, surfacing insights that reduced overstock by 18%.

Education

Degrees, certifications, and relevant coursework

University of Illinois at Chicago logoUC

University of Illinois at Chicago

Master of Science, Management Information Systems

Grade: 3.8/4.0

Master of Science in Management Information Systems from the University of Illinois at Chicago, completed in December 2022.

Udemy logoUD

Udemy

AI Engineer Core Track, Artificial Intelligence

Completed the AI Engineer Core Track covering LLM Engineering, RAG, QLoRA, and Agents.

Udemy logoUD

Udemy

Complete A.I. & Machine Learning, Data Science Bootcamp, Data Science

Completed the Complete A.I. & Machine Learning, Data Science Bootcamp.

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