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Ayan MukherjeeAM
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Ayan Mukherjee

@ayanmukherjee

I build fraud analytics, deployed rules, and BI dashboards for marketplaces.

India
Message

What I'm looking for

I'm looking to apply SQL, Python, statistical modeling, and explainable ML to high-impact analytics problems, particularly in fraud, risk, marketplace, and BI environments where I can deploy and monitor data products.

At LatentView Analytics, I own fraud-risk analytics for Lyft's rider and driver marketplace, partnering on rule design, deployment, and post-launch monitoring.

I've used advanced SQL and Python to build predicate-based fraud rules deployed through Git workflows, reducing losses by approximately $246.5K per week. I also designed whitelisting rules that reduced friction for around 2 million users per week and unlocked approximately $125K per week in revenue.

I build and ship monitoring dashboards in Mode Analytics, Hex, Tableau, and Power BI, and developed an agentic AI system for autonomous fraud-rule optimization and sunsetting.

Earlier at EY GDS, I built a cyclic-payment prediction model with 99.3% accuracy and automated weekly cash forecasting to save six hours. I also build explainable ML systems, including a stock-prediction platform with SHAP diagnostics and walk-forward validation.

Experience

Work history, roles, and key accomplishments

LA
Current

Risk and Fraud Analyst

LatentView Analytics

Jan 2025 - Present (1 year 7 months)

Owns fraud-risk analytics for a segment of Lyft's rider/driver marketplace, partnering with Analytics Managers on rule design, ETL/data-pipeline support, deployment, and post-launch monitoring. Built an agentic AI system for autonomous fraud-rule optimization and sunsetting, improving precision and expanding loss coverage.

EG

Technology Transformation Intern

EY GDS

May 2023 - Jul 2023 (2 months)

Designed a model to analyze and predict cyclic payments based on receipts and tax filings with 99.3% accuracy. Automated a process and saved the firm 6 hours on weekly cash forecasting.

Education

Degrees, certifications, and relevant coursework

Vellore Institute of Technology logoVT

Vellore Institute of Technology

Bachelor of Technology, Computer Science with AI and ML

2020 - 2024

Grade: 8.54 CGPA

Pursued a Bachelor of Technology in Computer Science with a specialization in AI and ML, achieving a CGPA of 8.54.

TS

The PSBB Millennium School

AISSCE (12th Board), Computer Science with Mathematics

Grade: 94.2%

Completed higher secondary education (AISSCE) with a focus on Computer Science and Mathematics, achieving a percentage of 94.2%.

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