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Ramesh LaxmisanRL
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Ramesh Laxmisan

@rameshlaxmisan

Quantitative risk advisor at Fannie Mae who adapted LLMs for model reviews and automated review work with generative AI.

United States
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At Fannie Mae, I adapted large language models for model review by building prompt libraries and automating several review types with generative AI tools. I also reviewed models across areas including CCAR/CECL, AI/ML, capital management, and SOFR adoption.

At JP Morgan Chase & Co, I developed, tested, and implemented a new AWM HNW Mortgage model for PPNR, CECL, budgeting, and stress testing. Its prepayment and default components used supervised and unsupervised machine learning, and I helped enable production deployment with C++.

Earlier, I created an asset stress-testing model at AIG for Fed CCAR and internal capital decisions, and built valuation models for mortgage loans and illiquid mezzanine debt at Goldman, Sachs & Co. My work has spanned quantitative modeling, model risk, stress testing, and machine learning across financial institutions.

Experience

Work history, roles, and key accomplishments

BC

Senior Consultant, Capital Models Analytics and Development

Apr 2021 - Nov 2021 (7 months)

Advised on LIBOR Transition topics and quantitative modeling. Built SOFR and LIBOR CCAR/PPNR models for wholesale loan portfolios using Python.

JP Morgan Chase logoJC

Assistant Vice-President, Portfolio Management

Aug 2003 - Apr 2006 (2 years 8 months)

Created the process for valuing the funding and FTP associated with each of Chase's mortgage portfolios. Findings used to make weekly and quarterly funding decisions.

SG

Analyst

Sakti Group

Feb 2002 - Aug 2003 (1 year 6 months)

Prepared a trade processing system and front end that monitored messaging, and performed portfolio analysis using Bloomberg/C++.

AM

Consultant, Risk Management

Alpha Investment Management

Aug 2001 - Oct 2001 (2 months)

Created central database repository and reporting tools on different funds based on region, strategy, and product types.

Merrill Lynch logoML

Internship, Private Wealth Management

Merrill Lynch

Dec 1999 - Jan 2000 (1 month)

Internship in Private Wealth Management, Comparative Analysis.

Education

Degrees, certifications, and relevant coursework

Amazon Web Services logoAS

Amazon Web Services

AWS Certified Solution Architect, Cloud Architecture

AWS Certified Solution Architect certification in progress.

Cornell University logoCU

Cornell University

Master of Engineering, Operations Research and Information Engineering

Master of Engineering in Operations Research and Information Engineering with a Dean's Certificate in Financial Engineering.

Indian Institute of Technology Madras logoIM

Indian Institute of Technology Madras

Bachelor of Technology, Metallurgical Engineering

Bachelor of Technology in Metallurgical Engineering.

Stanford University logoSU

Stanford University

Machine Learning, Machine Learning

Machine Learning certification from Stanford University via Coursera.

deeplearning.ai logoDE

deeplearning.ai

Deep Learning Specialization, Deep Learning

Deep Learning Specialization, a five-course specialization from deeplearning.ai.

Tech stack

Software and tools used professionally

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