Russell Cottam
@russellcottam
Quant Analytics Manager and financial modeler specializing in credit risk, climate risk, and economic capital modeling.
What I'm looking for
I’m an analytical financial modeler and Quant Analytics Manager with a career spanning credit risk, market risk, and economic capital models across consumer and commercial sectors. I began as Key’s original model validation manager and then expanded into operational risk modeling, CCAR/CECL modeling, climate risk, and anti-money laundering and fraud initiatives.
At Key Bank, I built and advanced Probability of Default (PD) methodologies, including logistic regression and ordinal logistic regression, enhanced with fractional polynomials, restricted cubic splines, and weight of evidence. I also introduced the Begg and Grey methodology while working with Oliver Wyman to develop consumer real estate CCAR model components.
I lead Loss Given Default (LGD) modeling using approaches such as the zero-one inflated beta method, fractional logistic regression, and regression trees. For climate risk, I helped translate external catastrophe modeling outputs into Loan-to-Value (LTV) and Debt Service Cover Ratio (DSCR) shocks and run them through Key’s internal CECL and risk rating models—an early, first-of-its-kind climate risk model for quantifying real estate portfolio risk under climate scenarios.
Before finance, I spent years at NASA Glenn Research Center modeling space plasma dynamics—where I introduced a unique partial differential equation solving method using low-order Chebyshev polynomials in connected subdomains with dynamic boundaries.
Experience
Work history, roles, and key accomplishments
Quant Analytics Manager
Key Bank
Dec 2017 - Sep 2023 (5 years 9 months)
Collaborated on multidisciplinary teams assessing financial and climate-related risks, with an emphasis on loss modeling for commercial and consumer real estate and student loans. Developed PD and LGD methodologies, introduced the Begg and Grey approach for a consumer real estate CCAR model, and supported climate-risk loss translation and fraud check-holding rules using classification trees.
Investigated neural network cost functions from a nonlinear dynamics perspective, including chaotic or emergent behavior, and tested particle swarm optimization as an alternative to gradient descent with momentum for global minima.
Economic Capital Modeler
Key Bank
Dec 2012 - Dec 2017 (5 years)
Improved Key’s modeling capabilities across the economic capital spectrum by implementing methods from extreme value theory for operational risk economic capital.
Model Risk Management Manager
Key Bank
Mar 2007 - Dec 2012 (5 years 9 months)
Led a team of five analysts validating models across the enterprise, including interest rate, market, and credit risk, as well as economic capital.
Education
Degrees, certifications, and relevant coursework
The Pennsylvania State University
Doctor of Philosophy (PhD) in Physics, Physics
PhD in Physics with a thesis titled "Pion Electroproduction from Nuclei."
Carnegie-Mellon University
Bachelor of Science (BS) in Physics, Physics
Bachelor of Science in Physics.
Availability
Location
Authorized to work in
Job categories
Skills
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