Actuarial & Data Science-Led Risk Advisory

Rigorous credit risk analytics for commercial real estate lenders and developers.

Musemakweli Risk Advisory combines actuarial science, statistics and deep banking experience to help CRE lenders, developers and portfolio managers quantify default risk, loss severity and exposure — and make better-underwritten decisions.

What we do

We build and validate the risk models banks, credit funds and developers rely on — and put them in the hands of the people who use them.

Bayesian Scorecard Development

PD, LGD and EAD scorecards that combine expert underwriting judgment with industry loss data through formal Bayesian methods.

Portfolio Risk Assessment

Deal- and portfolio-level default risk assessment across property types, markets and sponsor profiles.

Model Validation & Governance

Independent review of credit risk models against Basel and IFRS 9 expected-credit-loss standards.

The CRE Engine

Our flagship analytical tool: an AI-assisted underwriting expert paired with a transparent Bayesian scorecard for PD, LGD and EAD — plus cashflow scenario stress-testing and tailored mitigation strategies.

PD · LGD · EAD → Expected Loss

Elicit expert-informed priors, blend with industry benchmarks, stress-test cashflows, and get ranked mitigation strategies — in one workflow.

Open the CRE Engine →

Why Musemakweli

Actuarial rigor

Led by an FCIA actuary and MSc data scientist with extensive banking experience across CRE credit portfolios — models are built to a standard that holds up to regulatory and credit-committee scrutiny.

Built for practitioners

Tools designed to be used directly by underwriters and portfolio managers, not just presented in a slide deck.