Portfolio
Projects and engagements spanning investment advisory, legal structuring, compliance, and AI-augmented workflows.
Highlighted projects that demonstrate how finance, law, and technology converge to create measurable impact for clients and organisations.
Designed and shipped an interactive explainer that turns abstract portfolio-risk concepts into manipulable scenarios. The app helps readers see how Sharpe ratio, VaR, CVaR, Sortino ratio, and max drawdown respond to changing assumptions instead of encountering the metrics as s...
Converted a dense risk-education topic into a hands-on learning tool that makes portfolio trade-offs legible in minutes.
Built an interactive risk management playbook written for South Africa's actual operating conditions — twin peaks regulation, load shedding, FATF greylisting, and a crime environment that makes standard BCP templates inadequate. Covers governance (SARB/FSCA, POPIA, FICA/AML),...
Produced a reference-grade enterprise risk tool used for advisory engagements with SA financial services and corporate clients.
Built a fully interactive demand planning dashboard scoped to South African retail conditions — SA-specific vendors (Tiger Brands, Sasko, Willowton, SC Johnson SA, Nestlé SA), ZAR values, and Durban port lead-time risk baked in. Features a live safety stock calculator using th...
Turned a complex operations discipline into a hands-on, explorable tool that planners can use to understand safety stock trade-offs, forecast confi...
Filter by discipline to explore engagements across finance, legal structuring, compliance, AI, and strategic advisory.
Designed and shipped an interactive explainer that turns abstract portfolio-risk concepts into manipulable scenarios. The app helps readers see how Sharpe ratio, VaR, CVaR, Sortino ratio, and max drawdown respond to c...
Outcome
Converted a dense risk-education topic into a hands-on learning tool that makes portfolio trade-offs legible in minutes.
Built an interactive risk management playbook written for South Africa's actual operating conditions — twin peaks regulation, load shedding, FATF greylisting, and a crime environment that makes standard BCP templates...
Outcome
Produced a reference-grade enterprise risk tool used for advisory engagements with SA financial services and corporat...
Built a fully interactive demand planning dashboard scoped to South African retail conditions — SA-specific vendors (Tiger Brands, Sasko, Willowton, SC Johnson SA, Nestlé SA), ZAR values, and Durban port lead-time ris...
Outcome
Turned a complex operations discipline into a hands-on, explorable tool that planners can use to understand safety st...
A decade of finance experience, legal training, and hands-on AI development create a unique skill profile that bridges traditionally siloed domains.
Portfolio management, capital markets, and quantitative modelling across asset classes.
Regulatory compliance, fund structuring, and cross-border legal coordination.
LLM integration, AI-assisted workflows, and automated due diligence pipelines.
FSCA frameworks, risk scoring models, and regulatory sandbox analysis.
Strategic counsel on M&A, fund formation, and portfolio optimisation.
Next.js dashboards, Python models, and V0-assisted tooling.
Every engagement follows a structured approach that combines interdisciplinary thinking, quantitative rigour, and technology-driven execution. These pillars ensure consistent quality and measurable outcomes.
Every engagement begins at the intersection of finance and law. By combining both lenses, risks and opportunities surface that single-discipline approaches routinely miss.
Quantitative rigour underpins every recommendation. Whether building risk scorecards or optimisation models, the output is always grounded in measurable, auditable metrics.
AI and modern development tools are not novelties; they are force multipliers. Every project explores how technology can compress timelines, increase accuracy, and reduce manual overhead.
Outputs are designed for the people who use them, not the people who build them. Dashboards, frameworks, and models prioritise clarity and actionability over technical sophistication.
Every engagement is an opportunity to demonstrate that finance and law are not separate practices — they are complementary tools for creating lasting value.
New project inquiries are always welcome. Reach out below.