Risk & Fraud Intelligence Professional
3 years front-line experience in fraud investigation and risk operations. Turning transactional data into actionable intelligence from fraud triage to ML-powered detection models.
Open to opportunities ↓ LinkedIn Profile/ 01 Who I am
I'm a risk and transactional crime professional with three years of front-line experience at Amazon, where I managed a high-volume fraud investigation pipeline across global marketplace and third-party seller ecosystems.
My work sits at the intersection of investigative rigour and quantitative analysis whether that's triage of complex high-risk accounts, root cause analysis of control failures, or building ML classifiers to detect counterfeit seller exposure.
Completed an MSc in Business Analytics & Decision Sciences at the University of Leeds, deepening my capability in predictive risk modelling, forecasting, and data-driven consultancy to bring a more quantitative lens to second line of defence functions.
I'm targeting roles in transactional crime, fraud risk management, and sanctions compliance where analytical rigour, stakeholder advisory, and operational precision intersect.
/ 02 Where I've worked
/ 03 Experience
/ 04 Key Projects
Built an ML classifier to detect fake review risk and counterfeit seller exposure, producing a composite Risk Score integrating anomaly signals and behavioural indicators directly applicable to fraud analytics and KRI development in a second line function.
Applied ARIMA-based forecasting to model consumption trends, achieving MAPE < 0.2%. Used TOPSIS and weighted scoring methods to solve multi-criteria risk and decision problems evidencing structured thinking applicable to fraud risk assessment frameworks.
Evaluated and stress-tested automated risk monitoring workflows, identifying control bottlenecks. Produced performance dashboards, escalation guidelines, and SOP documentation to improve governance and MI reporting. Experience directly transferable to assuring 1st line controls.
A snapshot of the tools and frameworks I bring to every engagement from investigative operations to quantitative modelling.
/ 05 Education
/ 06 Let's talk
Open to roles in transactional crime, fraud risk management, and sanctions compliance. Based in the United Kingdom available immediately.