Anomaly detection for FICC markets
- Anomaly Detection
- Real-time alerting
- FICC trade surveillance
- Machine Learning
- Explainable
Turning rigorous research into intelligent systems.
Selected work
Case studies.
Selected applied AI and optimisation engagements, presented result-first and anonymised.
Client Behaviour & Defection Modelling
- Customer-lifetime-value
- Real-time alerting
- Novel certainty metric
- turning attrition risk into action
- Tier-one investment bank sales teams
Client Seasonal Forecasting & Engagement Tools
- Real-time alerting
- Introduced novel certainty metric
- Probabilistic visual bands
- Calibrated uncertainty
- Tier-one investment bank desk
Revenue Intelligence and Behavioural Analytics
- Hit-Rate Models
- Behavioural Driver Models
- Deal Targeting
- Asset managers, hedge funds, corporates
Hybrid NLP Pipelines for FinTech
Time-sensitive, compliance-driven financial applications
- Transformers
- Interpretable
- Explainable
Forecasting & Detection
Full-stack systems for ingesting and analysing satellite data
- Deep Learning
- Multi-Sensor Systems
- Explainable AI
- Model Training
Radio Link Frequency Assignment
- NP-hard optimisation
- Adaptive-memory, novel techniques
- Metaheuristics
Equities order management & straight-through processing
First straight-through-processing pipeline from order entry to exchange routing.
- Order-management gateway
- Cross-language systems
- Tier-one investment bank
Real-time and messaging systems
Real-time and messaging systems for investment banks in London, Frankfurt, Paris, New York.
- Real-time platforms
- Commodities, Equities Technology
- Real-time
- Embedded
- Avionics Display Systems
- Optimisation tooling
- Mission-critical
Research, Innovation, Academic Leadership
- Fintech and ML research
- Data Science
A-level → MSc, PhD-level
- LLMs
- NLP
- Big Data
- Cloud
- Databases
- Networking