MOMENTUM IN PRODUCTION
Connecting data,
models and decisions.
Data pipelines, model APIs and a custom reporting service that brings client information, credit and risk data, and model outputs into useful PDF reports for financial advisers.
MY CONTRIBUTIONPipelines, APIs and reporting software, as part of the modelling and AI team and in collaboration with cloud developers.
Client engagement through MUNUS International
March 2025 to present
Explore the contribution +
I clean and structure complex datasets for model development, and build APIs that let external services submit data, invoke the team’s models and retrieve predictions.
The deployed models belong to the team’s modelling work. Cloud developers own the deployment workflows.
SYSTEM OVERVIEW01
Client informationCredit & risk data
01 / PREPAREClean, structured dataData pipelines
02 / CONNECTThe team’s ML modelsAPI integration
03 / DELIVERInformation advisers can useCustom PDF reporting
A simplified view of the production solution
02 / GNSS INTELLIGENCEL24
Locus24
Turning GNSS research ideas into a working platform, with backend infrastructure, APIs, a web dashboard, detection algorithms and automated reporting.
What I owned +
I lead technical development and built the platform’s backend, APIs and dashboard. I implemented detection algorithms and automated reporting, working with research ideas contributed by others as well.
03 / DOCUMENT WORKFLOWSdf.
Dociflow
One place for vendor applications, document reviews and sign off. A production workflow system used by ERIS Property Group.
What I owned +
I led the system from concept through production, with primary responsibility for implementation and client engagement. After taking over the early prototype, I improved security, performance, database calls and usability.
04 / PROPERTY OPERATIONSBC
BlueCrane
A mobile web application for student accommodation entry and exit inspections, connecting photographic evidence and issue capture with building dashboards.
What I owned +
Development began in 2023, and I brought the application into production in my later role. It integrates with ERIS RiseStudent through SSO and APIs, using Supabase and S3. Building dashboards support maintenance planning, budgeting and responsibility assessments.
05 / WEATHER DATA PIPELINESTN
TomorrowNow.org
Bringing NOAA data, satellite imagery and client datasets together for an ML weather data gap filling project.
What I owned +
I built the data acquisition, preparation and delivery pipelines for this one time project. I coordinated with client teams and collaborated with a colleague on processing. My contribution was the data pipeline, rather than ownership of the ML model.
06 / OPERATIONAL DASHBOARDSMV
MyView
Operational dashboards connecting IoT sensor data and facilities management information. I owned the build and delivered a full version 2 refresh.
What I owned +
I owned building MyView and its full version 2 refresh. I continue developing and supporting the platform, working with MyBuildings teams in Africa and Australia on client requirements and integrations.
07 / FLEET DATA & INTEGRATIONPT
Project Track
A complete fleet monitoring system, connecting client tracking data to event detection and information delivered back into client systems.
What I owned +
I built the whole Project Track system: integrated with clients, consumed their tracking queues, built our backend and pushed processed data back to them. I developed algorithms for extended stops, unusual movement patterns and prolonged vehicle bunching, plus static and animated fleet heatmaps. The system was used in production for a year.
08 / ISSUE REVIEWSP
Snagportal
An issue review portal for Waterfall City and its estates, built from scratch to bring Oracle issue data into a review and approval workflow.
What I owned +
I built and deployed the portal from scratch using Next.js and Vercel. I integrated Oracle issue data, supported duplicate merging and routed approved issues to an external system.
09 / SALES & INVENTORYFU
Fillup
Sales and inventory analytics for multiple service stations, bringing fuel and retail information together for operational analysis.
What I owned +
I built Fillup from scratch and owned development, delivery and production support. It covered gross profit analysis, stock coverage estimates and stocktake reconciliation. The system was previously in production.
ALSO IN MY TOOLKIT OF EXPERIENCE
MyBuildings integrations
Custom dashboards for EMEA clients and APIs developed with the MyBuildings Australia team in 2024, supporting IoT sensor integration and automated reporting.
Drop Reporting
IoT water logger data turned into approximately 500 monthly billing reports. Developed in 2020 and in production from 2021, using PostgreSQL.