Data Scientist - RedBrick Engineering (Construction Monitoring and Material Passport Platform)
Duration: Sep 2023 – Nov 2025
Summary: Development of a real-time construction monitoring platform integrating structured and unstructured engineering/BIM documentation, and a Material Passport platform for capturing and retrieving material specifications and sustainability attributes across construction projects.
Responsibilities:
- Designed IFC data architecture and automated ETL data pipelines integrating engineering/BIM documentation.
- Built document and technical-data extraction from complex engineering models and manufacturer specification documents.
- Initiated a RAG-based retrieval assistant using Pinecone, LangChain, and NLP for project specifications.
- Contributed to data architecture of Material Passport platform.
- Developed interactive Power BI dashboards tracking real-time KPIs on progress and equipment/operational performance.
Technologies: IFC, ETL, Pinecone, LangChain, NLP, Power BI, BIM
Manufacturing Technician - Illusion Australia Manufacturing Pty Ltd (Gas Log Fire Units Production)
Duration: Nov 2024 – May 2025
Summary: Applied engineering principles to equipment and process performance for the production of gas log fire units, ensuring safety compliance and quality assurance.
Responsibilities:
- Full unit assembly and production-equipment operation.
- Conducted gas leak and pressure testing on finished products.
- Ensured safety compliance and quality control throughout production.
Data Scientist - MedHealth (IME Reports Data Conversion and Analysis)
Duration: Mar 2021 – Aug 2021
Summary: Converted unstructured IME reports into governance-compliant, analysis-ready datasets and standardized job titles for improved reporting consistency in healthcare data analytics.
Responsibilities:
- Developed custom Python parsers for document-based data extraction at scale.
- Standardised job titles into structured categories using TF-IDF clustering, MiniBatchKMeans, and PCA.
- Performed NLP extraction of Whole Person Impairment severity scores from clinical free-text.
- Conducted audit-style QA on data-driven outputs.
- Delivered Power BI dashboards for monthly stakeholder reviews.
Technologies: Python, TF-IDF, MiniBatchKMeans, PCA, NLP, Power BI
Data / Engineering Analyst - Dynamic Energies (Hydro Power Plant Risk and Performance Analysis)
Duration: Jun 2018 – May 2019
Summary: Conducted engineering analysis and automated risk-calculation reporting for emergency events and system checks at a hydro power plant to support reliability and predictive maintenance.
Responsibilities:
- Analysed PLC and SCADA sensor/telemetry data, grid balance, transformer performance, and machine security.
- Applied statistical and time-series methods to operational and industrial data.
- Automated risk-calculation reporting for emergency events and system checks.
Technologies: PLC, SCADA, Statistical Analysis, Time-series Analysis
Mechatronics Intern - Zhejiang Jinlun Electro-Mechanic (Turbine Component Modelling and Process Analysis)
Duration: May 2017 – Aug 2017
Summary: Modelled turbine components and analysed manufacturing and operational processes in hydro power stations to optimise equipment performance and quality assurance.
Responsibilities:
- Modelled turbine components using SolidWorks.
- Analysed processes in small and medium hydro power stations.
- Inspected turbine manufacturing processes and SCADA systems.
- Performed quality-assurance checks on turbine components.
Technologies: SolidWorks, SCADA
Mechatronics Intern - Wijeya Newspapers (Newspaper Production Process Improvement)
Duration: May 2016 – Aug 2016
Summary: Developed solutions to resolve production issues and provided maintenance for newspaper printing machines to improve operational efficiency.
Responsibilities:
- Developed a solution to resolve auto-paste issues in newspaper production.
- Provided maintenance and servicing for printing machines.
Upstaffer since August, 2026
