Key Projects

3WADS CLI & Governance Toolkit

A Python-based command-line tool supporting the Three Waters Asset Data Standard (3WADS). This toolkit significantly improved data mapping, validation, and integration workflows, boosting efficiency and reducing manual effort across the water sector.

  • Improved data mapping, validation, and integration.
  • Boosted efficiency, reduced manual effort.
  • Facilitates seamless system integration, national data consistency.
  • Impacts quality and interoperability of water utility asset data.
Data Engineering Standards & Governance Data Modelling Python

[Link to come]


InfoAsset ETL Pipeline

A comprehensive ETL pipeline designed to extract, clean, and reshape approximately 2 million non-homogenous asset data records from an InfoAsset database. This critical infrastructure enabled the transformation of complex legacy data into analytics-ready formats.

  • Transformed ~2M non-homogenous asset data records.
  • Enabled analytics-ready formats for strategic initiatives.
  • Ensures backward compatibility, drives new data standards.
Data Engineering Data Modelling Data Analysis Python

[Link to come]


iReX Project - ISO 19650 Framework

Contributed to the Digital Engineering Framework for a ~$1.4B national transport project. Authored key ISO 19650-compliant documentation to govern information delivery. This framework established robust data governance and improved collaboration.

  • Developed Digital Engineering Framework for ~$1.4B transport project.
  • Authored ISO 19650-compliant documentation for information governance.
  • Improved collaboration and consistent, high-quality information exchange.
  • Reduced project risks, enhanced long-term value of digital assets.
Information Management Standards & Governance

KiwiRail | Digital Engineering


Asset Information Requirements

Authored and published the organization's Asset Information Requirements (AIR) in accordance with ISO 19650. This proactive measure ensured high-quality data capture from project inception, reducing future data remediation efforts.

  • Authored and published ISO 19650-compliant AIR.
  • Ensured high-quality data capture from project inception.
  • Reduced remediation efforts, improved project delivery.
  • Enhanced data governance, supported better decision-making.
Information Management Standards & Governance

Wellington Water | Standards and Specifications