
Method
What is known → what can be done → how it was demonstrated → how it was verified → what the evidence supports.
This portfolio documents the development of a GIS professional through practical evidence. View the professional profile.
Datasets
The same 200 site records before and after cleaning, as browsable tables (they open in a new tab).
Competencies and evidence
The portfolio is organised around 13 core GIS competencies. These two are backed by completed, verified work. Each has a competency page, a technical evidence page and a QGIS dashboard.


02 — Data cleaning
New competencies are published only once their supporting work is complete and verified. How the evidence is evaluated.