Gold Standard MRV Pipeline

Overview
A prototype MRV pipeline for projects seeking certification under the Gold Standard for the Global Goals (GS4GG), with an initial focus on Afforestation/Reforestation (A/R) activities. The pipeline integrates field data collection via Mergin Maps with automated validation, spatial enrichment, and evidence reporting.
Standard: Gold Standard for the Global Goals (GS4GG) — A/R
Role: Solo project
Status: Prototype / In progress
Repository: github.com/ulfboge/gold-standard
Methods & Tools
Pipeline Components
Field Data Pipeline (field_pipeline/)
- Ingest incoming field GeoPackages and attachments from Mergin Maps into timestamped run folders
- Validate schema, geometry, and basic data-quality rules
- Enrich observations with context layers (admin boundaries, protected areas, land cover)
- Export to CSV/GeoJSON and generate Markdown reports for internal and external use
MRV Validation (mrv_validation/)
- Schema and rule set for validating MRV GeoPackages against a structured specification
- Automated checks aligned with GS4GG A/R MRV requirements
Tools Used
| Tool | Purpose |
|---|---|
| Python / GeoPandas | Data ingestion, validation, spatial enrichment |
| QGIS | Map production and visual QA |
| Mergin Maps | Field data collection |
| GitHub Actions | Automated pipeline runs |
Key Features
- End-to-end traceability from field observation to evidence report
- Timestamped run folders for full audit trail
- Configurable validation rules aligned with GS4GG requirements
- Automated Markdown reports suitable for project documentation