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Insights · Research · Methodology

Field notes from the agroforestry frontier.

What we're learning from 48,200 farmers, 14 districts, and four pillars of digital infrastructure — published openly because audit-grade reporting starts with audit-grade methodology.

Recent

More from the team.

Methodology updates, district case studies, and what our data is teaching us.

🌫 Ghost detection

Five rules that catch 92% of ghost farmers.

Duplicate phones, duplicate national IDs, uncontacted >60 days, distribution outside the programme window, and suspicious concentration. The math, the false-positive rate, and how we tune it per programme.

📡 SMS advisory

Why we still bet on SMS in 2026.

WhatsApp is faster, smartphones are everywhere — except they aren't, not in the Lango villages we work with. A breakdown of feature-phone penetration vs. WhatsApp coverage by district.

🗺 Field operations

Lamwo dropped 18pts in 4 weeks. Here's what we found.

A field-officer-led incident review. Drought triggered a survival cliff; SMS advisory wasn't enough; what we changed in the cohort to recover 8pts in the next month.

📋 Audit

What "PDPA-compliant" actually means for farmer data.

Uganda's Data Protection & Privacy Act is 6 years old and most agri platforms aren't aligned. Our checklist, our gaps, and what we ship to close them by the end of FY26.

🌿 Carbon

The three gates between you and Gold Standard issuance.

Coverage, photo evidence, GPS. Each has a threshold; each has a verification path. What "pending" really means on our funder dashboard and how programmes move to "eligible".

⚙️ Engineering

Architecture notes: why our heatmap is server-rendered.

An aside for the technically curious: our SVG-based heatmap renders inside dompdf-generated reports because Chart.js can't survive a PDF pipeline. What we lost, what we gained.

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We publish one piece a month — methodology, field notes, or engineering. No marketing fluff. Funders, NGOs and researchers read it.