Insights & Reporting

Making Complex Evidence Clear

One reproducible pipeline from customs to farm-gate—so subsidy debates share the same numbers.

Data VisualizationIFDC FERARI
Making Complex Evidence Clear
Field imagery for Making Complex Evidence Clear
Insights & Reporting · Data Visualization

Overview

Subsidy debates were gridlocked by incompatible spreadsheets. We built a single source of truth with explicit lineage from customs declarations to farm-gate price monitors.

Policy coordination starts when every directorate can open the same dashboard and see the same lineage from customs to farm-gate.

Advanced Economic Research
IFDC / Government of Ghana (2024)

Challenge · Solution · Result

  • Challenge: Fragmented administrative data made it difficult to align subsidy rules with soil health goals and fiscal ceilings.
  • Solution: Harmonized customs, retail, and farm survey microdata into a reproducible pipeline with scenario tools for policy teams.
  • Result: Visual reporting and decision tools that translate research on trade, gender, and information systems into usable insight for partners.

Fragmented Numbers, Frozen Debates

When spreadsheets cannot agree

Fragmented administrative data made it difficult to align subsidy rules with soil health goals and fiscal ceilings. Subsidy debates were gridlocked by incompatible spreadsheets.

The brief was clear: build a single source of truth with explicit lineage from customs declarations to farm-gate price monitors.

Engagement imagery for Fragmented Numbers, Frozen Debates
Field and policy engagement supporting fragmented numbers, frozen debates.

A Pipeline Ministries Can Trust

ETL, scenarios, and user testing

We harmonized customs, retail, and farm survey microdata into a reproducible pipeline with scenario tools for policy teams—entity resolution across dealer registries, documented ETL with signed-off business rules, and scenario sliders for subsidy rate and fiscal cap.

User testing cycles with directorate staff who refresh the dashboard each quarter kept the product usable under real operating conditions.

Engagement imagery for A Pipeline Ministries Can Trust
Field and policy engagement supporting a pipeline ministries can trust.

Briefings That Stick

Treasury, agronomy, and donors on one page

Quarterly briefings were adopted by ministry technical units, with transparent assumptions for donor coordination.

A production dashboard with role-based views for treasury vs agronomy units and a donor coordination memo referencing shared scenario assumptions closed the governance loop.

Engagement imagery for Briefings That Stick
Field and policy engagement supporting briefings that stick.

Partners

  • IFDC FERARI
  • Ministry of Food and Agriculture (Ghana)