TRA Innovation 2026 · Research & Prototypes

Evidence, prototypes & presentations for smarter tax services

A curated hub for TRA reviewers, researchers, and partners — linking the live taxpayer voice pipeline, bilingual research reports, interactive demos, and competition deliverables by Samwel P. Mmari.

5Deliverables
1Live Pipeline
2Languages
2026Research Cycle
Deliverables & Presentations

Everything in one place

Open reports and demos below, or jump straight to the live research dashboard.

About this work

From public discourse to decision-ready insight

This research programme collects and analyses public feedback about TRA and taxation from Jamii Forum and X, classifies sentiment and themes, and packages findings for policymakers — alongside prototypes for receipt verification and taxpayer engagement.

Jamii + X
Kafka · Spark
ML · MongoDB
Dashboard

Independent research prototype by Samwel P. Mmari. Public data only · anonymised · ethics-reviewed workflow.

WhatsApp · Wasiliana