Overview
TPMAP AI (AI-based Targeted Human Development Data Management System) is an AI-powered targeting platform for Thai human-development policy. It uses AI to help classify and identify vulnerable groups in Thailand, so that government agencies can set policy and deliver appropriate assistance to the right groups. It combines government data sources with AI (Clustering, Ranking, Rule-based, Recommendation) to identify vulnerable households and enable targeted welfare interventions.
Example figures on the dashboard screen (see the screenshot below):
- Households surveyed: 12,942,574
- Target poor households: 211,739
- Number of population groups: 3
- Results are displayed on a map of Thailand, with breakdown charts by dimension
System Architecture
The system consists of:
Data Sources
- Government agencies (ETL / Batch / Offline): data from government agencies, physical data, area-level data and non-traditional data
- Regional government officers (File/Web portal)
- Open Data (CKAN / Open-D)
- Surveys / monitoring: TPMAP Logbook, MPI Logbook
- Plans / projects / operations: eMENSCR
Data Hub / Data Preparation
Collects and prepares data before it enters the AI module.
AI System
- Clustering: groups households
- Ranking: prioritises by urgency
- Rule-based: makes decisions against policy criteria
- Recommendation: recommends forms of assistance
Data Processing and Visualization
- Dashboard / reports
- Data Lab
- Data Service
- Open Data Portal (CKAN Open-D)
Access Control
Users: government, the public, developers
Key Features
- AI-based targeting of vulnerable groups
- Map of Thailand showing poverty and vulnerability levels by province
- Breakdown by dimension (education, health, income, housing, etc.)
- Integration with TPMAP Logbook, MPI Logbook and eMENSCR
Related Projects
- UNICEF TPMAP Dashboard: complements TPMAP for policy-making and assistance delivery
- MA TPMAP: maintenance and TPMAP 2026 data processing
Screenshots
Links
- Public site: https://www.tpmap.in.th/
