What WeftAI & Analytics does
Turn the data your system already collects into early warnings, plain-language answers, and scenario models for planning.
Early-Warning Predictions
Flag dropout, absenteeism, and performance risks early
Natural-Language Insights
Ask questions about your data and get plain-language answers
Decision Support
Scenario modelling for staffing, budgets, and resource allocation
Bias & Data-Quality Checks
Transparent inputs so ministries can trust the outputs
What WeftAI & Analytics Delivers
Purpose-built capabilities for schools, districts, and ministries — designed to work offline first.
Spot Risk Before It Becomes Loss
Models watch attendance, performance, and progression patterns to flag learners drifting toward dropout.
Dropout Risk Scores
Ranked lists of learners needing intervention
Absenteeism Patterns
Detect chronic absence trends early in the term
Intervention Tracking
Record what was done and whether it worked
Model Decisions Before You Make Them
Test staffing, budget, and resource scenarios against real system data before committing funds.
Scenario Modelling
Compare deployment and budget options side by side
Resource Gap Analysis
Identify under-staffed and under-supplied schools
Forecasting
Project enrollment and workforce needs by district
Insights Ministries Can Defend
Every model exposes its inputs, data quality, and known limitations so decisions stand up to scrutiny.
Input Transparency
See exactly which data drives each prediction
Bias Checks
Monitor outcomes across gender, region, and school type
Data-Quality Warnings
Low-confidence outputs clearly labelled
Works offline
- Risk flags computed centrally and cached on device
- Insight summaries readable without connectivity
- Models refreshed automatically after each sync
Integrations
- Learns from WeftStudent, WeftLearn, and WeftPeople data
- Publishes indicators through WeftData to EMIS/GESMIS
- Surfaces insights inside WeftReport dashboards
Security & Data Protection
Government-grade security protecting sensitive education data.
Audit Trails
Every action logged. Full accountability from classroom to ministry.
Access Control
Role-based permissions ensure users only see what they need.
Backup & Recovery
Automated backups with offline-first sync. Your data is always safe.