Public portfolio prototype

Humanitarian needs analysis with transparent scoring

Sudan Humanitarian AI Insights

A privacy-safe dashboard demo that turns synthetic community feedback and public-context assumptions into a hotspot watchlist, feedback triage, scenario extension, and downloadable decision brief.

Created by Shireen El Sabea for humanitarian data analysis, responsible AI, and social-impact collaboration.

Synthetic demo data No personal data Rule-based text triage Human validation required
LinkedIn Profile Reach Shireen for Collaboration
Region
Priority Level

Priority Geography

Bubble size shows demo IDP caseload; color shows composite priority score.

Top Watchlist

Highest scoring states in the current filter selection.

Sector and Access Pressure

Percent values are synthetic scenario indicators, not live assessments.

State-Level Priority Table

Predicted Sector Mix

Predicted Urgency by Sector

Feedback Sample and Rule-Based Tags

Test the Rule-Based Classifier

Displacement Trend with Linear Scenario Extension

The extension is a simple linear scenario for demonstration, not a predictive model.

Monthly Feedback Pressure by Sector

Review Queue

Decision-Support Brief

Select a state to generate a downloadable brief from the same scoring model.

Recommended Review Actions

Feedback Signals From This Area

Scenario caseload
10.8M
Demo context only
Feedback privacy
0 PII
Synthetic text only
External cost
$0
No paid model or BI license

Methodology and Ethical Use

This prototype is designed as a public portfolio demonstration, not an operational deployment. State-level values and feedback records are synthetic case-study data calibrated around public humanitarian reporting themes. The dashboard does not contain personal data or live field assessments.

Creator and collaboration: This prototype was created by Shireen El Sabea. She is open to collaboration with humanitarian organizations, data teams, and social-impact employers working on responsible AI for needs analysis, community feedback, and decision-support workflows.