PRISM
PHA Risk Intelligence System Monitor
Independent analytical tool based on publicly available data. Not an official HUD system.
NEWS FEED // LIVE
Critical
High
Elevated
At-Risk
Watchlist
Monitored
Scored
About
Methodology
Data Sources
Risk Rankings
Predictive
Watchlist
Early Warning
Trend View
6-Year Reports
Validation
v2→v3
States
Forecast
Feed Status
Investigative Flags
Three Views
SNA Graph
Critical Risk
Score ≥ 70 · Click to filter
High Risk
Score 55–69 · Click to filter
Elevated
Score 40–54 · Click to filter
Early Warning
Rising EWMA trend · Click to filter
Data Errors
Requires review · Click to filter
Ranked PHAs
Normalization Explorer
# Authority Risk Score Predictive Tier A B C D Flags
PHA Deep Dive
Full Analysis
Select a PHA from the table to view detailed analysis
Risk Distribution by State
EWMA Score Trends — Top Risk PHAs
Normalization Explorer
Cross-PHA Investigative Flags
Data Feed Status
Divergent PHAs
PHAs Crawled
Total Scored
Divergence Alerts — Scraped Risk Not Seen by HUD
# PHA Code Authority Name State HUD Designation View A
HUD Official
View B
Scraped Operational
Gap
Divergence
Troubled High Confidence
Predictive ≥65
At-Risk
Predictive 55–64
Watchlist
Predictive 45–54
Ground Truth Match
Currently troubled captured
Predictive Rankings — v3 Scoring (B+C+D+F+G weighted)
Export CSV
# Authority Predictive Descriptive Predicted Status Ground Truth Trend
Watchlist — Predictive Score ≥45
Export CSV
# Authority Predictive Status Ground Truth Early Warning
Congressional Troubled PHA Reports — 6-Year Analysis (FY2020–FY2025)
PHAs Missed by PRISM v2 (Now Caught by v3)
Model Validation — PRISM v3 vs Congressional Ground Truth
v2 → v3 Model Comparison
Early Warning Active
Rising EWMA trend
High Risk + Warning
Critical/High with rising trend
Predictive ≥55 + Warning
At-Risk with worsening trend
Intervention Window
Pre-troubled, actionable
Early Warning PHAs — Rising EWMA Trend Detected
Export CSV
# Authority Descriptive Predictive Tier Predicted Status Trend Ground Truth
Optimistic (FY2031)
Best case scenario
Baseline (FY2031)
Expected trajectory
Pessimistic (FY2031)
Worst case scenario
5-Year Troubled PHA Forecast — FY2026 to FY2031
Pipeline Control
Pipeline controls load from Replit scheduler.