Sample KPI dashboard layout for continuous bias monitoring
Sample KPI dashboards for continuous bias monitoring in M&E track fairness, drift, and equity metrics in real-time, integrating with program cycles like baseline, monitoring, and evaluation phases for proactive interventions.galileo+1
Dashboard Overview Layout
Top Header Row: Global status gauge (Green/Yellow/Red based on active alerts), time filter (daily/weekly/quarterly), program selector dropdown (e.g., health/agriculture projects), and refresh button. Current date and cycle phase prominently displayed.
Left Sidebar: KPI summary cards with trends—
DIR: Current value, 7-day trend arrow
EOD Gap: Delta from baseline
PSI Drift: Latest score
Bias Amplification %: Cycle-over-cycle change[francescatabor]
Core Metrics Section (Grid Layout)
Use responsive tiles with sparklines for time-series:
| Row | Left Tile (Gauge/Line Chart) | Right Tile (Bar/Heatmap) | Alert Status |
|---|---|---|---|
| 1 | DIR (0.92, threshold 0.8-1.25) [galileo] | Group breakdown (gender/region) | Green |
| 2 | PSI Drift (0.07, >0.1 alert) | Feature drift heatmap | Yellow |
| 3 | EOD Gap (0.09, >0.1 halt) | TPR/FPR per demographic | Green |
| 4 | GERP (0.03, >0.05 review) | Error rates over cycles | Green [relyance] |
Bottom Panels
Trend Lines: Multi-line chart of all KPIs over 12 months, with vertical lines for M&E milestones (baseline/midline/endline).
Alert Log: Scrollable table of recent violations (timestamp, KPI, severity, action taken).
Drill-Down Table: Raw data export with filters for sensitive attributes.
This layout fits tools like Excel Power BI or M&E platforms (e.g., ActivityInfo), prioritizing at-a-glance decisions for evaluators.insight7+1
