Operational analytics for 35+ CSIR labs: contract demand, load factor, power factor, non-investment savings, and ROI pathways.
This dashboard aggregates electrical consumption and billing KPIs across CSIR labs, normalizes data, and surfaces optimization opportunities with interactive drilldowns and narrative summaries. A comparative view shows best-in-class labs and quick wins per site.
Cross-lab snapshot: highlights best PF/LF, under-utilized CD, and outliers; supports quick drill-downs.
Cards for CD right-sizing, PF correction, TOU shifting, harmonics/MD controls; each opens a modal with assumptions, steps, and ₹/year savings.
Auto-generated, plain-English summary per lab (what to fix, how much it saves, priority level).
Per-lab trend lines, tariff notes, penalties, alerts.
Secure access for stakeholders (Google Sign-In).
ETL process with quality validation
Detect persistent MD below CD; recommend down-contract; show potential ₹/mo saving and payback if revising.
Size capacitor bank to reach target PF (e.g., 0.98); estimate avoided penalties and kVAh charges.
Move flexible loads off peak; simulate bill under alternate schedules.
Set demand alarms, correct billing errors, enforce shutdown schedules; immediate ₹ impact.
Star-rating/leaderboard system for lab performance comparison:
| Lab | PF | LF | CD-Utilization | Estimated Savings Band | Rating |
|---|---|---|---|---|---|
| CSIR-IIP | 0.95 | 0.82 | 88% | ₹50K-₹75K | ⭐⭐⭐⭐⭐ |
| CSIR-NEERI | 0.91 | 0.75 | 72% | ₹75K-₹100K | ⭐⭐⭐⭐ |
| CSIR-NCL | 0.87 | 0.68 | 65% | ₹100K+ | ⭐⭐⭐ |
*Ratings are relative to peer distribution and data completeness.
Google Sign-In with Firebase Auth, including environment diagnostics (authorized domains, HTTPS, pop-ups, provider checks) for quick setup/debug.
Several labs can reduce monthly bills via CD right-sizing and PF correction; narrative summaries quantify lab-wise ₹ savings and priority tiers.
Modal-based analysis with animated emphasis (energy lines/particles) improves discoverability without changing theme.
Developed during CSIR-IIP internship (Climate Change & Data Science). Dashboard UI/UX, optimization logic, and lab ranking methodology by Prateek Saxena.