Identify high-risk training providers, detect anomalous credential issuance patterns, and safeguard public skilling capital in real time using DISHA 4.0 HCOS cryptographic audit trails.
Three core engines working in concert to protect public skilling capital and ensure institutional accountability.
Automatically flag suspicious spikes in certificate issuance, improbable pass rates, and ghost student registries using real-time statistical deviation analysis.
Grade public and private training centers based on historical compliance, verified candidate placement, and student retention using multi-dimensional risk vectors.
Initiate automated compliance reviews and halt grant disbursements when risk scores breach predefined threshold boundaries — zero manual intervention required.
Non-invasive public sector oversight powered by cryptographic infrastructure at every layer.
Sovereign identity anchoring for training facilities, proctors, and assessors — ensuring every actor in the skilling ecosystem is cryptographically verified before any credential issuance.
Time-stamped, tamper-proof activity logs preventing backdated or altered evaluation records. Every certificate issuance, attendance entry, and assessment result is permanently anchored.
ML models analyzing aggregated performance patterns to calculate real-time provider risk vectors across 40+ behavioral and compliance indicators.
Explore live institutional risk matrices and simulate fraud investigation workflows.
| Training Provider | State | Risk Score | Pass Rate | Enrolled | Anomalies | Status |
|---|---|---|---|---|---|---|
| Apex Skill Institute | Maharashtra | 92 | 98.7% | 1,240 | Ghost enrollmentsImprobable pass rate | 92 — High Risk |
| NovaTech Training Hub | Karnataka | 78 | 94.2% | 870 | Backdated certificates | 78 — High Risk |
| Greenfield Vocational | Rajasthan | 54 | 81.5% | 560 | Attendance velocity spike | 54 — Medium Risk |
| Sunrise Skills Academy | Tamil Nadu | 38 | 76.3% | 430 | Duplicate claim attempt | 38 — Medium Risk |
| Horizon EdTech Centre | Gujarat | 18 | 72.1% | 310 | None | 18 — Low Risk |
| Pinnacle Career Institute | Uttar Pradesh | 88 | 97.9% | 1,080 | Grant disbursement haltedAudit triggered | 88 — Flagged |
Showing 6 of 6 providers. Risk scores updated every 15 minutes via Stage 2 CEL feed.
Hear from State Audit Officers, Chief Compliance Directors, and Public Sector Inspectors on proactively catching grant fraud.
“DISHA HCOS flagged three high-risk training providers within the first week of deployment. We recovered ₹4.2 Cr in misallocated grants before disbursement.”
Priya Nair
State Audit Officer, Kerala Skill Mission
“The automated audit triggering mechanism eliminated our manual review backlog entirely. What took 6 weeks now happens in real time.”
Rajesh Mehta
Chief Compliance Director, NSDC
“Zero-knowledge privacy preservation means we can audit at scale without ever touching student PII. This is the future of public sector oversight.”
Ananya Krishnan
Public Sector Inspector, Ministry of Skill Development
“The institutional risk profiling gave us a clear picture of which training centers were gaming the system. Compliance rates improved by 67% in 6 months.”
Vikram Sinha
Director, State Skill Development Authority, Bihar
“The cryptographic audit trails are court-admissible. We successfully prosecuted two cases of grant fraud using DISHA HCOS evidence logs.”
Meera Pillai
Chief Audit Executive, Government of Tamil Nadu
“Risk scoring across 800+ training providers used to require a 40-person audit team. DISHA HCOS handles it automatically with higher accuracy.”
Suresh Patil
Financial Governance Lead, Maharashtra Skill Mission
Get a personalized walkthrough of the Risk Assessment Console configured for your jurisdiction and compliance requirements.
