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Live Aggregation k-Anonymity Verified (k ≥ 15)
For College HODs, TPOs & State Skill Missions

Maharashtra & India Skill-Gap Atlas

A live, anonymised view of proven student skills vs. local industrial demand by district and trade. Identify exact curriculum deficits before placement season begins.

Proven Students Assessed
16,320
Across Engineering, ITI & Commerce colleges
Active Industrial Openings
37,900
Aggregated from MIDC & corporate job postings
Average Placement Readiness
62%
Task-proven vs. self-reported claims
Western Maharashtra

Pune

IT, Auto & Engineering (MIDC Bhosari / Hinjawadi)

68%Readiness
3,420 Students Proven•8,200 Open Roles
Top Curriculum Deficits (Demand vs. Supply):
Async API & System Design 54% Gap
Industry Demand: 88%Student Supply: 34%
Recommended Bridge:2-Week Microservices & Concurrency Lab
CNC G-Code Debugging (ITI) 41% Gap
Industry Demand: 82%Student Supply: 41%
Recommended Bridge:Hands-on Toolpath Optimization Workshop
GSTR-2B Input Tax Credit (Tally) 34% Gap
Industry Demand: 76%Student Supply: 42%
Recommended Bridge:GST Reverse Charge & Ledger Reconciliation Clinic
Konkan

Mumbai MMR

BFSI, Media, Tech & Global Captive Centers

74%Readiness
4,890 Students Proven•14,500 Open Roles
Top Curriculum Deficits (Demand vs. Supply):
Financial Modeling & Valuation 46% Gap
Industry Demand: 92%Student Supply: 46%
Recommended Bridge:Discounted Cash Flow (DCF) Intensive
Video Color Grading & Audio Mixing 46% Gap
Industry Demand: 84%Student Supply: 38%
Recommended Bridge:DaVinci Resolve / Premiere Waveform Audit Lab
Cloud DevOps & CI/CD Pipelines 41% Gap
Industry Demand: 86%Student Supply: 45%
Recommended Bridge:Docker & GitHub Actions Placement Bootcamp
Marathwada

Chhatrapati Sambhajinagar

Auto Components, Heavy Engineering & Pharma (Waluj / Shendra)

54%Readiness
1,840 Students Proven•3,400 Open Roles
Top Curriculum Deficits (Demand vs. Supply):
Industrial 3-Phase Wiring Diagnostics (ITI) 58% Gap
Industry Demand: 90%Student Supply: 32%
Recommended Bridge:Motor Control Center (MCC) Troubleshooting Drive
Tally Prime E-Invoicing & TDS 44% Gap
Industry Demand: 74%Student Supply: 30%
Recommended Bridge:Practical MSME Vendor Voucher Accounting
Full Stack Frontend (React/Next.js) 42% Gap
Industry Demand: 70%Student Supply: 28%
Recommended Bridge:Single Page App State Architecture Lab
North Maharashtra

Nashik

Electrical, Defense, Manufacturing & Agro-Tech (Ambad / Satpur)

59%Readiness
2,150 Students Proven•4,100 Open Roles
Top Curriculum Deficits (Demand vs. Supply):
PLC / Automation Ladder Logic (ITI) 56% Gap
Industry Demand: 85%Student Supply: 29%
Recommended Bridge:Siemens/Allen-Bradley PLC Simulation Lab
Tally Inventory & Purchase Orders 40% Gap
Industry Demand: 78%Student Supply: 38%
Recommended Bridge:Warehousing & Batch-Wise Stock Accounting
Python Data Analysis & Pandas 37% Gap
Industry Demand: 72%Student Supply: 35%
Recommended Bridge:Practical CSV / SQL Data Cleaning Sprint
Vidarbha

Nagpur

Logistics, MIHAN SEZ Tech, Aviation & Power

62%Readiness
2,600 Students Proven•4,900 Open Roles
Top Curriculum Deficits (Demand vs. Supply):
Warehouse Inventory Management (Tally/Excel) 48% Gap
Industry Demand: 84%Student Supply: 36%
Recommended Bridge:Supply Chain Ledger & Audit Module
QA Manual & Automation Testing 41% Gap
Industry Demand: 80%Student Supply: 39%
Recommended Bridge:Test Case Writing & Selenium/Cypress Bootcamp
Mechanical Blueprint & Vernier Fitting (ITI) 35% Gap
Industry Demand: 79%Student Supply: 44%
Recommended Bridge:GD&T Tolerance & Metrology Hands-on Session
Western Maharashtra

Kolhapur

Foundry, Textiles, Agri-Machinery (Shiroli / Gokul Shirgaon)

56%Readiness
1,420 Students Proven•2,800 Open Roles
Top Curriculum Deficits (Demand vs. Supply):
Foundry Pattern Making & CAD Design 62% Gap
Industry Demand: 88%Student Supply: 26%
Recommended Bridge:SolidWorks Casting / Draft Angle Module
GST Invoice Filing & E-Way Bills 46% Gap
Industry Demand: 80%Student Supply: 34%
Recommended Bridge:E-Way Bill Generation & Tax Compliance Clinic
Digital Marketing & D2C Content Creation 37% Gap
Industry Demand: 68%Student Supply: 31%
Recommended Bridge:Local Brand Performance Ads & Video Reels Lab

k-Anonymity & India DPDP Act 2023 Compliance

All metrics on the Skill-Gap Atlas are computed across cohorts of at least 15 students ($k \ge 15$). Individual student names, phone numbers, and academic identities are mathematically scrubbed. State officials and institutional placement officers view only statistical distributions to plan remedial workshops.