Disha — Building India's Education-to-Employment Infrastructure

Vision

Build a trusted, scalable education-to-employment system for 100M+ Indians from first principles.


Project Structure

disha/
├── research/          10 data files — the evidence base
├── frameworks/         7 strategy docs — how to think about this
├── operations/        11 blueprint docs — how to build this
└── expert-questions/   5 interview guides — how to validate this

Phase 1: Research (Complete)

# File Coverage
00 research/00-structural-forces-framework.md Master framework — primitives, forces, constraints
01 research/01-demand-side-learner.md Demographics, GER, dropouts, aspirations, willingness to pay
02 research/02-supply-side-institutions.md Institutions, faculty, infrastructure, regulation, costs
03 research/03-employer-side.md Hiring volumes, employability gap, emerging skills, salary/ROI
04 research/04-government-policy.md NEP 2020, Skill India, budgets, NSQF, state policies
05 research/05-china-plus-one-industrial.md Manufacturing shift, semicon, EV, defense, GCCs, skill gaps
06 research/06-ai-technology-disruption.md AI impact, AI in education delivery, digital infra, new models
07 research/07-labor-mobility-social-forces.md Remittances, migration, gender, caste, language, funding
08 research/08-operations-research.md Center setup costs, trainer salaries, placement benchmarks, tech tools
09 research/09-gtm-distribution-research.md Hub-spoke models, CAC data, employer acquisition, content production

Phase 2: Frameworks (Complete)

# File Focus
01 frameworks/01-trust-equation.md Trust = Outcomes x Recognition x Proximity x Social Proof
02 frameworks/02-three-markets.md Aspirational / Striving / Foundational India segmentation
03 frameworks/03-value-chain-redesign.md Current broken chain vs Disha chain with ROI math
04 frameworks/04-flywheel.md Growth engine — what accelerates vs kills it
05 frameworks/05-wedge-strategy.md Where to start: sector, geography, format, audience, pricing
06 frameworks/06-moat-architecture.md 4 moats: employer network, outcome data, vernacular content, regulatory
07 frameworks/07-scaling-sequence.md Phase 1-4 roadmap with capital needs and kill conditions

Phase 2: Operations (Complete)

# File Focus
01 operations/01-center-architecture.md Hub / Spoke / Digital — three-tier model
02 operations/02-org-design.md Team structure, hiring sequence, scaling from 3→50 centers
03 operations/03-curriculum-architecture.md Foundation + Vertical + International tracks, NSQF mapping
04 operations/04-trainer-model.md 10x cascade: Master → Hub → Facilitator → AI Tutor
05 operations/05-placement-engine.md Pre/during/post training, employer tiers, international mobility
06 operations/06-tech-stack.md Build vs buy, AI tutor, content engine, analytics
07 operations/07-unit-economics.md Per student, per center, break-even, sensitivity analysis
08 operations/08-revenue-model.md 4 streams: student, employer, government, international
09 operations/09-quality-assurance.md Input/process/output quality, PMKVY lessons, transparency
10 operations/10-regulatory-pathway.md NCVET → SSC → Skill University → Deemed University
11 operations/11-gtm-distribution.md Student/employer/govt acquisition, content localization

Phase 2: Expert Validation (Ready)

File Target Expert
expert-questions/for-education-operators.md Ex-NIIT, Aptech, Allen, coaching chain operators
expert-questions/for-employers.md GCC hiring heads, IT/manufacturing HR, staffing companies
expert-questions/for-policy-people.md NSDC, state skill missions, NEP implementers
expert-questions/for-edtech-founders.md Masai, Scaler, PhysicsWallah, failed edtech founders
expert-questions/for-investors.md Education VCs, PE firms, impact investors, CSR heads

Research Gaps (To Be Addressed)

  1. Healthcare as standalone force — 6.5M allied health shortage, 2.4M nursing gap, massive export demand
  2. Financialization of education — NBFCs, ISAs, micro-payments, credit guarantees
  3. Media & narrative influence — YouTube/Instagram as career discovery channels in Tier 2/3

Next Steps

  • Conduct expert interviews using question guides
  • Iterate on frameworks and operations docs based on expert feedback
  • Build financial model with validated unit economics
  • Identify co-founders / founding team