Slow Pace, Deep Faultlines: Getting PM-SETU on Track

This is presented as a constructive observation of the PM-SETU (Pradhan Mantri Skilling and Employability Transformation through Upgraded ITIs) scheme. While it is admittedly early days since launch, the significantly slow pace of implementation is deeply worrisome, and extensive discussions with various ground-level stakeholders fail to inspire confidence regarding long-term execution. (Current status of PM-SETU implementation towards the end of this article)

The scheme was originally designed to completely revamp vocational training across India by restructuring 1,000 Government ITIs into a Hub-and-Spoke model comprising 200 Hubs and 800 Spokes. The core objective was to switch from a rigid government-led training style to an industry-managed system where Anchor Industry Partners (AIP) hold a 51% stake in a Special Purpose Vehicle to run the clusters, while government funds up to 83% of the costs. However, rollout has hit significant roadbumps and progress is moving much slower than acceptable. The scheme remains stuck firmly in pre-implementation and tendering stages as states struggle to finalize Requests for Proposals from corporate entities. Beneath this sluggishness lie deep, structural defects in scheme design.

Bureaucratic Friction and Administrative Gridlock

The 51:49 public-private partnership structure sounds good on paper, but it creates intense administrative gridlock. Corporate agility is consistently bottlenecked by traditional, slow-moving government approval cycles. State governments have had to frequently ask the Ministry of Skill Development for clarifications on how to frame agreements, creating massive administrative drag that stalls ground-level execution.

Non-Standardized Portability and Localized Syllabi

Because each Anchor Industry Partner customizes curriculum to fit its own specific factory needs, a syllabus created in Karnataka might differ completely from one in Haryana. If these customized courses do not align perfectly with the National Skill Qualification Framework, student certificates lose value if graduates move out of that specific industrial cluster, severely limiting interstate labour mobility.

Dual Competence Requirements for the Oversight Body

A major institutional weakness is lack of a specialized governance structure capable of managing this transition. An oversight body tasked with managing a massive transformation like PM-SETU cannot function merely as an auditing entity or a bureaucratic ledger-keeper. Because the public-private structure of Special Purpose Vehicles relies on complex escrow accounts and performance-linked milestones, oversight body requires deep financial competence to track milestone-based disbursements, audit asset monetization strategies, and verify whether valuations attached to corporate contributions are fair.

Equally vital is domain delivery competence. The governance framework must include professionals from emerging technical sectors capable of evaluating pedagogical quality, monitoring technology lifecycles, and ensuring that customized curricula maintain alignment with the National Skill Qualification Framework. Without this dual expertise of financial stewardship and deep vocational understanding, the oversight mechanism risks reducing its function to checking boxes rather than ensuring genuine instructional quality and wage-verified placements.

Critical Deficit in Trainer Ecosystems and Pedagogical Gaps

The most severe operational bottleneck threatening PM-SETU is acute non-availability of qualified trainers, a crisis that extends all the way up to master trainers responsible for training other instructors. Installing advanced robotic arms, automation kits, and CNC machines is entirely redundant without personnel capable of teaching students how to operate them. India faces a massive structural deficit in instructors who understand modern technologies like EV maintenance, AI-driven logistics, and smart manufacturing.

This human resource vacuum cannot be solved simply by importing personnel from factory floors. While industry experts possess deep technical knowledge, they frequently lack the vital pedagogical skills required to manage classrooms, design curricula, and break down complex industrial concepts for adolescent learners. Teaching is an entirely different capability set than manufacturing. Conversely, existing ITI faculty lack exposure to modern automation, leaving a massive gap between industrial reality and classroom instruction. The Training-of-Trainers framework within PM-SETU is lagging far behind infrastructure targets, creating a situation where high-tech labs sit idle because there is a total absence of individuals who can both operate the technology and teach it effectively.

Corporate Dilemma and Capitalist Paradox

The reliance on private companies to co-invest and manage these ITI clusters has exposed a fundamental capitalist paradox where Anchor Industry Partners face zero incentive to spend corporate resources to act as public charity, especially if it risks creating talent pipelines for direct rivals. Because ITI graduates are free agents, Anchor Industry Partners cannot legally force them to stay. A competitor who spent zero rupees on training can simply offer these newly skilled graduates slightly higher salaries and steal them away, forcing the investing company to subsidize its competitor’s HR department. Furthermore, teaching cutting-edge Industry 4.0 skills requires exposing internal operational workflows and proprietary tools, creating massive intellectual property risks regarding leakage to rivals. Finding top-tier industrial partners willing to invest heavily in remote, rural Spoke ITIs is also incredibly difficult, as most industrial giants remain concentrated around major manufacturing zones.

Strategic Perks Designed to Attract Private Investment

To convince Anchor Industry Partners to take these risks, the scheme pitches specific operational advantages. While companies cannot legally lock students in, they get exclusive, year-round access through on-the-job training inside corporate facilities. By graduation, these students are fully integrated into company culture and machinery, requiring zero onboarding time. Additionally, major corporations rely on hundreds of Micro, Small, and Medium Enterprise vendors. By managing a PM-SETU hub, an Anchor Industry Partner can train youth who will work for their supply chain vendors, which directly raises component quality and reduces defect rates. Finally, setting up a state-of-the-art training center independently requires 100% private funding, whereas PM-SETU provides up to 83% government funding for capital expenditure, allowing companies to build high-tech training ecosystems for a fraction of market price.

Policy Revisions Required to Accelerate Progress

To get PM-SETU back on track, government needs to implement structural course corrections that address both administrative delays and corporate anxieties. The Ministry should allow Anchor Industries to sign reasonable, legally binding apprenticeship-to-hire contracts where students agree to work for the partner firm for 18 to 24 months post-graduation in exchange for subsidized education. To deter poaching, competing firms hiring a graduate within two years of graduation should be mandated to pay training clawback fees directly to the original investing Anchor Industry Partner.

To resolve the teaching crisis, the government must collaborate with central universities and corporate partners to launch specialized pedagogical diplomas for engineers, transforming industry experts into certified educators. Funding must be aggressively diverted into mandatory corporate training stints for existing ITI faculty. To solve regional disparity, government should offer higher fiscal incentives or tax breaks for companies managing remote Spoke ITIs. Furthermore, the Ministry must mandate a core 70% standardized syllabus aligned with national frameworks, confining industry-specific training to the remaining 30% to ensure certificate portability. Finally, state-level single-window clearance channels must be created to fast-track corporate entity formation, and funding milestones should be strictly tied to actual graduate placement wages rather than mere enrollment numbers.

Overview of the PM-SETU Rollout

The implementation of the Pradhan Mantri Skilling and Employability Transformation through Upgraded ITIs (PM-SETU) scheme has gained momentum across India, driven by the Ministry of Skill Development and Entrepreneurship (MSDE) and the Directorate General of Training (DGT). According to official parliamentary and Ministry updates, currently 19 States and Union Territories have officially floated Requests for Proposals (RFPs) and tenders to onboard industry expertise, while 32 States/UTs have formed State Steering Committees to oversee the rollout. These procurement notices primarily target Anchor Industry Partners (AIPs) willing to co-invest and co-manage institutional clusters under a modernized Hub-and-Spoke model, reshaping vocational training through public-private collaboration. While nearly 20 states have crossed the hurdle of initiating these tenders, the scheme remains stuck in this exact stage. Publishing the RFP is proving to be the easy part, finding private corporations willing to actually bid on them and finalize the 51% stake agreements is where the current delay lies.

State-Specific Tender Actions

Several state governments have moved swiftly into the active bidding phase with substantial financial outlays. Haryana has issued an RFP for the Chhara ITI Cluster Upgradation in Jhajjar with a massive project outlay of ₹241 Crore, alongside onboarding project monitoring consultancies. Rajasthan’s Directorate of Technical Education has aligned its tenders with a similar ₹241 Crore per cluster framework, utilizing a structured funding split where the state and center cover 83% of costs, leaving a mandatory 17% (approximately ₹41 Crore) for the winning industry bidder. In the northeast, Assam has invited bids for the Guwahati Cluster, comprising ITI Guwahati as the hub and four surrounding spokes with an estimated project value of ₹281 Crore. Meanwhile, Andhra Pradesh has released highly localized, cluster-specific RFPs targeting key hubs like Kurnool, Dhone, Nellore, and Vijayawada to establish specialized training ecosystems.

Cluster Management and Upgradation Mandates

The technical and financial mandates embedded within these state tenders reflect a uniform strategy to decentralize ITI governance and future-proof the curriculum. Winning bidders across states like Odisha, Uttar Pradesh, Uttarakhand, and Tripura are required to establish a Section 8 non-profit Special Purpose Vehicle (SPV), maintaining a 51% industry stake against a 49% government share to ensure operational autonomy. Furthermore, the RFPs strictly bind the selected partners to upgrade infrastructure and introduce the DGT’s newly curated, future-ready courses. This ensures that the upgraded clusters move away from legacy trades and pivot aggressively toward high-demand sectors, including artificial intelligence programming, drone technology, green hydrogen production, semiconductor manufacturing, and 5G infrastructure.

The rollout of the ₹60,000-crore PM-SETU scheme has officially transitioned from the bidding phase to execution, with Andhra Pradesh becoming the first state in India to onboard an Anchor Industry Partner. This milestone was formalized by the Ministry of Skill Development and Entrepreneurship (MSDE) during the third National Steering Committee meeting.

First Onboarded Partner and Pilot Cluster

The inaugural Strategic Investment Plan (SIP) approved under the scheme belongs to the consortium of ArcelorMittal Nippon Steel India (AM/NS India) and its academic partner, the New Age Makers Institute of Technology (NAMTECH). This industry partnership has been officially onboarded to manage and transform the Visakhapatnam ITI Cluster in Andhra Pradesh, backed by a project cost of ₹200.21 Crore. This cluster will serve as the national blueprint for the hub-and-spoke model.

Current Pipeline and Approvals

While AM/NS India is the first to achieve final, formal clearance to begin operations, several other major industry leaders are heavily engaged in the final stages of the selection process. Companies like Hindustan Aeronautics Limited (HAL), Hero MotoCorp, Bajaj Auto, and ITC Limited have actively submitted proposals. With 12 states having already closed or nearing the closure of their initial Request for Proposal (RFP) timelines, the central ministry expects a wave of additional AIP onboardings and cluster approvals to be cleared in the coming months.

References

  1. Ministry of Skill Development and Entrepreneurship (MSDE) Parliamentary Replies: Unstarred Question responses in both the Lok Sabha (Question No. 4939 & 5928) and the Rajya Sabha (Question No. 3794) answered in March 2026.
  2. Press Information Bureau (PIB) Delhi: The Ministry reiterated these exact numbers in official government press releases titled “Operationalisation of PM–SETU” and “ITI Upgradation Under PM SETU”, issued by the Press Information Bureau.

Shadow of the Chair, Not your Height

Illusion of Political Power

There is haunting universal code embedded in DNA of Indian power which always plays out same way on election night when leaders lose or transition power to another person. One day you see leader like Siddaramaiah walking echoing massive corridors of Vidhana Soudha entirely alone without single bureaucrat or sycophant giving second look. You watch Mamata Banerjee, once undisputed queen of Bengal street politics, visiting lanes of Kalighat only to pass by crowd that suddenly looks right through her unacknowledged. You see it when mighty engines of state machinery grind to halt around leaders like Stalin or Kejriwal. Harsh reality of power is that room is packed only as long as you hold pen that signs orders. Moment designation is gone durbar vanishes overnight. You go from crowded room to quiet hallway in heartbeat because nothing is permanent, least of all power. Crowd never belonged to person, it belonged entirely to chair.

Nothing is permanent, least of all power.

Corporate Echo

Nowhere does this truth resonate more brutally than in mirrored glass towers of corporate India. Air in corner office of Zenith India Corp always smelled of expensive sandalwood and fresh pressed ambition. For over decade Raghavendra Raghu Rao was sun around which entire company orbited. When Raghu walked corridors of corporate headquarters in Mumbai it was less stroll and more royal procession. VPs would suddenly find urgent reasons to step into hallway just to catch his eye. Executive assistants held elevators. Cafeteria would go quiet if he decided to grace it and his LinkedIn posts racked up hundreds of insightful and inspiring comments within minutes. Raghu did not just hold power, he was intoxicated by it. He genuinely believed deferential smiles and late night WhatsApp messages wishing him happy weekend chief were testament to his personal brilliance.

Change of Guard

Then came restructuring. New York based private equity firm bought controlling stake and just like that Raghu was handed golden parachute and polite exit. His last day was Friday. Transition was not slow fade, it was cliff. On Monday Raghu realized he had forgotten personal hard drive in his old cabin. He decided to drop by figuring he would say few proper goodbyes anyway. As he walked through glass doors of Zenith Corp security guard, man Raghu had personally helped with medical advance year ago, nodded mechanically treating him like any other visitor, asking him to sign register and issuing visitor badge. Raghu swallowed hard, realising he was just visitor.

Corridor of Ghosts

Walking down main corridor felt like stepping into alternate reality. He saw Vikram, his former deputy who just three days ago would laugh uproariously at weakest jokes. Vikram was rushing toward conference room with iPad in hand, looked up for split second then looked right through him adjusting tie and picking up pace without stopping or asking how he was holding up. Further down group of management trainees he had personally mentored were chatting by water cooler. As Raghu approached conversation did not stop and they did not part like Red Sea to let him through, forcing him to awkwardly step aside to avoid bumping into them. It was eerie corporate echo of raw political visuals seen on television like former Chief Minister walking massive echoing corridors of Vidhana Soudha entirely alone after election defeat without single bureaucrat giving second look, or Mamata Banerjee or Kejriwal experiencing sudden icy shift when political winds turn and durbar vanishes overnight. Raghu was walking his own quiet hallway. Packed rooms, frantic nods, desperate attempts to catch his eye were all gone. Crowd did not belong to Raghu, it belonged to chair.

Lesson of the Chair

Sitting across from Raghu at nearby South Indian café hour later his old mentor, old school HR veteran named Anand, sipped filter coffee and smiled gently after Raghu poured his heart out bitter and shaken by how quickly he had become non entity. Anand set brass tumbler down and told Raghu he made classic mistake of confusing shadow of chair for his own height. In corporate world as in politics power is leased property. Day lease expires keys are handed over and crowd moves to new tenant. If people respect you only because of designation on business card that respect has expiry date. Anand tapped his chest explaining it is always better to be loved for person you are not chair you occupy. If you build relationships on empathy, genuine mentorship, and character that stays with you when you walk out door. Chair gives authority but only humanity gives legacy. Raghu looked out window at bustling Mumbai traffic. Sting of corridor was still there but clarity was therapeutic. It was brutal lesson that would hold him in good stead for rest of his life. He was no longer corporate deity but for first time in ten years he was entirely himself.

Lasting Personal Legacy

That brutal truth of corporate world and political arenas of Vidhana Soudha or Kalighat is why I have always held specific memory close to my heart. It serves as my North Star reminding me of what truly matters when noise of titles and designations fades away. It happened on September 11 2016 which happened to be my birthday when my team at NEC had organized celebration. Late Dr Reguraj stood up to speak, looked at room then looked at me and delivered what remains greatest compliment I have ever received in my life. He said here is one person who does not get his value due to his chair, he brings value to chair he sits on, Principal loved by everyone from student to faculty to supporting staff.

Hearing those words from man of his stature on my birthday was defining moment. It crystallized very lesson that has held me in good stead throughout my career to never let title define your worth. Dictating terms from position of authority is easy but earning genuine love, respect, and loyalty from every tier of organization solely because of who you are as human being is only real achievement.

Chairs are reallocated and titles are stripped but value you carry within yourself and impact you leave on people around you can never be taken away.

Decoding the Regulatory Divide: Systemic Flaws and Global Benchmarks in India’s Skilling Ecosystem

By N Suresh
Possesses 38 years of professional experience across assorted industries and is a direct product of the Dual system of education, supplemented by Master’s degrees from the traditional University system. A close observer of Skill India’s advancements for the past 42 years, he has extensively tracked the European and Australian TVET sectors, drawing upon 15 years of direct personal experience in this space.

National Council for Vocational Education and Training (NCVET) was operationalized by subsuming National Council for Vocational Training (NCVT) and National Skill Development Agency (NSDA). This consolidation aimed to unify fragmented Technical and Vocational Education and Training (TVET) architecture. While unified policy control has scaled up, structural deficiencies in monitoring Awarding Bodies (ABs) and Assessment Agencies (AAs) persist. Shifting from volume-driven compliance to outcome-based field execution remains a critical challenge.

Core Flaws in the NCVET Framework

Spatial Overreach and Paper Capacities

Regulatory frameworks grant pan-India jurisdictions to testing entities based on administrative volume. Agencies secure multi-state clearances by presenting databases of freelance Subject Matter Experts (SMEs), multilingual question banks, and registered proctors. This desktop licensing model assumes that mathematical scale translates into local execution capability. In practice, a massive database of freelance examiners does not guarantee logistical infrastructure, quality control, or industry connections required to deploy genuine assessments in remote or rural districts.

Numerical Volume Contradiction

A major structural loophole in the pan-India licensing model is the reliance on absolute numerical thresholds without geographical distribution mandates. For example, an agency can secure national jurisdiction status purely by demonstrating a volume metrics threshold, such as training & assessing 75,000 candidates within a single year. Though the current document June 2025 says “at-least five (05) States/ UTs representing at-least three(03) Regions of India (Clause 2.2.1 b (iii))” a cursory glance of the list of Dual Body indicates many who are a single state operations who qualified only because of the number trained and certified. Fundamentally such framework fails to account for where these training and assessments occur. An entity can train and evaluate the entire volume of 75,000 candidates within a single geography (state or region). Despite having zero operational footprint, zero infrastructure, and zero regional language capability in the remaining states or Union Territories, the entity receives a nationwide operational mandate.

This distortion creates severe operational challenges across the skilling value chain:

  • Clustering Illusion: Agencies naturally centralize operations in high-density urban clusters to minimize logistical costs, avoiding remote, hilly, or border regions while maintaining national certification status.
  • Sub-Contracting Vulnerabilities: When single-state operators win nationwide public procurement tenders, they frequently scramble to sub-contract ground execution to unverified local freelancers, weakening process monitoring.
  • Linguistic Disconnect: Achieving high volume metrics in one region does not ensure an agency possesses the linguistic literacy or contextual subject expertise required to evaluate candidates in culturally diverse states.

The current guideline treats organizational capacity as a product of physical geography rather than evaluating the institutional and digital scale of the applying entity. It also stifles cross-border mobility and locks out highly competent regional players. For example, a top-tier skilling institute based in Noida (Uttar Pradesh) that has successfully trained thousands of students cannot apply to be an AB in neighboring Delhi or Haryana unless they already have historical, recorded numbers inside those specific state borders. Also, if an organization applies for recognition in more than one state (but less than PAN India), the required prior experience (number of trainees/assessments) is a strict mathematical summation of the individual state requirements. The same applies to financial turnover requirements (Section 4.1.3.c).

Batch Sizing Flaw: Rigid Capacity Caps

According to Section 8.7.1, the guidelines impose a strict mandate on how institutions can operate their batches:

  • Maximum Cap per Batch: The instructional area is limited to a batch size of a maximum of 30 students per batch.
  • Single Batch Restriction: By default, an institution is eligible for only one batch per Diploma or Diploma (Advanced) Qualification.

Key Operational Consequences

This rigid structure introduces three major flaws into the training ecosystem:

  • Severe Scale Limitations: Capping a program at a single batch of 30 students severely restricts a well-equipped, highly reputed institution from scaling up its successful vocational programs to meet market demand.
  • Disincentivizes Growth: Even if an institution has a proven track record, high placement rates, and robust infrastructure, it is bottlenecked by the default “one batch per qualification” rule.
  • Regulatory Dependency for Expansion: To bypass this limit, institutions must prove “exceptional circumstances” to NCVET to get additional batches allocated. This introduces administrative red tape and slows down execution.
  1. Parallel Infrastructure: Showing that they possess entirely separate, duplicate sets of labs and workshops so that Batch A and Batch B do not fight over the same CNC machines or robotics kits.
  2. Dedicated Faculty Strength: Proving a strict 1:20 or 1:30 trainer-to-trainee ratio for each extra batch requested, with full-time instructors listed on the portal.
  3. Linear Multiples: If NCVET approves an entity for 3 batches of an approved Diploma qualification, system locks their portal limits to exactly 3 × 30 = 90 trainees for that academic intake year.

Field Verification Deficit

The recognition pipeline prioritizes initial documentation screening and committee presentations over active field verification. Once bilateral or tripartite agreements are executed, oversight shifts to self-regulation portals and periodic desk audits. NCVET lacks dedicated regulatory inspectorates to perform unannounced, on-site audits during active testing cycles. Without surprise field validations, standard operating procedures cannot be actively enforced, leaving the system exposed to systemic process compromises.

Structural Interest Conflicts

Allowing dual recognition enables single corporate entities to act as both Awarding Bodies and Assessment Agencies. While this design minimizes operational friction within training cycles, it reduces institutional separation between delivery and certification. When training providers and evaluators operate under shared management networks, robust external auditing becomes essential, yet remains unaddressed by current oversight mechanisms.

Technical and Operational Bottlenecks

Centralizing operations through the KaushalVerse Portal and Academic Bank of Credits (ABC) has faced persistent technical debt. Interoperability issues between older legacy systems and centralized public portals create administrative blockages. Furthermore, rigid National Skills Qualification Framework (NSQF) alignment timelines cause structural bottlenecks. When specialized training modules expire, bureaucratic renewal delays disrupt active training batches, slowing down ecosystem agility.

Performance Analysis Since Inception

Macroeconomic restructuring has standardized long-term and short-term vocational parameters, but grass-roots execution quality varies significantly.

Global Governance Paradigms: ASQA and Germany

Global VET frameworks position regulatory accountability on operational sites rather than documentation matrices, explicitly separating localized capacity from raw scale.

Australia (ASQA): Risk-Based Performance Sampling

The Australian Skills Quality Authority (ASQA) regulates Registered Training Organisations (RTOs) by checking operational evidence instead of corporate policy files. Auditors sample live portfolios, cross-verify completed evaluation patterns, and conduct direct interviews with candidates and trainers.

Crucially, ASQA prevents the numerical volume trap by treating geographic expansion independently. Hitting high enrollment numbers in a home state does not grant automatic national access. RTOs must file a specific Scope Expansion Application for every new territory, proving local physical infrastructure and compliant local delivery sites prior to approval.

Germany: Decentralized Chamber Architecture

Germany’s Dual VET system transfers monitoring duties away from central government bodies to regional industry structures: Chambers of Industry and Commerce (IHK) and Chambers of Crafts (HWK). Local companies must clear physical inspections of workspace safety and trainer qualifications to participate. Employers train candidates but are legally prohibited from testing them. Final examinations are conducted independently by regional tripartite boards comprising employers, teachers, and union representatives, using local peer pressure to protect certification integrity.

Structural Governance Comparison

Operational FeatureNCVET Model (India)ASQA Framework (Australia)Dual VET Architecture (Germany)
Primary Audit MetricPre-Recognition Verification: Data counts, online forms, and portal declarations.Performance Auditing: Evaluation of active learner files and live observations.Co-Regulation: On-site checks of workplaces by regional industry peers.
Territorial AuthorizationAutomated national jurisdiction based on cumulative volume thresholds.Location-specific authorization requiring independent local proof for every territory.Region-bound operational permits controlled strictly by local industry chambers.
Evaluation WorkforceFreelance assessors hired via non-exclusive private registries.Institutional assessors subject to strict federal validation standards.Tripartite panels comprising local industry, labor, and academic experts.
Investigation TriggersScheduled renewals or formal stakeholder complaints.Data-driven risk forecasting and random target selections.Continuous local monitoring by permanent regional advisors.

Realizing Ground-Truth Accountability

NCVET has established macro-policy structures, credit articulation rules, and national skilling frameworks. However, its reliance on remote, desktop-based licensing weakens ground-level execution. Transitioning to risk-based performance sampling, introducing geographical dispersion thresholds (requiring minimum volume spread across diverse states rather than single-cluster concentrations), or utilizing regional industry networks could address these gaps. Until verification frameworks shift from checking paper database registries to conducting live, independent field audits, true capability will remain separate from compliance documentation.

References

  1. National Council for Vocational Education and Training. (2020). Guidelines for Recognition and Regulation of Assessment Agencies. Ministry of Skill Development and Entrepreneurship, Government of India.
  2. National Council for Vocational Education and Training. (2024). Guidelines for Diploma Qualifications in Vocational Education & Training and Skilling. Notification. Gazette of India.
  3. National Council for Vocational Education and Training. (2023). Revised National Skills Qualification Framework (NSQF) Notification. Gazette of India.
  4. Australian Skills Quality Authority. (2025). Regulatory Risk Framework and Performance Assessment Methodology. Commonwealth of Australia.
  5. Federal Ministry of Education and Research (BMBF). (2024). Report on the Vocational Education and Training (VET) System in Germany. Vocational Training Act (BBiG) Compliance Standards.
  6. National Council for Vocational Education and Training. (2026). Compendium of NCVET Policies, Guidelines, and Digital Migrations (KaushalVerse Framework). Ministry of Skill Development and Entrepreneurship, Government of India.