Three scenarios. Real data. And the question that keeps me up at night.


My daughter just finished her tenth standard board exams. She is waiting for results now — that particular limbo every Indian parent knows. For months, her studying looked like revision but was actually memorisation under time pressure. She knew dates. She could reproduce definitions. She was, by every formal measure, doing what she was supposed to do.

She was never asked to solve a real problem. Not once, in ten years of schooling, was she put inside a situation and asked to navigate her way out.

This is not a complaint about her school specifically. It is a description of a system. And the system is producing the same outcome at scale, across a country of 1.4 billion people, with a working-age population of 900 million — and only 5% of them formally skilled.

Five percent.

That is the number the National Skill Development Corporation published. That is the number we are working with when we talk about India’s demographic dividend, our trillion-dollar ambitions, and our aspiration to become the world’s most competitive economy by 2047. We have 900 million working-age people, and 45 million of them have any formal skills certification.

I have been sitting with a different question lately — not “why is it so low?” but “what if it weren’t?”

What if India actually got skilled?

The number we are starting from

Before the vision, the ground truth needs to be stated clearly, because we are good at blurring it with optimistic framing.

India has approximately 900 million people of working age today, heading to one billion by 2030. Of these, just 4.4% of youth aged 15–29 have formal vocational training. Only 2.2% of the 15–59 population holds any formal skills certification. The India Skills Report 2025 measures graduate employability at 54.81% — which sounds reasonable until you look at what the Mercer-Mettl Graduate Skill Index measured in the same period: 42.6% of graduates are actually employable. The divergence between those two numbers tells you a great deal about what we are counting when we count “employable.”

The Economic Survey 2024–25 is more confronting still: 88.2% of India’s workforce is employed in low-competency jobs. Over 53% of graduates are underemployed — doing work that does not require the degree they hold.

And then there is the productivity number, which is where I always return when I want to understand the true cost of this gap. India’s manufacturing workforce creates, on average, $8,076 of economic value per worker per year. In Thailand — a country most Indians would not think of as dramatically more developed — that figure is $18,308. In Malaysia it is $34,402. In Germany, over $70,000.

We are not just behind. We are a fraction.

The Skill India Mission set a target of skilling 500 million people by 2030. We are, conservatively, about 455 million short. And the demographic window — the period when India’s median age of 28 gives us a genuine working-age advantage over ageing economies in China, Japan, and Europe — does not stay open forever. Demographers estimate we have roughly a decade before the dividend starts to expire.

So: what if we actually used it?


Scenario 1: 50% skilled. The tipping point.

Let us define “skilled” conservatively here. Not German apprenticeship-level mastery. Not global-standard expert certification. Simply: a worker who has received structured, competency-based training in a domain relevant to their work — training that was assessed against real-world application, not paper reproduction.

At 50%, India would have 450 million formally skilled workers. That is ten times where we are today.

The economic effect of crossing this threshold is not linear — it is structural. Economies do not simply add value proportionally when their skilled workforce grows. They cross inflection points where capability clusters begin to generate their own gravity: skilled workers attract investment, which creates demand for more skilled workers, which deepens specialisation, which raises output per worker further.

Here is the arithmetic that matters. If India’s manufacturing workers achieved even the productivity of Thailand — $18,308 per worker per year, compared to our current $8,076 — the additional economic value generated by those 450 million workers alone would exceed India’s current entire GDP. That is not a projection; it is a multiplication. And Thailand is not a ceiling. It is the nearest comparable step.

Beyond manufacturing: at 50% skilled, India’s services sector deepens qualitatively. We stop being the world’s lowest-cost option and start being the world’s most competitive option. Those are different value propositions with radically different pricing power.

Socially, 50% is where something else happens: the stigma around vocational work begins to break. When half the people you know have formal skills training, when your neighbour’s daughter who did an ITI in precision manufacturing earns more than your nephew who got a general arts degree, the cultural calculus changes. Skills stop being the consolation prize for those who couldn’t get a degree. They become the primary aspiration.

This is not a small thing. In India, the cultural devaluation of vocational work is one of the primary reasons we are at 5% in the first place. Parents do not want their children in ITIs because ITIs signal failure in a system where the degree is the only visible passport. Breaking that psychology at scale requires critical mass. Fifty percent is critical mass.

What would it take to get there? At minimum: a structural shift in how government schools and ITIs deliver learning — away from lecture-and-reproduce, toward simulation and practice. Doubling India’s current vocational enrollment. Bringing private-sector-quality skills training to government-sector institutions. Making the outcome of skills training visible and verifiable, not just certificated.

Scenario 2: 75% skilled. The inflection point.

At 75%, India has 675 million formally skilled workers. The comparison set changes.

Germany has maintained its economic dominance for a century partly through its dual vocational education system — the Berufsausbildung — where over 50% of young people enter structured apprenticeships that combine classroom instruction with real-world practice. This system has produced a manufacturing workforce that generates $70,000+ of value per worker annually. It has also produced an economy that, despite being a fraction of India’s size and population, has consistently been the world’s leading exporter.

India at 75% skilled does not replicate Germany. But it begins to generate the same kind of structural confidence: that the workforce is dependable, trainable, and productive enough to anchor global supply chains. That is the shift that repositions India not just as a labour cost alternative to China, but as a genuine manufacturing peer — capable of absorbing complexity, managing quality, and running operations at global standard.

At 75%, India’s $26 trillion GDP target for 2047 — set by EY and adopted widely as the Viksit Bharat aspiration — does not just become achievable. It becomes achievable a decade early. The productivity uplift from a workforce three times as skilled as today’s changes the trajectory of everything: tax receipts, infrastructure investment capacity, healthcare spend, educational quality. Prosperity compounds.

There is a specific number inside this scenario that I want to highlight, because it rarely gets the attention it deserves.

Women.

The India Skills Report 2025 recorded, for the first time in its history, that women’s employability (54%) outpaced men’s (51.5%). This has happened because digital roles, hybrid work, and Tier-2 city growth in BFSI, healthcare, and education have opened pathways that older industrial structures didn’t. But women’s workforce participation in India remains at roughly 25% — one of the lowest in Asia.

At 75% skilled, women are not an afterthought in the upskilling story. They are the primary growth variable. NSDC projects that its initiatives could create 30 million women-led enterprises by 2040. Multiply that by even modest revenue, and you are looking at a GDP contribution that changes what India’s economy looks like from the inside. The green jobs sector alone is targeting three million new roles by 2030 — roles that are not historically gendered, and that the skills infrastructure of a 75%-skilled India could route systematically toward women.

At this level of workforce capability, the global labour market also begins to view India differently. Cross-border talent mobility — Indian engineers, technicians, healthcare workers, and creative professionals working across Asia, the Middle East, Europe, and North America — could add $500 billion to the global economy by 2030 according to the World Economic Forum, with India as the central supply source. Brain drain stops being a concern and becomes brain circulation: skilled Indians who go abroad send remittances, build networks, and return with capabilities that deepen the domestic talent pool.

Scenario 3: 85% skilled. The vision.

Eighty-five percent is not an incremental projection. It is a civilisational statement.

At 85%, India has 765 million formally skilled workers. No country in history, at this scale, has achieved this ratio. The United States, often cited as the pinnacle of human capital development, has a formal post-secondary educational attainment rate of around 50%. Germany’s vaunted system produces skilled workers at roughly 60–65% of the workforce. India at 85% would be operating at a level of human capital intensity that has never existed at this population scale.

What does that world look like?

India becomes the world’s largest exporter of skilled talent and skilled-labour-intensive products simultaneously. The AI sector, where India already commands 16% of global talent, deepens into a structural advantage: we do not just supply the engineers who build AI systems, we supply the domain experts — the skilled workers in agriculture, manufacturing, healthcare, education, and climate technology — who generate the training data, the contextual knowledge, and the applied problem-solving that makes AI useful in the real world.

The green economy becomes India’s second manufacturing revolution. Skilled workers in solar panel installation, wind turbine maintenance, EV battery production, climate-smart agriculture, and circular economy supply chains are the labour force that the global decarbonisation project needs. At 85% skilled, India does not wait for green jobs to come to us. We build the infrastructure, export the workers, and set the standard.

And here is the thing that I care about most, which is harder to quantify than GDP: at 85% skilled, the accident of birth stops being the primary determinant of life outcome in India.

Right now, where you are born — which caste, which district, which school, which family income bracket — determines almost everything about the quality of skill development you can access. Private schools in Chennai offer experiential science labs. Government schools in the same city operate without functional equipment. The child who gets into a well-resourced institution gets trained for the economy of 2030. The child who doesn’t gets trained for the economy of 1980.

At 85% skilled, that gap cannot persist. The mathematics of getting to 85% requires that skills infrastructure reaches the learners currently excluded from it: children in government schools, workers in ITIs, young people in rural Tamil Nadu, in Uttar Pradesh, in Assam. You cannot get to 85% by serving the top 15%. You have to get to the 85% that the existing system has failed.

That is not just an economic argument. It is a moral one.


What would actually get us there

I am not a policy economist. But I have spent the last several years building an experiential learning platform, producing films about communities that institutions forget, and running a climate non-profit that works with the children that mainstream education bypasses. I have a practitioner’s view of this, not a theorist’s.

The path from 5% to 50% to 75% to 85% is not paved with more certificates. We already proved that. India has certified millions of people under PMKVY and still faces a skills crisis of this magnitude because certification without competence is administrative theatre. Employers see through it immediately. The certificate says the worker completed a course. The employer discovers, within days, that they cannot do the job.

What changes the equation is a shift in the theory of learning itself.

Experience before explanation. Simulation before instruction. Practice before theory.

The evidence for this is not new. Edgar Dale’s research on the cone of learning has been in the literature for decades. Project-based learning, apprenticeship models, and clinical education in medicine all demonstrate the same thing: humans retain what they do, not what they hear. Retention from lecture-based learning averages around 5%. From practice-based learning, it reaches 75%. From teaching others — the deepest form of applied knowledge — it approaches 90%.

This is what Karkei’s SPARK method is built on. Not as an academic exercise, but as the architecture of a platform we are building specifically for the learners that the existing system has abandoned. Government school students. ITI workers. First-generation learners in vocational centres who will not get a second chance if the first one is wasted on rote learning that doesn’t stick.

Simulate. Play. Act. React. Know. In that order. Experience the consequence of a decision before you are asked to explain why the decision was right or wrong. The understanding follows the experience — it does not precede it.

Karkei does this through AR-based, no-headset experiential simulations. A student in a government school in Tamil Nadu can simulate a factory floor safety scenario, a crop management decision, a climate event response, or a business negotiation — on a device that already exists in that school, without specialised hardware. The learning sticks because it happened to them, not to a character in a textbook.

This is not sufficient on its own. Infrastructure, policy, curriculum reform, teacher training, employer engagement, and funding all matter. But technology that makes experiential learning scalable and accessible — that breaks the monopoly of well-resourced institutions on quality learning — is the force multiplier that changes what is achievable.

Germany’s apprenticeship model didn’t produce skilled workers by lecturing them. South Korea’s economic miracle — the transformation of a war-ravaged country with no natural resources into a high-technology economy — was built on vocational education systems that coupled instruction with real practice, at massive national scale, with government commitment and industry partnership.

We know what works. The question is whether we will choose to deploy it where it actually matters.

The window will not stay open

India’s demographic dividend is not a permanent condition. It is a window. The median age of 28 that gives us our working-age advantage over China (38), Japan (48), and much of Europe will not hold for another generation. Fertility rates are falling. The population is ageing. Researchers at the Observer Research Foundation have noted the real risk: India could grow old before it grows rich.

If the next decade produces another generation of learners trained in the same rote-based, certificate-oriented, competency-free system that gave us the 5% we currently have — the window closes. Not gradually. Irreversibly.

The Skill India Mission’s target of 500 million skilled workers by 2030 is four years away. We are 455 million short. That target will not be met. But the question of what we do with the next decade is still open.

I have three daughters. One who just finished her board exams and is waiting for results — sitting in that gap between effort and outcome that the system calls normal. Two in the sixth standard, who have another four years before they face the same machinery. When I think about what the economy looks like when they enter the workforce — roughly 2030, 2035 — I think about which version of India they are entering. The one at 5%? The one at 50%? The one that dared to aim for 85%?

The 85% scenario is not a fantasy. It is a design challenge. One that requires us to stop building the infrastructure of appearance — certificates, enrollment numbers, training hours — and start building the infrastructure of competence: experiential, assessed, applied, and accessible to the learner who has no safety net if it fails.

That learner exists in every district of every state in this country. They are the demographic dividend. Not as an abstraction. As a person, with potential that the current system is systematically squandering.

What if India actually got skilled?

The answer, at every percentage point from 50 to 85, is: everything changes.

The choice of whether to pursue that change is still ours to make.


Elango Raghupathy is a filmmaker, founder, and social entrepreneur based in Chennai. He is the Founder & CEO of Karkei Experiential Technologies, Co-Founder of Karuvachy Films (producer of Maadathy: An Unfairy Tale, Busan IFF 2019), and Founder of ERA Foundation. Karkei’s waitlist is open at karkei.com. He writes at Substack.

Sources & data

  • NSDC: “Only 5% of India’s workforce is formally skilled” — National Skill Development Corporation
  • India Skills Report 2025 — Wheebox / CII; employability at 54.81%
  • Mercer-Mettl Graduate Skill Index 2025: 42.6% employability
  • Economic Survey 2024–25: 88.2% of workforce in low-competency jobs; 53% of graduates underemployed
  • Manufacturing value-add per worker: India $8,076, Thailand $18,308, Malaysia $34,402 — S&P Global / World Bank (2021 data)
  • India GDP projections: $26 trillion by 2047–48 — EY Report; $10 trillion by 2035 — CEBR
  • Cross-border talent mobility: $500 billion to global economy by 2030 — World Economic Forum Future of Jobs Report 2025
  • NSDC: 30 million women-led enterprises projected by 2040; 3 million green jobs target by 2030
  • India vocational training: 4.4% of youth (15–29) have formal vocational training — SPRF / NSS data
  • Germany VET: 50%+ of youth in vocational education — OECD
  • India demographic dividend window — ORF: “India could age before it becomes rich”
  • India Skills Report 2025: Women’s employability 54%, outpacing men’s 51.5% — first time in report history