The Accounting Trick That Turns State Failure Into Economic Growth

Imagine your city's water authority stops maintaining its treatment plants. The water from your tap starts smelling. You spend twelve thousand rupees on a water purifier. Safe water returns to your kitchen.

From the perspective of India's national accounts, this is good news. A transaction occurred. A manufacturer recorded revenue. A retailer made a sale. Twelve thousand rupees of economic activity was logged and counted toward GDP.

The fact that you only bought the purifier because a public system failed is invisible to the measurement. The fact that you would have preferred clean tap water and kept your money is irrelevant to the arithmetic. Failure happened, you responded, and the economy grew.

Now scale this up. Parents pulling their children from crumbling government schools into private ones that cost nine times as much. Families selling gold to pay private hospital bills that a functioning public health system would have covered. Office workers buying air purifiers because the government has not controlled the particulate matter outside their windows. Every one of these transactions adds to India's GDP. Each of them is, at least partly, a measure of the state failing to do its job.

India is the world's fastest-growing major economy. GDP is expanding at somewhere between 6.5 and 7.6 percent annually, and the nominal economy sits at roughly $4.15 trillion. These are real achievements built on genuine productivity gains in technology, manufacturing, and services. But embedded within those headline numbers is a quieter story: a significant portion of that growth is not the sound of value being created. It is the sound of people spending money to escape from things that should have been handled for them.

Understanding how this happens, and why it is baked into the design of economic measurement itself, requires a short detour into national accounting.

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The formula with the asymmetry inside it

The standard equation for calculating GDP breaks down economic output into four buckets:

$Y = C + I + G + (X - M)$

$Y$ is GDP. $C$ is private consumption, everything households spend on goods and services. $I$ is private investment. $G$ is government expenditure. $(X - M)$ is net exports. Every economics course teaches this as though all four components are measured by the same ruler. They are not.

Private services, including private schools, private hospitals, and private security firms, are transacted in open markets. The national accounts record them at their actual market price: the full amount the consumer paid. That price includes salaries, rent, administrative overhead, marketing, and crucially, profit margins. When a private hospital charges ₹3 lakh for a procedure, ₹3 lakh enters the GDP tally, profit and all.

Public services are different. Because governments provide them free or at heavily subsidised rates, there is no market price to record. The United Nations System of National Accounts, the global rulebook that governs how every country measures its economy, handles this by valuing public services at their cost of production. Specifically: the salaries of the people delivering them, the cost of raw inputs, and the depreciation of public infrastructure. No profit margin is assumed. No return on public assets is recorded.

This creates a structural asymmetry with a specific consequence. When a child moves from a government school to a private one, the GDP contribution from their education shifts from the government ledger, valued at cost, to the private consumption ledger, valued at market price complete with profit. Even if the quality of teaching is identical, the GDP goes up. The national accounts read this as economic growth. They cannot distinguish it from genuine value creation.

The distortion runs deeper still. If the government finds a cheaper way to deliver a better public service, its cost falls, and so does its measured contribution to GDP. Genuine efficiency in the public sector registers as economic contraction. Meanwhile, if a private supplier is inefficient or charges exploitative prices, those higher fees translate directly into higher GDP. Inefficiency in the private sector is rewarded. This is not a failure of implementation. It is a structural feature of the accounting design.

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The school bill

In 2010, roughly 21 percent of Indian students attended private schools. By 2023, that figure had crossed 46 percent nationally. In urban areas, it passed 51 percent. More urban children now attend private unaided schools than government ones.

This shift is not primarily a story of parental preference for choice. It is a story of government schools losing the trust of the families they were built to serve: persistent teacher absenteeism, deteriorating physical infrastructure, inadequate English-medium instruction, and classrooms where the student-to-teacher ratio makes individual attention impossible. Parents who can find a way to pay, pay.

The Comprehensive Modular Survey on Education, conducted in 2025 as part of the National Sample Survey's 80th round, gives the most precise numbers available on what this shift costs households.

A family whose child attends a government school spends a national average of ₹2,863 per year on their education, covering fees, books, uniforms, and transport. A family in the private sector spends ₹25,002 for the same period. Nearly nine times as much. That nine-fold difference does not appear anywhere in India's GDP as a warning. It appears as robust expansion in the education services sector.

The picture is not complete without adding what has grown alongside private schooling: private coaching. Almost a third of all Indian students, 27 percent, attend coaching classes on top of regular school. This parallel education economy exists almost entirely to compensate for what formal schooling fails to deliver. Urban households spend an average of ₹3,988 per student per year on coaching; for students at the higher secondary level, this climbs to ₹9,950. Both the tuition fees and the coaching fees flow into GDP. The system's failures generate the revenue.

The financial burden falls almost entirely on families. The NSS data shows that 95 percent of all educational costs are funded directly by household members, not by scholarships, government grants, or employer support. Parents in cities spend exponentially more than their rural counterparts, and the enrollment gap between urban and rural private schools, 51 percent urban versus 24 percent rural, reflects exactly who can absorb that cost and who cannot.

The long-term consequence is a two-tier system where access to competitive education depends entirely on parental income. Research on engineering college admissions in India documents a rigid hierarchy where elite institutions are overwhelmingly populated by students who could afford premium private preparation. GDP accounting registers none of this. It records only that a large volume of money changed hands in the education sector.

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The hospital bill

India has historically spent around 1 to 1.2 percent of GDP on public health. The OECD average is around 7.6 percent. This chronic gap has left the majority of the population dependent on a private healthcare sector that operates primarily on a fee-for-service basis: pay and be treated, or wait and go without.

The result is high Out-of-Pocket Expenditure, commonly abbreviated OOPE. This means that when someone falls ill in India, a large share of the treatment cost comes directly from their own pocket rather than from insurance or government coverage. For decades, India's OOPE was among the highest in the world.

The recent trend is genuinely encouraging. National Health Accounts data for 2021-22 shows OOPE falling from 64.2 percent of total health spending in 2013-14 to 39.4 percent in 2021-22. For the first time on record, government health expenditure, at 48 percent, surpassed what households were paying directly. This shift, driven largely by Ayushman Bharat and expanded social security coverage, represents real progress.

But 39.4 percent is still a very large number. And for serious, high-cost illnesses, the household-level reality remains severe.

Research on patients admitted with heart attacks found catastrophic health spending in 54 percent of cases, with distress financing required in 8 percent. For breast cancer treatment, catastrophic health expenditure was estimated at 84.2 percent of patients, with distress financing required by 72.4 percent. Across all hospitalizations in India, approximately 28 percent of households incur what researchers formally classify as catastrophic health expenditure.

Distress financing is the specific mechanism that matters here. When a family exhausts its savings and needs more money for a medical emergency, it sells assets. Gold is the most common. Land is not unusual. Household gold sitting in a family safe generates no GDP. But when a crisis forces the family to sell it at a jeweler to pay a surgeon, a chain of transactions suddenly occurs: the jeweler records a purchase, the hospital records revenue, the surgeon receives taxable income, the pharmaceutical company records drug sales. A family's accumulated wealth converts from a static store of value into active market consumption. In the arithmetic of national accounts, the family's financial ruin and a confident consumer making a discretionary purchase look identical.

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Regrettable necessities

The idea that some economic activity represents failure rather than progress was understood early in the history of economic measurement. Simon Kuznets, who designed the foundational GDP framework in the 1930s and received the Nobel Prize for his work in 1971, argued from the beginning that measurement should capture only activities that genuinely serve human needs. He proposed that certain outlays, specifically the costs induced by the negative side effects of economic growth and urbanization, should be classified as intermediate costs rather than final welfare-enhancing outputs. He called them regrettable necessities: spending you would prefer not to do, spending that signals something has gone wrong.

The German economist Christian Leipert formalized this into a framework in the 1980s under the term "defensive expenditures." His definition: monetary costs incurred by households, businesses, and governments to prevent, compensate for, or repair the damage caused by the negative side effects of economic development. Not value creation. Damage management.

Leipert studied the West German economy between 1970 and 1988 and calculated precisely how much of the reported GDP growth was, in his framework, simply the cost of defending against damage that economic activity had itself caused. The findings are striking. While total GDP grew by approximately 50 percent over those eighteen years, the total burden of defensive costs grew by 150 percent, three times as fast. By 1988, nearly 12 percent of everything counted in the national economy was money spent just to prevent or repair destruction. Most significantly, 21 percent of all GDP growth over those eighteen years consisted entirely of the increase in defensive costs. Strip them out, and the growth rate falls considerably.

India's equivalent audit has not been formally conducted. But its components are visible. Private security guards hired because public law enforcement is insufficient. Water purifiers bought because municipal supplies are unsafe. Private generators running because power cuts remain common in many states. Air purifiers purchased against particulate matter that environmental regulation should have controlled. Each purchase adds to GDP. Each one represents a failure of the public infrastructure that should have made it unnecessary.

The SNA also creates a specific trap around environmental damage. When industrial expansion generates pollution that causes respiratory illness, the pollution itself is not deducted from GDP. But when households buy medicines and purifiers to cope with the pollution, those defensive purchases add to GDP. The same underlying problem is counted twice: first as industrial output, then as the remediation it forced. The accounts cannot tell the difference.

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Growth without development

The gap between India's macroeconomic headlines and the actual lived conditions of its citizens has been a central debate in Indian development economics for decades. Amartya Sen and Jean Drèze gave it its sharpest formulation, describing India's growth model as "un-aimed opulence": wealth generation that benefits a narrow, highly educated elite while leaving the majority without basic public services.

Their core argument is not against growth. It is against the assumption that growth automatically translates into welfare. India achieved comparable growth rates to China while delivering far worse outcomes in literacy, child nutrition, and preventable mortality. The reason: China invested heavily in public education and healthcare for decades before its economic acceleration. India liberalized without making those investments, then celebrated the resulting numbers.

The empirical evidence from Indian state-level data supports this. A study constructing a composite Macroeconomic Performance Index across Indian states found a significant lack of correspondence between how states rank on economic performance and how they rank on human development. States that grow fast do not reliably translate that financial velocity into better health or education outcomes for residents. And states that lag in human development cannot grow their way into convergence through aggregate economic expansion alone. The divergence is structural. Markets do not automatically close it.

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The multiplier you cannot see

Health and education are not consumer goods. They are the raw material of human capital: the knowledge, skills, and physical capacity that determine how productive a person can be over a lifetime. When millions of people are priced out of adequate education and healthcare through private substitution, the nation loses their future productive potential. The short-term GDP boost from the fees they cannot afford to pay is not recorded. But neither is the long-term output those people would have generated.

The Centre for Social and Economic Progress published a comprehensive empirical analysis in 2023 examining the relationship between human development and economic output across 26 Indian states from 1990 to 2019. The findings are striking.

A 0.1-point improvement in the non-income components of the Human Development Index, specifically health and education outcomes, produces an average 48 percent increase in per capita state GDP in the long run. A one-year increase in expected years of schooling produces a 16 percent increase in per capita GDP. A one-year increase in life expectancy produces a 4 percent increase.

These numbers invert the conventional framing entirely. The standard argument is that GDP growth generates revenues that eventually enable investment in human development. The data suggests the relationship runs at least as powerfully in the opposite direction. Human capital investment produces GDP growth, at a scale that dwarfs what private substitution generates in the short term.

Every private school fee and private hospital bill that enters the GDP today is being purchased at the cost of the human capital that freely provided public services would have accumulated over the following thirty years. The accounts record the transaction. They are structurally unable to see the foregone multiplier.

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Counting differently

The inadequacy of GDP as a welfare measure has been recognized for decades, and alternative frameworks have been developed to address it.

The Genuine Progress Indicator, or GPI, evolved from earlier work by economists Herman Daly and John Cobb. It starts from the same personal consumption data that GDP uses, then applies a set of adjustments the standard accounts deliberately exclude.

Defensive expenditures are reclassified as costs. Money spent on pollution cleanup, private security, commuting, and treating environmentally induced illness is subtracted from the national tally rather than added. The GPI assumes that a society where no one needs to buy an air purifier is better off than one where millions do, even if the air purifier purchases inflate the GDP of the latter.

Inequality is penalized mathematically. Because a given sum of money provides more utility to a poor household than a wealthy one, a rising Gini coefficient is treated as a downward adjustment to welfare even if total consumption is rising. Economies that grow by concentrating gains narrowly see their GPI adjusted accordingly.

Resource depletion is recorded as a loss. When India extracts oil, mines coal, or depletes groundwater, standard GDP records the extraction as income. The GPI records it as the liquidation of a capital asset, because that is what it is.

The global picture that emerges from GPI calculations is sobering. While global GDP has grown more than threefold since 1950, economic welfare as measured by the GPI has actually declined since roughly 1978. The two metrics diverged approximately half a century ago and have been moving in opposite directions since. Beyond a per capita GDP of around $7,000, increases in GDP produce little to no increase in GPI.

India has taken initial steps through its Green National Accounts initiative, which attempts to incorporate natural capital depreciation and treat education and health spending as investment in human capital rather than consumption. These are promising directions. But they remain supplementary accounts consulted by researchers, while the headline GDP number continues to drive policy, attract investment, and generate international headlines.

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What fastest-growing actually means

Return to the water purifier.

You bought it because a public system failed. The transaction was logged as growth. If the public system recovered and you no longer needed the purifier, the GDP contribution would disappear. In the accounting, fixing the public system looks like contraction.

This is the structural absurdity at the center of how India's growth is being measured and celebrated. The retreat of the state from schools, hospitals, water treatment, and environmental protection does not appear in the national accounts as failure. It appears as the private sector filling gaps, as consumer spending strength, as market dynamism. The families being squeezed are partly financing the growth numbers that are used to justify the system that is squeezing them.

India's growth story is partly real. Genuine productivity gains, technological adoption, and infrastructure investment are all contributing to national output, and they deserve to be recognized. But the numbers also contain, in proportions that have never been formally measured, the GDP of desperation: parents buying futures their children should have had free, families converting accumulated savings into medical bills, citizens defending themselves against pollution the state should have prevented.

The human capital multiplier on genuine public investment is 48 percent per 0.1 HDI point. The human capital multiplier on private school fees extracted from families with no other option is, in the long run, far lower.

The compound cost of exclusion, the engineer who never became one, the researcher who dropped out at sixteen, the worker whose chronic illness was never properly treated, does not appear in GDP. It appears, eventually, as a ceiling on what the economy can become.

The accounting trick is elegant. The state fails. The citizen pays. The economy grows. The trick works precisely because the accounts were never designed to ask whether the spending was voluntary.