At 6 am in Kota, Delhi, Patna, Hyderabad or any of the growing number of coaching hubs in smaller Indian cities, education has already begun. Teenagers carrying backpacks stream towards classrooms before regular schools have opened. Others wake up in hostels hundreds of kilometres from their families. In another part of the country, a student logs into a live class on a phone while preparing for an examination that may receive applications from lakhs — sometimes millions — of candidates competing for a fraction of the available opportunities.
This is no longer a supplementary corner of Indian education.
Competitive-examination coaching has become an industry in its own right, with its own celebrity teachers, national brands, neighbourhood operators, digital platforms, hostels, transport networks, advertising budgets and investment cycles. Estimates put India's test-preparation market at about $14.8 billion in FY26, with projections suggesting it could reach $23–26 billion by FY30, growing at roughly 12–15 per cent annually.
The numbers are extraordinary. But the more consequential story is what created them. India has effectively built a parallel education system outside its formal education system — one that families increasingly feel they cannot afford to enter, but cannot afford to ignore either. That contradiction has now become important enough for the government to intervene. In his Independence Day address this month, Prime Minister Narendra Modi announced plans for free online coaching for competitive examinations, explicitly acknowledging the financial burden the coaching race has placed on poor and middle-class households.
The announcement poses a larger question than whether free online classes can compete with private institutes. Why has coaching become so indispensable in the first place?
A market built on scarcity
The coaching economy begins with a simple imbalance: India has an enormous number of aspirants chasing a limited number of highly desirable opportunities.
Medical colleges, elite engineering institutes, central universities and government jobs promise not merely education or employment but, for millions of families, economic mobility.
A competitive examination therefore becomes much more than a test.
For an aspiring doctor, NEET determines access to medical education. For an engineering aspirant, JEE can determine entry into the IITs and other premier institutions. UPSC sits at the top of another enormous preparation economy, while SSC, banking, railways, teaching, defence, state public service commissions, CUET, CLAT, CAT and dozens of other examinations sustain their own coaching ecosystems.
Where competition is intense and the difference between success and failure can be a few marks, families naturally seek an advantage. Then another mechanism takes over. Once enough students take coaching, not taking coaching begins to feel like a disadvantage. Coaching shifts from being an optional supplement for struggling students to something even high-performing students believe they need.
A self-reinforcing market is created. Parents do not necessarily pay because they believe schools are worthless. They pay because they believe everyone else is paying too.
The price of chasing a rank
The headline coaching fee is only the beginning. A student who moves to a major coaching hub may require accommodation, food, transport, study material, test-series subscriptions and miscellaneous expenses. Parents may make repeated trips to visit the child. Students who do not succeed on their first attempt may spend another year preparing.
For some families, the preparation for an examination can cost several lakh rupees before a college fee is ever paid. The financial burden is not confined to high-profile entrance examinations. Government data from the Comprehensive Modular Survey on Education, conducted in 2025 as part of the 80th round of the National Sample Survey, demonstrates how deeply private tuition has entered ordinary schooling as well. The survey covered more than 52,000 households and nearly 58,000 students.
The underlying survey data on students reporting expenditure on private coaching or tuition showed spending ranging from Rs 500 to Rs 1.2 lakh during an academic year, illustrating the enormous variation in what families can spend.
That creates an uncomfortable divide.
Two students may technically sit the same examination under identical rules. One may have spent years receiving specialist teaching, personalised doubt-clearing, repeated mock examinations and detailed performance analytics. Another may be preparing with textbooks, free videos and whatever material can be found online.
The examination is common. The preparation economy is not.
Why schools and colleges are not enough
The coaching boom also raises a difficult question for India's formal education system. If a child attends school for six or seven hours and then requires another three or four hours of commercial instruction to compete successfully, what exactly is the relationship between schooling and assessment?
Competitive examinations often reward a particular form of preparation: speed, pattern recognition, elimination strategies, repeated exposure to question formats and the ability to perform under strict time constraints. Coaching centres specialise in precisely this. Their product is not education in its broadest sense. It is optimisation for an examination. A school teacher may have to teach an entire syllabus to a mixed classroom. A specialised JEE teacher can spend years analysing only the types of physics questions likely to appear in a competitive examination.
Large institutes accumulate enormous banks of previous questions and student performance data. They can identify where candidates commonly make mistakes, construct repeated mock tests and teach shortcuts designed for examination conditions. The formal system teaches the subject. The coaching system increasingly teaches the competition.
Kota was only the beginning
For years, Kota represented the physical geography of India's coaching economy. The Rajasthan city became synonymous with JEE and NEET preparation as institutes, hostels, paying-guest accommodation, mess facilities, stationery shops and other businesses developed around a continuous flow of aspirants.
But the industry's next phase may look very different. Major coaching companies are moving deeper into Tier-2 and Tier-3 cities. Centres have expanded in places such as Patna, Lucknow, Jaipur, Indore, Ranchi, Guwahati and numerous other regional markets. Local institutes are simultaneously competing with national brands.
The logic is compelling. A family that previously had to send a 16-year-old hundreds of kilometres away can now potentially find branded coaching closer to home. Companies gain access to enormous pools of aspirants without depending on a handful of traditional education hubs.
Then came cheap mobile data. Digital education removed geography almost completely. A teacher in Delhi or Kota could suddenly teach a student in Bihar, Assam, Odisha or a remote district in Uttar Pradesh without either leaving home. Recorded lectures reduced costs further. One excellent teacher could theoretically teach hundreds of thousands of students.
The result has not been the death of classroom coaching, however. Instead, India is developing a hybrid coaching economy — physical centres, online courses, recorded classes, test series and mentoring layered on top of one another.
The teacher becomes the brand
One of the most striking transformations has been the rise of the celebrity coaching teacher. Earlier, the institute was usually the brand and teachers worked underneath it. Digital platforms and social media altered that equation.
A popular mathematics, physics, current-affairs or civil-services teacher can now build an audience numbering in the millions. Students follow individual educators across platforms. Teachers run YouTube channels, apps and paid batches. Their clips circulate on Instagram and other social networks. Some have become public personalities far beyond their classrooms.
The economics are powerful. Traditional coaching requires classrooms and physical infrastructure for every additional batch. Digital coaching allows the same lecture to be consumed repeatedly at almost negligible marginal cost.
But digital access has not eliminated the demand for physical classrooms. For many students, coaching is valuable not merely because of content. It imposes routine. There is somewhere to go every morning, attendance to maintain, classmates against whom performance can be measured and teachers who can observe whether a student is falling behind. A video can provide a lecture. It cannot automatically provide discipline. That is why the industry's physical expansion is continuing alongside its digital growth.
A city built around examination day
The coaching economy extends far beyond tuition fees. A major coaching cluster creates demand for rental housing, hostels, mess kitchens, cafés, libraries, stationery stores, photocopying centres, transport, counselling and testing services. Entire neighbourhood economies can become tied to the academic calendar.
A fresh batch means occupied rooms. Examination season means increased travel. Results determine which institute can put a topper on the next billboard. This makes coaching unusual as an industry. Its customers are often minors, its purchasing decisions are heavily influenced by parents, and its advertising product is frequently the success of previous students. The photograph of a top ranker therefore has enormous commercial value. Government regulators have noticed.
When the topper becomes an advertisement
In November 2024, the Central Consumer Protection Authority introduced specific guidelines against misleading advertisements in the coaching sector. The intervention followed complaints over claims involving selections, ranks, success rates, faculty credentials, course offerings and guaranteed outcomes. The CCPA prohibited coaching providers from making false or misleading claims about their success rates and from guaranteeing selections, admissions, examination scores or promotions.
The regulator had already initiated action against dozens of coaching centres over misleading advertising and imposed penalties on several institutes. There was a basic problem regulators were trying to solve: when an institute advertises a successful candidate, what exactly did that candidate buy?
A topper may have attended classroom coaching at one institute, purchased a test series from another and used online material from a third. Yet multiple institutes could potentially seek to associate themselves with the same success. The 2024 advertising guidelines sought greater transparency, including around the nature of the course actually taken by the student being advertised. This matters because aspiration is the industry's most valuable commodity. Parents are rarely buying merely 500 hours of classroom instruction. They are buying the possibility represented by the photograph on the billboard.
Government admits regulation is necessary
The Centre's own language about coaching centres has become increasingly revealing. In a Rajya Sabha response on August 12 this year, the Education Ministry referred to the growth of unregulated private coaching centres, exorbitant fees, accidents, concerns over mental well-being and malpractices.
The Centre had issued Guidelines for Regulation of Coaching Centres in January 2024 and asked states and Union Territories to develop appropriate legal frameworks. The framework covers registration, fees, infrastructure, codes of conduct, counselling, grievance redressal and monitoring.
It also addressed one particularly controversial practice: sorting students into batches according to academic performance. The logic behind regulating coaching is complicated because education falls within the Concurrent List and implementation involves state governments. India therefore has an enormous national coaching marketplace without a single uniform national regulatory system comparable to those governing formal educational institutions. That mismatch is becoming harder to sustain as the industry grows.
The psychological price
The cost of coaching cannot be measured entirely in rupees. Competitive preparation frequently begins during adolescence. Students may move away from their parents for the first time and enter environments in which academic ranking becomes the dominant measure of progress.
Tests can occur weekly.
Marks are compared.
Batches can acquire hierarchies.
A student who had always been among the best in school can suddenly find herself ranked hundreds or thousands of places below other high achievers.
That transition can be psychologically brutal.
The government's coaching-centre guidelines explicitly recognised concerns around student mental health and called for access to counsellors and psychologists. The issue became impossible to separate from Kota after repeated student suicides generated national attention and prompted a debate about academic pressure, parental expectations and the institutional responsibility of coaching centres.
The central contradiction remains difficult to resolve. Competitive examinations require ranking. Coaching businesses sell improvement in that ranking. Parents want continuous evidence that the investment is working. But a child experiences that system not as an economic model but as a daily judgement of whether he or she is succeeding.
The middle-class insurance policy
Perhaps the most important reason coaching continues growing is fear. A family may privately question whether a coaching programme is necessary while still enrolling its child because the perceived cost of being wrong is enormous. If the child fails, parents do not want to wonder whether refusing coaching caused it. That turns coaching into a kind of educational insurance policy.
The Prime Minister acknowledged this psychology in his Independence Day speech, saying parents increasingly feel that if they do not send their children for coaching, they may be falling behind. That observation goes to the heart of the coaching economy. Its extraordinary size does not necessarily mean every customer believes coaching is excellent. It means millions believe opting out is risky.
Can free government coaching disrupt the market?
The Centre now proposes to test that assumption. Modi's announcement of free online competitive-examination coaching potentially introduces a very large public competitor into a market dominated by private providers. The government is reportedly working initially on preparation for NEET and JEE, with a rollout potentially beginning as early as October.
If high-quality teachers, lectures, mock examinations and study material can be delivered free online at scale, the economics could be significant.
For a student in a small town, geography would matter less. For a low-income family, the difference between a free course and coaching costing tens of thousands of rupees could determine whether the child receives structured preparation at all.
But free content alone will not dismantle the coaching economy. The internet already contains enormous quantities of free educational material. Students continue paying because institutes sell something more difficult to digitise: structure, evaluation, competition, mentoring, doubt resolution, routine and the perception of accountability. The real test of the government's initiative will therefore not be how many video lectures it uploads. It will be whether the public system can reproduce the ecosystem surrounding those lectures.
The industry could get much bigger
There is little indication that competitive coaching is about to disappear. The $14.8-billion FY26 test-preparation market is projected to reach somewhere between $23 billion and $26 billion by FY30 if current estimates hold.
That would mean an industry already embedded deeply in Indian family life becoming substantially larger within only a few years. Its expansion also reveals something uncomfortable about India's celebrated examination meritocracy. Competitive examinations are designed around the idea that candidates can be objectively ranked.
But preparation increasingly occurs in a market where money can buy more instruction, more tests, more personalised analysis, better technology and additional attempts. Coaching does not guarantee success. Far from it: by definition, most candidates competing for scarce elite seats or government posts will not obtain them.
Yet the possibility of improving the odds is enough to sustain the market.
The real question lies outside coaching centres
It is easy to portray coaching companies as the cause of the problem. That misses the deeper economics. The industry exists because demand exists. Demand exists because high-quality opportunities are scarce, competitive examinations carry extraordinary consequences and families believe formal education alone may not prepare children adequately for those competitions. Closing coaching centres would not eliminate that anxiety.
Another form of preparation would emerge. The more important policy questions are therefore harder: Can schools prepare students well enough that private tutoring becomes genuinely optional? Can high-quality universities and professional seats expand enough to reduce the winner-takes-all character of entrance examinations? Can recruitment become more predictable? Can free digital resources give poorer candidates a realistic opportunity to compete? And can examination systems test understanding without simultaneously creating a market for mastering the examination itself?
India's coaching economy is ultimately not just an education story. It is a story about scarcity, aspiration and mobility. Parents spend because a medical seat, an IIT admission or a government job can change the trajectory of an entire family. Companies grow because millions of families are pursuing that same promise simultaneously.
That is how a classroom after school became a $14.8-billion industry. And until the anxiety that created it changes, India's parallel education system is likely to keep getting bigger.