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The Coaching Economy in Odisha: Shadow Education and Competitive Exam Preparation

Research compilation for SeeUtkal project Date: 2026-04-05 Scope: Comprehensive research on the coaching industry, competitive exam ecosystem, family economics, social stratification, and comparator analysis Estimated length: ~10,000 words Sources: Web research from government data, academic studies, news reporting, and industry analysis


1. The Coaching Industry in Odisha

1.1 National Context: The Scale of Shadow Education

India’s coaching institute market reached an estimated USD 6.5-7.2 billion (approximately Rs 50,000-60,000 crore) in 2024-2025, and is projected to reach USD 17-18 billion by 2033-2034, growing at a compound annual growth rate (CAGR) of approximately 10.3-10.4%. The industry is projected to exceed Rs 1.5 lakh crore by 2030.

The scale is staggering: approximately 7.1 crore Indian students attend some form of private coaching, and an estimated 68,000+ coaching institutes operate across the country. According to the NSS 80th round (Comprehensive Modular Survey on Education, 2025), nearly 27% of all students in India are enrolled in private coaching --- 30.7% in urban areas and 25.5% in rural areas. Households spend approximately 13.53% of their total education expenditure on coaching and tutoring, up from 11.87% in 2011-12.

The average annual household expenditure on private coaching per student in urban areas (Rs 3,988) is roughly double that of rural areas (Rs 1,793). At the higher secondary level --- the critical stage for competitive exam preparation --- the gap is even starker: Rs 9,950 in urban areas versus Rs 4,548 in rural areas. Nationally, coaching costs rise sharply with each education level, from Rs 525 for pre-primary to Rs 6,384 for higher secondary.

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1.2 Major Coaching Centers in Bhubaneswar

Bhubaneswar has emerged as the undisputed coaching hub of Odisha. The city hosts branches of every major national coaching chain alongside a cluster of local institutes. Odisha has 160+ coaching institutes offering IIT-JEE and NEET preparation through both online and offline formats.

National chains with Bhubaneswar presence:

  • ALLEN Career Institute: One of India’s largest coaching brands, with annual revenue of Rs 3,310 crore (FY2025) and a student base of approximately 4 lakh students nationwide. ALLEN operates a Bhubaneswar center for JEE Main, JEE Advanced, and NEET-UG preparation. ALLEN is valued at $1.8 billion (Rs 15,000 crore). Nationally, ALLEN reported over 17,000 selections in JEE Main and Advanced combined, with 3 of the top 10 All India Rank holders in JEE Advanced 2024.

  • Aakash Educational Services Limited (AESL): Operates multiple centers in Bhubaneswar, including locations at Bhoinagar and other areas. Aakash reported over 22,000 JEE Main 2024 qualifiers nationally. Fee structures range from Rs 77,000 for foundation batches to Rs 3.5 lakh for two-year NEET programs. The average one-year fee for IIT classroom coaching at Aakash-type institutes ranges between Rs 25,000 and Rs 2,11,000.

  • FIITJEE: Has had a presence in Bhubaneswar since the early 2000s. FIITJEE reported over 12,000 JEE Main selections in 2024, consistently producing 2-3 top-20 ranks every year. FIITJEE Bhubaneswar also coaches for KVPY, NTSE, and Olympiads.

  • Resonance: National chain with approximately 10,000+ JEE selections in 2024. Resonance employs 200 faculty members, 70 of whom are IIT graduates.

  • Sri Chaitanya Academy: The Hyderabad-based giant (one of Asia’s largest education groups with over 8.5 lakh students across 321+ junior colleges and 322 schools) operates coaching centers in Bhubaneswar, offering JEE and NEET preparation through its distinctive integrated model.

  • Narayana Educational Institutions: Another Hyderabad-headquartered chain with 900+ schools, junior colleges, and coaching centers across 250+ cities in 23 states.

  • Physics Wallah (PW): The edtech unicorn valued at $2.8 billion, with revenue of Rs 3,040 crore (FY2025), has expanded to 120+ offline centers (PW Pathshala) across India. PW’s offline centers in tier-2 and tier-3 cities represent a disruption to the traditional coaching model, offering lower-cost alternatives.

Local and regional institutes:

  • IIG Academy: A Bhubaneswar-based JEE and NEET coaching center.
  • ODM Public School integrated programs: ODM has tie-ups with Allen and OAL for two-year integrated classroom programs where students receive school education and competitive exam coaching simultaneously.
  • Eklabya Classes: Local coaching institute for IIT-JEE and NEET.
  • Various smaller coaching centers across Bhubaneswar serving different exam categories.

Sources:

1.3 Estimated Market Size and Student Numbers in Odisha

Precise state-level data on Odisha’s coaching industry is not publicly available in consolidated form. However, the following indicators allow reasonable estimation:

  • With 160+ coaching institutes in the state and Bhubaneswar as the primary hub, the coaching ecosystem serves tens of thousands of students annually.
  • NEET 2024 alone saw 32,617 candidates from Odisha qualifying, suggesting the number of students preparing (including those who do not qualify) is significantly higher --- likely in the range of 80,000-120,000 NEET aspirants annually in the state.
  • Adding JEE Main/Advanced, UPSC, OPSC, CLAT, CA, and other competitive exam aspirants, the total coaching population in Odisha likely exceeds 150,000-200,000 students at any given time.
  • Fee structures ranging from Rs 25,000 to Rs 2.5 lakh per year, with an average of approximately Rs 1-1.5 lakh per student, suggest a state-level coaching market in the range of Rs 1,500-3,000 crore annually.

1.4 Growth Trajectory

Pre-2010: Coaching in Odisha was largely limited to local tutorial centers and small-scale operations. The major national chains had minimal presence. Students from affluent families who wanted elite coaching traveled to Kota, Delhi, or Hyderabad. Bhubaneswar’s coaching market was dominated by local teachers offering private tuitions.

2010-2020: This decade saw the aggressive expansion of national chains into Bhubaneswar. FIITJEE, Allen, Aakash, and others established centers. The integrated school-coaching model (as at ODM) gained popularity. The smartphone revolution post-2016 (JIO) opened online coaching to students across the state. This period saw coaching shift from a niche urban phenomenon to a mainstream aspiration for middle-class families across Odisha.

Post-COVID (2020-present): COVID-19 accelerated the adoption of online coaching. Physics Wallah’s rise (from YouTube channel to $2.8 billion company) democratized access to coaching content at lower price points. Post-COVID, there has been a hybrid model --- students attend online classes from smaller towns while serious aspirants still relocate to Bhubaneswar. The entry of PW’s offline Vidyapeeth/Pathshala centers into tier-2 cities represents a new phase: bringing institutional coaching closer to students rather than requiring migration.

1.5 Coaching Hubs: Bhubaneswar Dominance and Secondary Centers

Bhubaneswar: Overwhelmingly dominant. All major national chains and significant local institutes are concentrated here. The city’s advantages: CBSE school ecosystem, educated population, existing hostel infrastructure, proximity to NIT Rourkela and IIT Bhubaneswar, and administrative-class families who prioritize competitive exams.

Cuttack: Some coaching presence, particularly for OPSC/OAS preparation and CLAT. Apti Plus (one of Odisha’s oldest offline civil services coaching institutes, with 25+ faculty members) operates in both Bhubaneswar and Cuttack. However, Cuttack’s coaching ecosystem is a fraction of Bhubaneswar’s.

Rourkela, Sambalpur, Berhampur: Minimal organized coaching infrastructure. Students from these cities who are serious about JEE/NEET preparation typically relocate to Bhubaneswar or, if families can afford it, to Kota or Hyderabad. This creates a secondary migration pattern within Odisha: from district towns to Bhubaneswar for coaching, mirroring the Kota phenomenon at a state level.


2. The Kota Pipeline

2.1 Kota: India’s Coaching Capital

Kota’s coaching industry originated in the 1980s when Vinod Kumar Bansal (1949-2021), a mechanical engineer confined to a wheelchair by a degenerative condition, began tutoring students. His first student cleared IIT-JEE in 1985. In 1991, he formally established Bansal Classes. By 1995, 51 students from Kota made it to the IITs, establishing the city’s reputation.

When the J.K. Synthetics factory closed in the mid-1990s, several engineers joined Bansal Classes, and many later started their own institutes. Allen Career Institute, Resonance, Motion, and others emerged from this ecosystem. By the 2010s, Kota was receiving over 200,000 students annually, generating an estimated Rs 6,500-7,000 crore in annual revenue.

However, the industry experienced significant fluctuation between 2023 and 2025, with student numbers dropping 30-40% from ~2.5 lakh to 85,000-1 lakh students, and revenue shrinking to about Rs 3,500 crore. Early trends for 2026-27 indicate a 20-30% revival in enrollments.

The coaching industry directly or indirectly supports the livelihoods of at least 2 lakh people in Kota, including 3,000 hostel and 20,000 paying guest accommodation owners, local vendors, shopkeepers, mess staff, auto drivers, and security guards.

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2.2 The Odisha-to-Kota Pipeline

Odisha is among the states that send significant numbers of students to Kota. While precise state-wise data on Kota enrollment by origin is not publicly available, the flow is driven by several factors:

  • The perception that Bhubaneswar coaching centers are second-tier compared to Kota’s established ecosystem.
  • Kota’s documented success rates: approximately one out of four students studying there gets selected for counseling in JEE/NEET.
  • “Success stories” --- families in Odisha hear about neighborhood children who went to Kota and cracked JEE/NEET, creating a powerful word-of-mouth pipeline.
  • The districts most likely to send students to Kota: Bhubaneswar (government employee families), Cuttack (professional-class families), Rourkela (SAIL township families), and pockets of Ganjam, Balasore, and Puri where remittance income funds such aspirations.

The counter-trend is also visible: national coaching chains opening Bhubaneswar branches explicitly to retain students who would otherwise leave for Kota. Allen, Aakash, FIITJEE, and Sri Chaitanya’s Bhubaneswar operations effectively serve as Kota substitutes --- attempting to provide comparable coaching quality while allowing students to remain in-state, reducing both the financial and emotional costs.

2.3 Cost of Kota

For an Odisha family sending a child to Kota, the annual outlay typically includes:

ExpenseAnnual Cost (Rs)
Coaching tuition fee1,35,000 - 2,50,000
Hostel/PG accommodation60,000 - 1,50,000
Food and mess charges36,000 - 72,000
Books and study material10,000 - 25,000
Travel (2-3 trips home/year)15,000 - 30,000
Miscellaneous (medical, clothes, etc.)15,000 - 30,000
Total per year2,71,000 - 5,57,000

For a two-year JEE/NEET preparation cycle, the total investment ranges from Rs 5.5 lakh to Rs 11 lakh. This excludes the opportunity cost: the child is not contributing to the household, and one parent may need to accompany or visit regularly. For families sending children from Class 11 onward, Kota represents a four-to-five year financial commitment when including foundation programs.

2.4 Mental Health Crisis

The mental health crisis among Kota coaching students has reached alarming proportions:

  • Suicides: 27-32 student suicides were recorded in Kota in 2023 (figures vary by source), the highest since tracking began. This represented an average of nearly 3 student suicides per month. In 2024, 15-17 suicides were recorded through the year. Between 2015 and 2019, approximately 95 suicides were recorded (about 16 per year), showing a dramatic acceleration in recent years.

  • Academic stress: A comparative study published in the Indian Journal of Psychiatry found that 44.45% of coaching students suffered from high academic stress, versus only 3.33% of non-coaching students. Students engage in 12-14 hours of study daily, leading to chronic anxiety and despair.

  • Loneliness and isolation: More than 53% of coaching students in Kota experience loneliness occasionally. The social isolation that arises from strict study schedules hinders the development of peer relationships. Students leave behind families, friends, and relatives --- at ages 15-17 --- for the “larger cause” of cracking IIT-JEE or NEET.

  • Mental health gap: Only 3% of Kota coaching students have visited a mental health professional, revealing a massive gap between the prevalence of mental health problems and the availability/utilization of support services.

  • Contributing factors identified in research: Parental anticipation, intense academic pressure, social isolation, insufficient mental health support, and the shame of failure in a system that publicly ranks students weekly or monthly.

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3. Family Economics

3.1 What a Middle-Class Odia Family Spends on Coaching: The Class 8-12 Trajectory

The coaching investment does not begin at Class 11. The pipeline starts much earlier:

StageTypical Annual Coaching Cost (Rs)What It Covers
Class 6-8 (Foundation)25,000 - 75,000Foundation courses at Allen/Aakash/FIITJEE for NTSE, Olympiad, JEE/NEET foundation
Class 9-10 (Pre-Foundation)50,000 - 1,25,000Intensified foundation, science/math strengthening, board + competitive exam dual preparation
Class 11-12 (Target Batch)1,00,000 - 2,50,000Full JEE/NEET preparation, daily 4-6 hours coaching, test series, doubt-clearing sessions
Dropper Year (if applicable)1,00,000 - 2,00,000Repeat preparation after Class 12 for students who did not qualify in the first attempt

Total coaching spend over 5-7 years: Rs 3-8 lakh for students who prepare from foundation stage through Class 12 at a quality coaching institute in Bhubaneswar. For those who go to Kota, add Rs 5-11 lakh for two years of residential coaching.

This does not include the cost of the school itself (CBSE private school fees in Bhubaneswar range from Rs 40,000 to Rs 2 lakh per year), books, stationery, or the “dummy school” enrollment fee (Rs 60,000 to Rs 2.5 lakh per year) if the student effectively stops attending school to focus on coaching.

3.2 Government Employee Family Income versus Coaching Costs

Odisha state government employee salaries start from Rs 18,000 per month at Pay Level 1 (the lowest), excluding allowances. A Revenue Inspector (RI) earns Rs 16,880 per month excluding allowances. With Dearness Allowance, House Rent Allowance, and other benefits, a mid-level government employee (say 10-15 years of service) might take home Rs 35,000-50,000 per month, or Rs 4.2-6 lakh per year.

Against this income:

  • A single year of coaching at a national chain: Rs 1-2.5 lakh (17-60% of annual income)
  • Two years of Kota preparation including living costs: Rs 5.5-11 lakh (90-260% of annual income)
  • A complete 5-year coaching trajectory: Rs 3-8 lakh (50-190% of annual income)

For a family earning Rs 5 lakh per year, spending Rs 2 lakh on coaching for one child means 40% of income is consumed by a single child’s competitive exam preparation. If there are two children, the math becomes devastating.

3.3 The Borrowing and Selling Land Phenomenon

The financial pressure of coaching fees forces many families into debt. A 2023 ground report by The Print documented in vivid detail how rural and semi-urban families across India --- particularly those aspiring for UPSC civil services --- sell land, take loans against farmland, and reduce household consumption to fund coaching. One documented case involved a father in Jharkhand who took a Rs 2 lakh loan against his farmland to fund his son’s UPSC coaching. The consequences rippled through the family: sisters dropped out of school after Class 12, yet the family continued directing all resources toward the son’s coaching.

In Odisha, the phenomenon is complicated by existing migration patterns. Families in western Odisha districts (Bolangir, Nuapada, Kalahandi, Bargarh) already send adults to brick kilns and construction sites in Andhra Pradesh, Tamil Nadu, and Karnataka. The remittance income from this labor migration --- already a survival strategy --- is increasingly redirected to fund children’s coaching fees. The aspiration is circular: families endure the grinding poverty of labor migration precisely so that their children might escape it through competitive exam success. The Rs 1-2 lakh spent on coaching represents not just money but the accumulated physical labor of parents working in brick kilns, textile mills, and construction sites.

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3.4 Rural Families Sending Children to Bhubaneswar

The internal migration for coaching mirrors the Kota pipeline at a state level. Students from district towns and rural areas relocate to Bhubaneswar for coaching. The arrangements typically involve:

  • Hostel accommodation: Rs 4,000-10,000 per month at coaching institute hostels or private hostels.
  • Paying guest accommodation: Rs 3,000-7,000 per month in shared rooms near coaching centers.
  • Staying with relatives: A common strategy to reduce costs --- a child stays with an uncle, cousin, or family friend in Bhubaneswar while attending coaching classes. This introduces complex social dynamics: the host family bears additional costs and the student navigates a dependent, often uncomfortable living arrangement.
  • Parental relocation: In some cases, the mother relocates to Bhubaneswar with the child, renting a small room near the coaching center, while the father continues working in the home district. This effectively splits the family for 2-3 years.

3.5 The Opportunity Cost

For a family spending Rs 2-5 lakh per year on coaching, the opportunity cost is substantial:

  • Rs 2 lakh could fund the annual education of 3-4 children at a government school.
  • Rs 5 lakh could serve as working capital for a small business, or fund agricultural improvements (a borewell, mechanized farming equipment).
  • Rs 10 lakh (the total cost of a 2-year Kota stint) represents the cost of purchasing a small plot of land in many rural Odisha districts, or the seed capital for an entrepreneurial venture.
  • The foregone earnings of the student during the coaching period (2-4 years of productive labor, or potential income from a diploma/ITI course) are never accounted for.

The bet is profoundly asymmetric: the family risks tangible, immediate resources for a statistically improbable outcome. If 20 lakh students take JEE Main annually and approximately 50,000 get into a quality institution, the success rate is 2.5%. For IITs specifically (roughly 17,000 seats), it is 0.85%. The vast majority of coaching investments produce neither an IIT seat nor a medical college admission.


4. Competitive Exam Results: Odisha’s Performance

4.1 NEET (National Eligibility cum Entrance Test)

In NEET 2024, 32,617 candidates from Odisha qualified, out of a total of 13,16,268 qualified candidates nationally.

For context, the state-wise top qualifiers in NEET 2024 were:

  • Uttar Pradesh: 1,65,047
  • Maharashtra: 1,42,665
  • Rajasthan: 1,21,240
  • Tamil Nadu: 89,426
  • Kerala: 86,681

Odisha’s 32,617 qualifiers, while a respectable absolute number, must be contextualized against the state’s population and the number of medical seats available. Odisha offers approximately 950 MBBS and 150 BDS seats through state quota counseling. The competition ratio (qualifiers to seats) is therefore roughly 30:1 --- intense, but not dissimilar to national patterns.

The NEET cutoff for Odisha follows national patterns: 50th percentile for General category, 45th for EWS, and 40th for SC/ST/OBC and PwD categories.

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4.2 JEE Main and JEE Advanced

Odisha has produced strong individual performances in JEE Main --- Bhavesh Patra from Odisha scored 100 percentile in JEE Main 2024. However, state-level aggregate data on JEE Main qualifiers from Odisha is not released publicly in a comparable format to NEET data.

In JEE Advanced 2024, 48,248 students qualified nationally. Data indicates that 54% of qualified candidates came from just six states, and 73% from ten states. Maharashtra, Uttar Pradesh, and Telangana had the highest numbers of eligible candidates (each contributing 30%+ of the eligible pool). Odisha does not appear among the top 5-6 states by JEE Advanced qualifications, suggesting it is a mid-tier performer --- producing qualifiers but not at the density of coaching-intensive states like Rajasthan, Telangana, or Maharashtra.

Odisha hosts two premier engineering institutions that accept JEE scores: IIT Bhubaneswar and NIT Rourkela (one of the original 17 RECs). The state also conducts OJEE (Odisha Joint Entrance Examination) for admission to state engineering and pharmacy colleges.

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4.3 UPSC Civil Services

Odisha’s UPSC performance shows a consistent but modest contribution:

  • UPSC CSE 2024: 18 candidates from Odisha were selected. Ritika Rath (AIR 48) was the highest-ranked, followed by Devika Priyadarshini (AIR 95) and Aditya Acharya (AIR 96). Out of 1,009 total selections from 9,92,599 applicants (5,83,213 appeared), Odisha’s 18 selections represent approximately 1.8% of total selections.

  • UPSC CSE 2023: The results were declared in April 2024, with similar numbers from Odisha. APTI PLUS Bhubaneswar, one of the state’s oldest UPSC coaching centers, claims successful candidates including Ayushi Pradhan (AIR 36, 2023) and Sattwik Satyakam Devta (AIR 100, 2025).

For a state with approximately 4.5 crore population (roughly 3.3% of India’s population), 18 selections out of 1,009 (1.8%) suggests Odisha is slightly underrepresented in UPSC results relative to its population share --- though not dramatically so.

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4.4 OPSC (Odisha Public Service Commission) / OAS

The Odisha Administrative Service (OAS) examination, conducted by OPSC, is the state-level equivalent of UPSC. In the 2023 cycle, 398 candidates were recommended for Group A and Group B posts (Priyanshu Pal ranked first, Ananya Mishra second). OPSC recently announced 465 vacancies for the civil services.

OAS coaching has become a significant sub-industry in Bhubaneswar, with institutes like APTI PLUS (established over 10 years ago, with 25+ faculty members from Delhi) offering dedicated OAS preparation. The coaching dependency for OAS appears high: virtually all successful candidates in recent years have some form of coaching background, though self-study candidates do exist.

The three-stage selection process (Prelims, Mains, Personality Test) mirrors UPSC in structure, with Prelims comprising two compulsory objective-type papers of 200 marks each.

Sources:

4.5 CLAT, CA, GATE

CLAT (Common Law Admission Test): Bhubaneswar has several CLAT coaching centers, including CLATapult, Tara Institute, and Bidyasagar Classes. CLATapult Bhubaneswar produced the city’s CLAT topper Yashaswini (AIR 147). The CLAT coaching ecosystem in Bhubaneswar is smaller than JEE/NEET but growing, driven by the establishment of National Law University Odisha (NLUO) in Cuttack.

CA and GATE: Specific state-level performance data for Odisha in CA and GATE examinations is not readily available in consolidated form. However, the presence of coaching centers for these exams in Bhubaneswar (various CA coaching institutes and GATE preparation centers) indicates a growing market.


5. What Coaching Reveals About Formal Education

5.1 The Implicit Admission

The existence of a Rs 50,000-60,000 crore coaching industry is, by itself, the most damning indictment of India’s formal education system. If schools were adequately preparing students for competitive examinations, coaching institutes would not exist at this scale. The industry is built on a structural failure: the gap between what schools teach and what competitive exams demand.

As one analysis notes: “What started as a supportive mechanism for after-school tutoring now operates as a shadow school system. This failure has led to a shadow system where students enrol in dummy schools to complete their higher education while attending classes at coaching centres focused strictly on academics.”

The coaching industry is not a supplement to formal education --- it is a parallel system that has, in many parts of India, effectively replaced formal education for students targeting competitive exams.

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5.2 Curriculum Mismatch: State Board versus CBSE versus Competitive Exams

Odisha’s education landscape operates with multiple boards:

  • BSE Odisha (Board of Secondary Education): The state board, which most government school students follow. The state board curriculum, while covering the national syllabus framework, has historically been perceived as less rigorous in science and mathematics preparation compared to CBSE.
  • CHSE Odisha (Council of Higher Secondary Education): For Class 11-12 state board students.
  • CBSE: Approximately 307 CBSE-affiliated schools operate in Odisha, predominantly in Bhubaneswar and other urban centers. CBSE’s curriculum is more closely aligned with competitive exam syllabi (JEE/NEET are based on NCERT textbooks, which are the CBSE standard).
  • ICSE/Other boards: A smaller segment.

The curriculum mismatch is structural:

  • Competitive exams (JEE Main/Advanced, NEET) test conceptual depth, problem-solving speed, and application --- skills that school curricula, particularly state board curricula, do not systematically develop.
  • State board textbooks in Odisha cover the syllabus but often lack the depth, variety of problems, and application-based approach needed for competitive exams.
  • Coaching institutes fill this gap by providing their own study materials, test series, and problem banks that go “far beyond the NCERT framework, creating a black-market curriculum where test performance, not knowledge, is king.”

This creates a three-tier system: students following state board curriculum only (who are effectively locked out of competitive exam success), CBSE students who have a better foundation but still need coaching, and coaching-plus-CBSE students who are the only cohort with a realistic chance at top-tier competitive exam results.

5.3 The Dual System: School for Attendance, Coaching for Learning

The “dummy school” phenomenon has become endemic to India’s competitive exam preparation culture. Students formally enroll in CBSE-affiliated schools but attend only for mandatory examinations, spending the rest of their time at coaching centers. These dummy schools charge Rs 60,000 to Rs 2.5 lakh per year for essentially providing enrollment papers and exam hall access.

CBSE’s 75% attendance rule is routinely circumvented through dummy school arrangements. In March 2025, CBSE announced that students found enrolled in dummy schools during surprise inspections would be barred from Class 12 board examinations --- an acknowledgment of the scale of the problem.

A 2024 study found that 45% of JEE and NEET aspirants experienced anxiety or depression, a figure that reflects the cumulative toll of operating in this dual system: maintaining the fiction of school attendance while enduring 12-14 hour daily coaching schedules.

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5.4 Teacher Quality Gap

The salary differential between school teachers and coaching faculty explains the talent drain:

  • School teachers: Primary and secondary teachers at top CBSE and ICSE schools in tier-1 cities earn Rs 2-6 lakh per annum. Government school teachers in Odisha start at Rs 18,000/month (approximately Rs 2.16 lakh/year).
  • Coaching faculty (entry level): Rs 40,000/month at institutes like Resonance, or roughly Rs 4.8 lakh/year --- already double the government school teacher salary.
  • Coaching faculty (5 years experience): Rs 17-20 lakh per annum.
  • Coaching faculty (10+ years, senior): Rs 40+ lakh per annum.
  • “Star” teachers at top coaching institutes: Rs 3-4 crore per annum.

Resonance alone employs 200 faculty members, 70 of whom are IIT graduates. No government school system in Odisha (or most Indian states) can attract IIT graduates to teach high school physics or chemistry at Rs 2-5 lakh per year.

This salary disparity creates a vicious cycle: the best teaching talent gravitates to coaching institutes, further weakening formal schools, which further increases dependence on coaching.

5.5 Odisha’s Teacher Vacancy Crisis

Odisha has 1,60,319 sanctioned teacher posts across 45,292 primary schools. The government has created 39,366 new posts, and another 5,067 positions were expected to become vacant by December 2025, totaling 44,433 vacancies to be filled between 2025 and 2028. A recent notification announced 15,000+ teacher vacancies.

When tens of thousands of teaching positions remain unfilled in the formal system, the coaching industry functions as a private-sector substitute, available only to those who can pay.

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6. Odisha Government Responses

6.1 Odisha Adarsha Vidyalaya (OAV) Network

The most significant state-level intervention is the Odisha Adarsha Vidyalaya Sangathan (OAVS), established on September 19, 2015. Key features:

  • Scale: 320 CBSE-affiliated schools are now operational across 314 blocks of the state, fulfilling the original goal. Student enrolment has grown five-fold from 2016-17 to 2024-25, with 91.8% pass rate for Class X and 72.05% for Class XII in 2025 (Economic Survey 2025-26, Ch. 8 §8.3).
  • Students: Over 109,000 students currently enrolled.
  • Model: CBSE-affiliated, fully day-boarding schools providing free education with modern facilities (smart classrooms, laboratories, sports infrastructure).
  • Equity: Mandatory 50% reservation for girls in every admission category, targeting SC, ST, and OBC students.
  • Admission: Through annual entrance examination at Class 6, with each class accommodating 80 students.
  • Faculty: Described as “highly educated” with a focus on matching private CBSE school quality.

The OAV network represents the state’s attempt to provide CBSE-quality education at the block level --- effectively trying to build, through public investment, what the coaching industry provides privately. The CBSE affiliation is critical: it bridges the state board-CBSE gap that disadvantages state board students in competitive exams.

However, 320 schools serving 109,000+ students in a state with over 76 lakh school-age children (Economic Survey 2025-26, Ch. 8 §8.3) means OAVs reach approximately 1.4% of the student population. The intervention is meaningful but microscopic relative to the need.

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6.2 Pathani Samanta Mathematics Talent Scholarship

The Pathani Samanta Mathematics Talent Scholarship (named after Samanta Chandrasekhar, the legendary 19th-century Odia astronomer-mathematician) is a state-level scheme targeting meritorious students in government and government-aided schools.

  • Target: Students from Class 6 to Class 12 across 314 blocks and 103 Urban Local Bodies.
  • Scholarship amount: Rs 5,000/month for Class 11 and 12 students (for 10 months/year); Rs 200/month for lower classes.
  • Selection: Through examination to identify mathematical talent.
  • Scope: General, SC, ST, OBC/SEBC, and EBC categories.

The scholarship is focused on mathematical talent identification and nurturing rather than direct coaching support, but the financial assistance (Rs 50,000/year for Class 11-12 students) could offset a significant portion of coaching fees.

Source:

6.3 E-Medhabruti Scholarship

The E-Medhabruti scholarship, offered by the Higher Education Department of Odisha, provides financial assistance to meritorious students pursuing technical and professional courses.

  • Amount: Up to Rs 20,000 per annum (recently increased).
  • Eligibility: Odisha residents with annual family income below Rs 8 lakh, who have passed Class 12 from CHSE or equivalent.
  • Courses covered: Engineering, medicine, general degrees, PG degrees, and other professional courses.

This scholarship supports students after they have cleared competitive exams and entered professional courses, rather than during the preparation phase --- a critical gap.

Source:

6.4 Central Government Free Coaching Scheme for SC/OBC

The Department of Social Justice and Empowerment, Government of India, operates a Free Coaching Scheme for SC and OBC students:

  • Coaching fee coverage: Up to Rs 75,000 paid to the coaching institute.
  • Monthly stipend: Rs 4,000 to students, disbursed in two installments.
  • Incentive for success: Rs 15,000 one-time for students who clear UPSC/SPSC Mains.
  • Eligibility: SC or OBC category, annual family income below Rs 8 lakh.

This scheme is relevant for Odisha’s significant SC (17.1%) and ST (22.8%) populations, but awareness and uptake data specific to Odisha is not publicly available. Given that these are centrally funded schemes channeled through specific coaching institutes, the reach in Odisha depends on which institutes are empaneled and whether students in smaller towns even know the scheme exists.

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6.5 Civil Services Coaching Scheme

The Odisha Department of Higher Education operates a Civil Services Coaching Scheme, providing coaching support for UPSC and OPSC preparation. Details of eligibility criteria and benefits are published on the department’s website. This scheme specifically targets competitive exam preparation for government services.

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6.6 Assessment of Government Interventions

The cumulative picture of government interventions reveals several gaps:

  1. Scale mismatch: OAVs serve ~109,000 students; the coaching need exists for hundreds of thousands. The interventions are drops in the ocean.
  2. Timing mismatch: Most scholarships support students after competitive exam success (during college). The critical need is during preparation (Class 8-12), when families bear the coaching costs.
  3. Awareness gap: Centrally-funded coaching schemes for SC/OBC students require awareness and application processes that many rural families cannot navigate.
  4. No equivalent to AP/Telangana’s integrated model: Unlike Andhra Pradesh and Telangana, where Sri Chaitanya and Narayana effectively function as state-wide school-cum-coaching systems, Odisha has no comparable private or public model that integrates school education with competitive exam preparation at scale.
  5. No “Super 30” equivalent at state scale: While individual Super-30 type programs may exist, there is no state-wide initiative to identify talented students from disadvantaged backgrounds and provide them intensive, free coaching for JEE/NEET.

7. Social Stratification Through Coaching

7.1 Who Can Afford Coaching: Class, Caste, and Geography

The coaching economy operates as a powerful sorting mechanism. Access is determined by three intersecting variables:

Economic class: A family earning Rs 3-5 lakh per year (typical lower-middle class government employee) can afford basic coaching in Bhubaneswar (Rs 1-1.5 lakh/year) only by making significant sacrifices. For families below this income level --- agricultural workers, daily wage laborers, the bulk of Odisha’s rural population --- coaching is effectively unaffordable without scholarships or debt.

Caste: Upper caste families disproportionately occupy government service positions, professional roles, and urban centers --- all of which correlate with coaching access. SC/ST families (together comprising nearly 40% of Odisha’s population) face compounded disadvantage: lower incomes, greater geographic distance from coaching centers, and less access to the social networks that inform coaching decisions.

India’s wealth distribution along caste lines is stark: upper castes (roughly 25% of the population) hold approximately 55% of India’s total wealth. In Odisha, where tribal communities comprise 22.8% of the population and are concentrated in remote, forested areas, the distance from coaching centers is not just geographic but civilizational.

Geography: Coaching access in Odisha is overwhelmingly concentrated in Bhubaneswar, with minor presence in Cuttack. For a student in Malkangiri, Koraput, or Rayagada --- the most disadvantaged tribal districts --- accessing coaching requires relocation to Bhubaneswar, which means housing, food, and living expenses on top of coaching fees. The total annual cost of Rs 2-4 lakh is prohibitive for families in these districts, where per capita income is among the lowest in India.

7.2 SC/ST/OBC Students: Access to Quality Coaching

The formal structure of Indian competitive exams includes reservation for SC (15%), ST (7.5%), and OBC (27%) categories. This reservation applies at the point of admission to institutions, not at the point of coaching access. A tribal student in Odisha has reservation in an IIT but no reservation for the coaching needed to crack JEE.

The free coaching schemes (central and state) attempt to bridge this gap, but their scale is inadequate. The Central scheme covers coaching fees up to Rs 75,000 and provides a Rs 4,000/month stipend --- reasonable, but insufficient to cover the full cost of quality coaching plus living expenses in Bhubaneswar for an out-of-district student.

The Odisha Adarsha Vidyalaya network, by design, targets SC/ST/OBC students and provides CBSE-quality education at the block level. If these schools can produce students competitive in JEE/NEET, the OAV model represents the most structurally significant intervention --- but results data on OAV students’ performance in competitive exams is not yet widely available.

7.3 Girls in Coaching: Participation Rates and Family Attitudes

Gender disparities in coaching access mirror broader patterns:

  • In JEE Main 2025, female candidates represented approximately 33.73% of total applicants --- up from historical levels below 30%, but still showing a 2:1 male skew.
  • In NEET, the gender ratio is more balanced: 7.46 lakh girls took NEET 2024 compared to 5.8 lakh males, making NEET a rare exam where female participation approaches or exceeds male participation.
  • In IITs, female representation was below 10% for decades. The introduction of supernumerary seats (20% female quota) in 2018 has tripled female admissions in 9 years.

In Odisha specifically:

  • Family attitudes toward coaching for daughters vary sharply by class and geography. Urban, educated families increasingly invest in coaching for daughters, particularly for NEET (medical) preparation. The perception that medicine is an “appropriate” profession for women drives higher female participation in NEET coaching.
  • In rural and conservative communities, coaching investment is more likely directed toward sons. The opportunity cost calculation differs: a son’s IIT seat is seen as transformative for the entire family’s economic future, while a daughter’s coaching investment is viewed with the lens of “she will marry and leave.”
  • The OAV network’s mandatory 50% girl reservation in admissions is a structural intervention against this gender bias.

Source:

7.4 Rural versus Urban Divide

The NSS data on coaching expenditure captures the divide:

  • Urban households spend Rs 3,988 annually on private coaching per student; rural households spend Rs 1,793 --- less than half.
  • At the higher secondary level (where competitive exam preparation intensifies), the gap widens: Rs 9,950 (urban) versus Rs 4,548 (rural).
  • The incidence of taking coaching is also higher in urban areas: 30.7% versus 25.5% in rural areas.

In Odisha, with only 16.68% urbanization (among the lowest in India), the rural-urban coaching divide has an outsized impact. The vast majority of Odisha’s population lives in areas where quality coaching is simply not available, regardless of ability to pay.

7.5 Bourdieu’s Framework: Coaching as Conversion of Economic Capital into Educational Credential

Pierre Bourdieu’s theory of social reproduction provides the sharpest lens for understanding the coaching economy. Bourdieu identified three forms of capital:

  1. Economic capital: Money and material resources.
  2. Cultural capital: Knowledge, skills, dispositions, and credentials (embodied in language, taste, and educational attainment; objectified in books and cultural goods; institutionalized in formal qualifications).
  3. Social capital: Networks of relationships and connections.

The coaching industry operates as a mechanism for converting economic capital into cultural capital (exam-cracking skills and dispositions) and ultimately into institutionalized cultural capital (an IIT/AIIMS degree). Bourdieu argued that education systems present themselves as meritocratic while actually reproducing existing class hierarchies --- rewarding students who already possess cultural capital aligned with dominant class values.

India’s competitive exam system performs exactly this function: the exams are nominally open to all, based on “merit.” But access to the coaching needed to demonstrate that “merit” is gated by economic capital. The student who scores 99.9 percentile in JEE Advanced has typically had access to:

  • Rs 5-15 lakh worth of coaching over 4-7 years
  • CBSE (not state board) schooling
  • An urban location with coaching center access
  • A family that could afford to have one member not earn income for 2-4 years
  • Social networks that informed the coaching investment decision

The “merit” displayed in competitive exam results is, in Bourdieu’s framework, what he called “symbolic violence” --- the process by which class-based inequality is perceived as the natural outcome of individual talent, rather than the product of an unequal social structure. The coaching economy makes this mechanism visible: when an upper-middle-class urban student outperforms a rural tribal student on JEE, the system credits “merit” while the actual differentiator was the Rs 10 lakh coaching investment.

Sources:


8. Comparator Analysis

8.1 Rajasthan/Kota: The National Phenomenon

Kota is the benchmark for coaching culture in India. Key metrics for comparison:

  • Scale: 200,000+ students annually (pre-2023), dropped to 85,000-1 lakh in 2023-25, recovering to ~1.5 lakh in 2026.
  • Revenue: Rs 6,500-7,000 crore at peak, falling to Rs 3,500 crore during the slump.
  • Industry employment: 2 lakh+ people directly or indirectly.
  • Infrastructure: 300+ coaching centers, 3,000+ hostels, 20,000+ PG accommodations.
  • Origin: V.K. Bansal’s first IIT success in 1985; institutional Bansal Classes in 1991.
  • Mental health cost: 27-32 student suicides in 2023, ~95 suicides between 2015-2019.

What Kota reveals: when coaching concentration reaches critical mass, it creates a self-reinforcing ecosystem (best teachers, best results, more students, more revenue, even better teachers) but also pathological outcomes (student suicides, mental health crisis, exploitative hostels, economic dependency on a single industry).

Bhubaneswar shows early signs of a similar (though much smaller) concentration pattern. The question for Odisha is whether Bhubaneswar’s coaching ecosystem will grow to Kota-like density --- with attendant benefits and costs --- or whether distributed alternatives (online coaching, OAV network, PW Pathshala-type models) will prevent such concentration.

Source:

8.2 Andhra Pradesh/Telangana: The Integrated Model

The Telugu states (Andhra Pradesh and Telangana) represent the most developed coaching culture in India outside Kota, with a fundamentally different model: integration of coaching with formal schooling through private junior college chains.

Sri Chaitanya Educational Institutions:

  • Founded 1986 in Vijayawada; expanded to Hyderabad in 1991.
  • 321 state board-affiliated junior colleges, 322 K-10 schools, 107 CBSE schools.
  • Over 8.5 lakh students enrolled.
  • One of Asia’s largest educational franchises.
  • Model: students attend Sri Chaitanya junior college for Class 11-12, where the curriculum seamlessly integrates board exam preparation and JEE/NEET coaching. There is no separate “coaching” --- the institution itself is both school and coaching center.

Narayana Educational Institutions:

  • 900+ schools, junior colleges, coaching centers across 250+ cities in 23 states.
  • Founded by Ponguru Narayana, who later entered politics (currently a cabinet minister in AP).
  • Similar integrated model.

Key difference from Odisha: In AP/Telangana, the school-coaching integration is the norm, not the exception. Students do not need to attend a separate coaching institute because the junior college itself provides coaching-quality preparation. This model has produced extraordinary results: Telangana and Andhra Pradesh consistently rank among the top 3-4 states in JEE Advanced qualifications.

The model’s drawbacks: extreme pressure on students (AP/Telangana have their own student suicide crisis), the effective privatization of higher secondary education (government junior colleges have been hollowed out), and the creation of an education system where commercial coaching chains have more influence than the state education department.

Odisha has no equivalent of the Sri Chaitanya/Narayana integrated model. ODM Public School’s tie-up with Allen represents a partial move in this direction, but it is a single institution, not a state-wide system.

Sources:

8.3 Tamil Nadu: The Government School Alternative

Tamil Nadu represents a counter-example: a state where coaching dependence is lower because the formal education system is stronger.

What Tamil Nadu did differently:

  • Historical investment in education: Tamil Nadu has a century-old legacy of inclusive education policies, rooted in the Justice Party era and strengthened by the Dravidian movement. The first mid-day meal scheme in India was introduced in Madras in 1920.
  • Communal Government Order (1921): Ensured educational access for marginalized communities.
  • Mid-day meal expansion: When expanded in 1982, it reduced dropout rates by 90% and increased primary school enrollment by 70%.
  • Government school quality: Tamil Nadu’s government schools are significantly better-resourced and better-staffed than most other states.
  • Higher education density: Among the top 100 NIRF-ranked colleges in 2023, Tamil Nadu holds the largest share with 35 institutions (compared to Kerala’s 14).
  • Government-provided coaching support: Tamil Nadu offers state-funded coaching support for competitive exams, reducing dependence on private coaching.

The result: while Tamil Nadu still has a coaching industry, it is less dominant than in Rajasthan, AP/Telangana, or even Odisha relative to the student population. Government schools in Tamil Nadu produce competitive exam qualifiers at rates that Odisha’s government schools cannot match.

Sources:

8.4 Kerala: The Paradox of High Literacy and High Coaching

Kerala presents an interesting paradox: despite having India’s highest literacy rate and strong public education, the state has significant coaching dependence.

  • Kerala accounts for more than three-fifths of total private coaching institutions in the country, catering to nearly 1.5 lakh students (57.8% of such students nationally).
  • The proportion of households spending on private tuition/coaching is much higher in rural Kerala (17%) than in rural India as a whole (8%).

This suggests that coaching dependence is not simply a function of poor school quality. Even in a state with relatively good schools, the competitive pressure of entrance exams creates demand for supplementary coaching. The “good school + coaching” combination may produce better results than “good school alone” --- but it also means that even in Kerala, families bear the financial burden of a dual education system.

The lesson for Odisha: even if the OAV network or government school reform brings formal education quality up to Kerala or Tamil Nadu levels, coaching demand may not disappear --- it may just become more accessible while remaining economically stratifying.

Source:

8.5 South Korea (Hagwon) and Japan (Juku): International Parallels

The international comparison is instructive because it shows that coaching/cram school dependence is not uniquely Indian --- it is a structural feature of exam-based educational systems across Asia.

South Korea’s Hagwon:

  • In 2024, South Korean households spent 29.2 trillion won (US $20.2 billion) on private education, up 60% from 2014.
  • Private education spending consumes a record 13.5% of monthly household expenditures.
  • A family with at least two unmarried children spends an average of 611,000 won (~Rs 38,000) per month on private education.
  • South Korea spends approximately 1.5-2% of GDP on private education/cram schools.
  • 8 out of 10 primary and secondary Korean students receive some form of shadow education.
  • In 2010, 74% of all students engaged in private after-school instruction at an average cost of US $2,600 per student per year.
  • Students commonly attend hagwons until 10 PM after their school day ends.

Japan’s Juku:

  • More than 65% of 9th grade students attended juku in 2007.
  • Juku are ubiquitous: “it is difficult to find a town without a juku.”
  • Average fees: $160/month for elementary school, $175/month for junior high.
  • Two types: academic (exam-focused, like Indian coaching) and non-academic (enrichment, arts, sports).

Comparison with India:

DimensionSouth KoreaJapanIndia
Participation rate~80% of students~65% of 9th graders~27% of students
Household spending share13.5% of monthly expenses~5-8%~13.5% of education spending
GDP share1.5-2%~0.5-1%~0.8-1.2%
Mental health costsHigh: South Korea has one of the highest youth suicide ratesSignificant but managedAcute crisis (Kota suicides)
Government regulationCurfews on hagwon hours (no classes after 10 PM)Light regulationMinimal regulation
Outcome inequalityLower due to high participationLowerVery high due to access barriers

The critical difference: in South Korea and Japan, cram school participation is near-universal across class lines, making it less of a stratifying mechanism. In India, coaching access is sharply stratified by income, caste, and geography, making it a powerful reproducer of inequality.

Sources:


9. Key Data Points Summary

9.1 National Coaching Industry

MetricFigureYear/Source
Market sizeUSD 6.5-7.2 billion (Rs 50,000-60,000 crore)2024-25
Projected market sizeUSD 17-18 billion2033-34
Number of coaching institutes68,000+2024
Students in coaching~7.1 crore2024
Students taking coaching (%)27% of all studentsNSS 2025
Household coaching spend (urban)Rs 3,988/year per studentNSS 2025
Household coaching spend (rural)Rs 1,793/year per studentNSS 2025
Coaching share of education spend13.53%2022-23

9.2 Major Coaching Institutes

InstituteRevenue (FY2025)StudentsValuation
ALLENRs 3,310 crore~4 lakh$1.8 billion
Physics WallahRs 3,040 croreNA (25M target by 2028)$2.8 billion
Aakash (AESL)NANAAcquired by BYJU’S
Sri ChaitanyaNA8.5+ lakhNA
NarayanaNANA (900+ schools/centers)NA

9.3 Odisha-Specific

MetricFigureYear/Source
NEET qualifiers from Odisha32,617NEET 2024
UPSC selections from Odisha18UPSC CSE 2024
OPSC recommended candidates398OPSC OCS 2023
Coaching institutes in Odisha160+2024
CBSE schools in Odisha3072024
Odisha Adarsha Vidyalayas320 (across 314 blocks)2025
OAV students enrolled109,000+2025
MBBS/BDS seats (state quota)~1,1002024
Teacher vacancies to fill44,4332025-2028
State govt starting salaryRs 18,000/monthPay Level 1

9.4 Kota

MetricFigureYear/Source
Students annually (peak)200,000-250,000Pre-2023
Students annually (trough)85,000-100,0002023-25
Revenue (peak)Rs 6,500-7,000 crorePre-2023
Revenue (trough)~Rs 3,500 crore2023-25
Student suicides (2023)27-322023
Coaching students with high academic stress44.45%Research study
Students experiencing loneliness53%Research study
Students who visited mental health professional3%Research study

9.5 Mental Health and Coaching Pressure

MetricFigureSource
JEE/NEET aspirants experiencing anxiety or depression45%2024 study
Coaching students with high academic stress (Kota)44.45%PMC/Indian Journal of Psychiatry
Non-coaching students with high academic stress3.33%Same study
Kota students experiencing loneliness53% occasionallyResearch study
Kota students who visited mental health professional3%Civilsdaily report
Average daily study hours (Kota students)12-14 hoursMultiple sources
Female JEE Main candidates (%)~33.73%JEE Main 2025
Female NEET candidates7.46 lakh (vs 5.8 lakh males)NEET 2024

9.6 Comparator State Coaching Cultures

State/CountryKey FeatureScale
Rajasthan (Kota)Dedicated coaching city85,000-250,000 students/year
AP/TelanganaIntegrated junior college + coaching model8.5 lakh+ students (Sri Chaitanya alone)
Tamil NaduStrong government school system reduces coaching dependency35 of top 100 NIRF colleges
KeralaHigh literacy but high coaching participation paradox60%+ of national coaching institutions
South KoreaNear-universal hagwon attendance (80% of students)US $20.2 billion/year (2024)
JapanUbiquitous juku (65%+ of 9th graders)Deeply normalized
OdishaBhubaneswar-concentrated, national chains expanding160+ institutes, nascent ecosystem

10. Structural Observations for SeeUtkal Analysis

10.1 The Coaching Economy as a Tax on Aspiration

The coaching economy functions as a private tax on upward mobility. Every family that wants its children to access India’s meritocratic gateways (IIT, AIIMS, IAS) must pay this tax. The tax is regressive: it consumes a higher proportion of income for poorer families, and the poorest families cannot pay it at all.

In Odisha, where 32.6% of the population lives below the poverty line (the highest among major states for decades), this tax falls hardest on those least able to afford it. The coaching industry extracts Rs 1,500-3,000 crore annually from Odisha families --- money that flows largely to national coaching chains headquartered outside the state (Allen in Kota/Rajasthan, Aakash in Delhi, Sri Chaitanya in Hyderabad).

10.2 The Geography of Extraction

The coaching economy creates a geography of extraction that mirrors Odisha’s mineral economy:

  • Resource extraction: Just as Odisha’s iron ore, bauxite, and coal leave the state for processing elsewhere, Odisha’s students leave for Kota, Hyderabad, and Delhi for “value addition” (coaching).
  • Value capture: The economic value generated by coaching (teacher salaries, infrastructure, support services) is captured in Bhubaneswar at best, and in Kota/Hyderabad/Delhi at worst. Rural Odisha, which produces the students and the aspiration, captures none of this value.
  • Brain drain acceleration: Coaching pipelines accelerate brain drain. A student who goes to Kota for coaching, then to an IIT in Tamil Nadu or Karnataka, then to a job in Bangalore or abroad, has been progressively extracted from Odisha at each stage. The coaching investment funded by the family in Odisha generates lifetime returns that accrue entirely outside the state.

10.3 The Dual System as Institutional Failure

The fact that students attend school for attendance and coaching for learning is not a market failure --- it is an institutional failure of the state. The coaching industry has not created demand artificially; it has responded to demand that the formal education system fails to meet. Every Rs 50,000 spent on coaching is a Rs 50,000 the state failed to provide through its school system.

Odisha’s 44,433 teacher vacancies are not just an administrative problem. They are the structural explanation for why the coaching industry exists. When there is no physics teacher in the government school, the family that can afford Rs 1 lakh sends the child to FIITJEE. The family that cannot afford it watches the child fall behind. The “merit” demonstrated in the subsequent competitive exam reflects this investment gap, not innate ability.

10.4 The Coaching Economy as Consciousness Infrastructure

The coaching economy is not just an economic phenomenon --- it is a consciousness infrastructure. It carries within it an entire worldview: that competitive exams are the only legitimate pathway to social mobility, that formal education is inadequate, that success requires extraordinary financial sacrifice, and that “merit” is an objective fact rather than a socially constructed outcome.

This consciousness shapes family decisions across Odisha in profound ways. A government school teacher in Bolangir who earns Rs 25,000/month and sends his child to Allen Bhubaneswar for Rs 1.5 lakh/year is not just making a financial decision. He is participating in a belief system that says: the state school he works in cannot educate his own child. The irony is devastating: the very person responsible for delivering public education has no faith in it.

The coaching economy also creates what might be called “aspiration inflation.” As more families invest in coaching, the competitive threshold rises. What was once achievable with good school education alone now requires coaching. What coaching alone could achieve ten years ago now requires coaching from Class 6, dummy school enrollment, and a dropper year. The system is a treadmill: the more families invest, the more everyone must invest, and the advantage always accrues to those who can invest the most.

This dynamic is structurally identical to an arms race. Individual rationality (each family invests more to gain advantage) produces collective irrationality (everyone spends more but the relative outcomes remain unchanged, determined by the same socioeconomic factors as before). The only winners are the coaching institutes themselves, which capture the surplus from this arms race.

10.5 The Paradox of Government Response

The Odisha government’s responses --- OAVs, scholarships, coaching schemes --- are necessary but paradoxical. The state is building a parallel education system (OAVs) to compensate for the failure of its primary education system, while simultaneously allowing the coaching industry to function as a private substitute for public education. The OAV model essentially concedes that the existing government school system cannot prepare students for competitive exams, and that a separate, CBSE-affiliated, better-resourced system is needed.

This is the coaching economy’s deepest structural revelation: the state has implicitly accepted that its own education system is insufficient, and has responded by building a small-scale replica of what private coaching provides --- rather than reforming the mainstream system to make coaching unnecessary.

10.6 Connection to Migration and Diaspora Patterns

The coaching economy intersects directly with Odisha’s migration dynamics (documented in the “The Leaving” full_read series). The pipeline is sequential:

  1. Phase 1 (Labor migration): Parents migrate to brick kilns, textile mills, and construction sites outside Odisha, earning Rs 8,000-15,000/month through grueling physical labor.
  2. Phase 2 (Investment in coaching): The accumulated savings and remittances are directed toward children’s coaching --- Rs 1-2.5 lakh per year.
  3. Phase 3 (Student migration): The child migrates to Bhubaneswar or Kota for coaching.
  4. Phase 4 (Brain drain): If successful, the child enters IIT/NIT/AIIMS and migrates to Bangalore, Delhi, or abroad for employment.
  5. Phase 5 (Permanent departure): The child builds a career and life outside Odisha. The family’s investment in coaching has produced exactly the outcome they sought --- escape from poverty --- but also the outcome they perhaps did not intend: the permanent loss of their child to another state or country.

The coaching economy is thus a critical node in Odisha’s brain drain pipeline. It is the mechanism through which parental sacrifice (labor migration) is converted into child departure (brain drain). The money flows inward (remittances), then outward (coaching fees to national chains), then outward again (the trained child leaves the state permanently). At no point does the value stay in Odisha.

10.7 What Would Need to Change

For the coaching economy to diminish rather than grow, several structural shifts would need to occur simultaneously:

  1. Government school quality: Schools would need to actually prepare students for competitive exams --- not just deliver the curriculum but develop the problem-solving depth, speed, and conceptual clarity that exams demand. This requires teacher quality (which requires teacher salaries competitive with coaching), infrastructure, and curricula aligned with exam requirements.

  2. Scale of OAV-type interventions: 314 OAVs serving 109,000 students is a proof of concept. Scaling this to serve 500,000-1,000,000 students would begin to dent coaching dependency.

  3. Online coaching as equalizer: Physics Wallah’s model (affordable online coaching + distributed offline centers) partially addresses the access gap. If PW-type content becomes free or near-free, the information disadvantage shrinks --- though the discipline, mentorship, and peer competition that physical coaching provides remain difficult to replicate online.

  4. Exam reform: Ultimately, the coaching economy is a downstream effect of the exam system. If competitive exams tested different competencies (creativity, practical skills, portfolio-based assessment rather than high-stakes single-day tests), the demand for coaching in its current form would reduce. The National Education Policy 2020 gestures toward this direction, but implementation remains uncertain.

  5. State-level industrial ecosystem: The deepest solution is not educational but economic. If Odisha had the employment opportunities that made IIT/AIIMS unnecessary for middle-class survival, the desperation driving the coaching economy would ease. Tamil Nadu’s lower coaching dependency is not just a function of better schools --- it is a function of a diversified economy that offers multiple pathways to middle-class life. Odisha’s coaching economy will not shrink until Odisha’s economic opportunities expand.


11. Source Compilation

Academic Studies

  • Pal, Bhesera, Bika (2026), “Mental Health Conditions and Suicide Among Adolescent Coaching Aspirants: Case of Kota,” SAGE Journals
  • PMC (2024), “Stress and coping strategy among coaching and non-coaching students in Kota: A comparative study”
  • ORF, “Phasing Out Tutoring Dependence in India’s Education System”
  • Tandfonline, “Exposing the shadow: empirical scrutiny of the shadowing process of private tutoring in India”
  • ERIC, “Is Shadow Education Becoming the ‘New’ Formal?”

Government Data

  • MoSPI, Comprehensive Modular Survey: Education 2025 (NSS 80th round)
  • NSS 75th Round: Household Social Consumption on Education (2017-18)
  • UPSC Civil Services Exam Results 2023, 2024
  • NTA NEET 2024 Results
  • JEE Advanced 2024 Results
  • OPSC OCS 2023 Results
  • Odisha Adarsha Vidyalaya Sangathan data
  • Department of Social Justice and Empowerment, Free Coaching Scheme

Industry and Market Reports

  • IMARC Group, India Coaching Institutes Market Report 2034
  • Allied Market Research, India Online Coaching Market
  • BW Education, “Inside India’s Rs 50,000 Cr Coaching Industry”
  • Tracxn, Allen Career Institute and Physics Wallah financial data

News and Journalism

  • The Print: “Selling land, borrowing money, eating less” (UPSC coaching families)
  • The Print: “Private coaching rise is now a prestige issue”
  • The Quint: “29 Student Suicides in Kota in 2023”
  • Business Standard: “70% urban students in private schools”
  • Free Press Journal: Kota coaching revival
  • Kalinga TV: UPSC CSE 2024 Odisha candidates
  • Pragativadi: Odisha UPSC performance
  • Medical Dialogues: NEET 2024 state-wise results

International Comparisons

  • Korea Herald: “Spending on private education jumps 60%”
  • Bloomberg: “Spending on Private Education Hits Another Record in South Korea”
  • Facts and Details: “Hagwons and Private Education in South Korea”
  • New World Encyclopedia: “Cram school”
  • Wikipedia: “Juku”

Sociological and Theoretical Frameworks

  • Infed.org: “Pierre Bourdieu on education: Habitus, capital, and field”
  • Sociology.Institute: “Pierre Bourdieu on Cultural Capital and Education”
  • Simply Psychology: “Cultural Capital Theory of Pierre Bourdieu”

Research compiled for the SeeUtkal project. This is reference material --- not a published piece. Data points should be verified against primary sources before incorporation into analysis.

Cited in

The narrative series that build on this research.