Health Economy

Chapter 123 treats health as an economy without reducing it to a market. Illness and care redistribute time, money and labour across households, public facilities, private clinics, pharmacies, diagnostic centres, transport providers, insurers, medical colleges and governments. A district hospital is simultaneously a welfare institution, a large workplace, a purchaser of goods and services, and a node in a wider referral geography. A village pharmacy may be the quickest point of access but also a source of unrecorded expenditure and treatment without full diagnosis. A medical college can retain skilled employment in a regional city, while a household facing a serious illness may sell assets, borrow, postpone schooling or send a patient to Patna, Delhi or Kathmandu. The health economy of Mithila, Vajji and Anga therefore has to be reconstructed from care pathways, finance, workforce, transport and household-risk evidence together. The evidence is dated and uneven. Bihar's NFHS-5 fieldwork was conducted in 2019–20 and recorded 76.2 per cent institutional births, with 56.9 per cent of births in public facilities; it also reported average out- of-pocket expenditure of Rs 2,848 per delivery in a public facility. These indicators are useful historical baselines, not 2026 point estimates. At the national level, India's National Health Accounts for 2021–22 estimated household out-of-pocket expenditure at 39.4 per cent of total health expenditure, down from earlier levels as government expenditure increased. Nepal's National Health Accounts for 2019/20 still recorded household out-of-pocket payment at 54.2 per cent of current health expenditure. The figures cannot be directly mapped onto Mithila, Vajji, Anga or Madhesh without subregional data, but they show why financial protection remains central to any history of the contemporary health economy. The chapter also distinguishes infrastructure from effective access. Bihar's current public-health planning operates through the National Health Mission, Indian Public Health Standards, Ayushman Arogya Mandirs, referral transport, disease programmes and a network of district, sub-district and primary facilities. Yet a building, sanctioned post or registered hospital does not prove that medicines, diagnostics, specialists or respectful care were available when a patient arrived. On the Nepal side, constitutional commitments to basic health services, provincial and local responsibilities, and expanding hospital systems coexist with household payments and substantial mobility for specialist care. The proper unit of analysis is therefore the pathway from illness to decision, first contact, referral, treatment, payment and recovery—not a simple count of facilities. 123.1 Health as welfare, market and productive infrastructure Health has a double economic character. Better health protects survival and dignity, but it also preserves labour time, school attendance, household care capacity and future earnings. Conversely, the treatment of illness generates employment and commercial demand. Hospitals buy food, linen, oxygen, equipment, software, security and maintenance; visitors rent rooms, use transport and purchase meals; doctors and technicians create residential demand in towns. None of this means that more illness is economically desirable. It means that health institutions shape local economies while their social objective remains to prevent avoidable disease and protect households from catastrophic loss. In Mithila, Vajji and Anga, where household livelihoods often combine farming, migration earnings and informal work, a serious health shock can destabilise several income streams at once. The health economy must therefore be evaluated by both the services it produces and the risk it removes. 12511251 GAJENDRA THAKUR Figure 488 — The health economy circulates household resources through care, financing, local markets, health labour and productive health outcomes. 123.2 The household as the first health institution Most episodes of illness begin outside a formal facility. Families observe symptoms, consult relatives, reuse previous prescriptions, visit a medicine shop, call a known practitioner or delay treatment while deciding whether the condition justifies travel and expense. Women frequently provide unpaid nursing, nutrition, bathing, medicine management and accompaniment. These decisions constitute a household health economy before any hospital bill appears. Distance to care, cash on hand, control over household resources, prior experience, perceived provider quality and the expected loss of a day's wage all influence the first step. Household-level data are therefore indispensable. Facility statistics can count consultations, but they cannot by themselves reveal untreated illness, delayed care, caregiver burden or money borrowed before a patient reaches the register. 123.3 Public primary care and Ayushman Arogya Mandirs The expansion of comprehensive primary care through Health and Wellness Centres, now Ayushman Arogya Mandirs, seeks to move screening, essential drugs and first-contact management closer to households. In economic terms, effective primary care can lower transport costs, reduce unnecessary specialist visits, detect hypertension or diabetes before costly complications, and stabilise medicine demand. But the benefit depends on reliable staffing, opening hours, drug availability, referral links and public trust. A nearby facility that repeatedly lacks medicines may shift the true cost back to private pharmacies and diagnostic centres. For regional history, the useful evidence is not simply the number of centres upgraded but the bundle of services actually delivered and the extent to which care moved closer to villages and small towns. 123.4 ASHA, ANM and the community health workforce Bihar's ASHA workers, ANMs, Community Health Officers and other frontline staff connect households to immunisation, antenatal care, institutional delivery, tuberculosis follow-up, family planning and increasingly non-communicable disease screening. Their work has an economic dimension often hidden by the word 'volunteer' or by programme-based incentives. They spend time, travel, maintain records, mobilise beneficiaries and mediate between bureaucratic rules and family circumstances. Incentive design influences which tasks are prioritised and how predictable earnings are. On the Nepal side, Female HISTORY OF MITHILA, VAJJI & ANGA — VOLUME II Community Health Volunteers have played analogous bridging roles. A complete health-economy account must therefore include community health labour, much of it performed by women, rather than counting only salaried doctors and hospital staff. 123.5 PHCs, CHCs and the economics of first referral Primary Health Centres and Community Health Centres are meant to resolve common conditions and serve as referral steps before district or tertiary hospitals. Their economic performance is shaped by staffing, diagnostics, ambulance availability, drug stocks and the credibility of referral. When a centre cannot provide a test or specialist, the household may pay twice: first for the failed visit and again for travel and consultation elsewhere. Bypassing can then become rational even when it overloads higher-level hospitals. IPHS standards are useful benchmarks because they define expected service capacity, but compliance scores and sanctioned infrastructure must be separated from observed patient experience. The history of referral is therefore also a history of transaction costs, uncertainty and trust. 123.6 District hospitals as regional economic anchors District hospitals are among the largest stable public institutions in many regional towns. Beyond inpatient and outpatient care, they create demand for nurses, technicians, sanitation workers, cooks, drivers, security staff, suppliers and rented accommodation. They also anchor blood services, emergency care, maternal services and referrals from surrounding blocks. Their economic reach is visible in the ecosystem of pharmacies, tea shops, diagnostic centres, lodges and transport around hospital gates. Yet congestion can impose costs: long queues, repeated visits and informal expenditure transfer time from patients and caregivers to the health system. Measuring a district hospital only by beds therefore misses its wider role as both public infrastructure and an urban labour-market node. Figure 489 — Health access operates through a referral and mobility ladder, with bypassing when lower levels lack trusted services or diagnostics. 123.7 Medical colleges and tertiary-care hubs Tertiary institutions such as Darbhanga Medical College, Sri Krishna Medical College in Muzaffarpur and Jawaharlal Nehru Medical College in Bhagalpur anchor specialist-care economies within the three regions, while Patna remains a major super-specialty destination. Medical colleges combine treatment with education, residency, laboratories, procurement and research. Their presence can retain skilled workers and 12531253 GAJENDRA THAKUR support specialist private practice in the surrounding city. At the same time, referral to distant tertiary care can generate large travel and lodging costs for rural households. The expansion or upgrading of medical colleges should therefore be evaluated not only by sanctioned seats or construction expenditure but by whether specialist capacity becomes more geographically distributed and whether referral journeys shorten. 123.8 Private clinics, nursing homes and hospital markets Private provision ranges from solo clinics and maternity homes to multispecialty hospitals. It can add capacity, flexible hours, specialist access and diagnostic speed where public systems are constrained. It can also fragment records, expose households to variable pricing and create incentives for unnecessary tests or procedures when payment is fee-for-service. NFHS-5's Bihar data show an especially large public-private difference in caesarean delivery: among births in facilities, the reported caesarean share was far higher in private than public facilities. That difference should prompt investigation rather than an automatic conclusion of either overuse or underuse, because case mix, referral and quality also matter. Regulation requires reliable clinical-establishment data, price transparency and outcome monitoring. 123.9 Pharmacies and medicine retail Medicine shops are among the most spatially accessible parts of the health economy. They reduce search costs and supply both prescriptions and self-medication, but the boundary between dispensing and diagnosis can blur where formal clinicians are scarce. Pharmaceutical expenditure is also a major component of household out-of-pocket spending in South Asia. Generic-drug initiatives and free-drug programmes attempt to reduce this burden, yet stock-outs can push patients back to retail markets. The distribution chain—from wholesaler to district town to neighbourhood shop—therefore matters as much as manufacturing. For rural households, the effective price of a medicine includes the chance that it is locally available, the travel needed to find it and whether a diagnostic test or follow-up visit is required to obtain it. 123.10 Diagnostics, imaging and laboratory economies Diagnostics have become a distinct urban and semi-urban service economy. Pathology laboratories, ultrasound, X-ray, CT and other imaging reduce uncertainty and enable modern clinical decision-making, but they also add cost and create referral relationships between providers and centres. Where public facilities lack working equipment or reagents, households may be sent outside for tests even when the consultation itself is nominally free. The density of laboratories around district hospitals is therefore evidence of both service expansion and possible gaps inside public institutions. Quality assurance matters because a cheap but inaccurate test can generate further expenditure and clinical harm. Regional research should map who owns diagnostic capacity, where it is located, what is accredited and how prices vary across the referral ladder. 123.11 Maternal care and childbirth expenditure Maternal care provides one of the clearest examples of how public spending and household spending interact. Bihar's NFHS-5 (2019–20) recorded 76.2 per cent institutional births and 56.9 per cent of births in public facilities, while average reported out-of-pocket expenditure per delivery in a public facility was Rs 2,848. The improvement in institutional delivery over NFHS-4 reflects the long reach of maternal-health programmes, but public delivery is not costless to households: medicines bought outside, transport, food, diagnostics and informal payments may still occur. Janani Suraksha Yojana, referral transport and free maternity entitlements should therefore be analysed as a package intended to reduce both clinical risk and the financial threshold for seeking institutional care. HISTORY OF MITHILA, VAJJI & ANGA — VOLUME II 123.12 Child health, immunisation and nutrition services Child health and nutrition connect the health economy to schools, anganwadi centres, immunisation sessions and household food systems. Vaccination is a public service whose economic return appears later through avoided illness, disability and caregiver time. Nutrition interventions intersect with ICDS, maternal care, anaemia control and food security rather than belonging to the health department alone. In areas affected by poverty and recurrent flooding, repeated infection and poor diets can reinforce each other. Economic analysis should therefore track the cost of prevention as well as treatment. A rupee spent on cold- chain reliability, growth monitoring or early treatment does not look like hospital revenue, but it can avert much larger household and public costs downstream. 123.13 Tuberculosis, infectious disease and programme economies Tuberculosis, kala-azar, malaria and other infectious diseases create programme-specific economies of screening, diagnostics, medicines, surveillance and field work. Bihar's current NHM planning continues to fund disease-control programmes while also integrating many services into primary care. Public procurement can lower unit costs when it works, but stock management and adherence support remain critical. Disease programmes also reveal the importance of data: a notified case enters a treatment and reporting pathway, while an undiagnosed or privately treated case may be invisible to public statistics. For historians of the contemporary economy, the decline of one disease or rise of another changes labour demand, diagnostic markets and the geography of public-health expenditure. 123.14 Floods, vector-borne disease and seasonal demand The floodplains of north Bihar and the lowlands of Madhesh produce seasonal health risks that are inseparable from infrastructure. Floods contaminate water, disrupt routine treatment, damage facilities, isolate villages and increase demand for diarrhoeal disease, skin infection and vector control. Heat waves and changing rainfall patterns add further stress. Health spending during a disaster therefore includes boats, mobile teams, chlorine, temporary shelters, cold-chain protection, ambulance rerouting and replacement of lost medicines. These are not exceptional add-ons to the economy; in hazard-prone districts they are recurring preparedness costs. Climate-resilient health systems need elevated or protected infrastructure, redundant supply routes and continuity plans for people dependent on dialysis, insulin or other regular treatment. 123.15 Snakebite, emergency medicine and time-critical access Snakebite illustrates the economics of time-critical rural emergency care. The clinical value of antivenom depends on a chain that includes recognition, transport, facility readiness, trained staff and supportive care. A household can lose crucial hours moving from an informal provider to a centre without antivenom and then to a higher hospital. The financial cost of each stage is secondary to the mortality risk, but it still shapes behaviour. Bihar's NHM planning now explicitly includes prevention, control and management of snakebite, reflecting growing policy attention. A regional strategy must map bite incidence, antivenom stocks, ambulance travel times and referral capacity rather than assuming that nominal district-level availability translates into village-level security. 123.16 Non-communicable disease and chronic-care markets As infectious-disease mortality falls and populations age, hypertension, diabetes, cardiovascular disease, cancer and chronic respiratory conditions generate repeated rather than one-time expenditure. Chronic care 12551255 GAJENDRA THAKUR changes the geography of demand: patients need regular medicines, laboratory monitoring and periodic specialist review close enough to sustain adherence. The Ayushman Arogya Mandir model aims to expand screening and follow-up at primary level, while private laboratories and pharmacies also grow with chronic disease. The economic danger is cumulative small spending that never appears as a single catastrophic hospital bill but steadily absorbs household income. Effective NCD care therefore depends on continuity, affordable medicines and records that follow the patient across levels of care. 123.17 Ageing, disability and long-term care Ageing creates demand for geriatric medicine, rehabilitation, hearing and vision services, assistive devices and long-term help with daily living. Much of this work remains unpaid within families, disproportionately performed by women or by relatives who withdraw from paid employment. Migration can intensify the problem when adult children live far away, while remittances may finance paid attendants or private treatment. Disability likewise has both medical and economic dimensions: inaccessible transport or workplaces can convert an impairment into exclusion from earnings. Health-economy analysis must therefore include social care, rehabilitation and accessibility rather than ending at the hospital discharge gate. 123.18 Mental health and the hidden care economy Mental health is a large but poorly measured component of the regional care economy. Treatment may involve psychiatry, counselling, medicines, school support, workplace accommodation and long periods of unpaid family supervision. Stigma and shortages of specialists can delay formal care, producing an apparent low demand that should not be mistaken for low need. Student stress, migration separation, indebtedness, disaster and chronic illness all have mental-health dimensions. The National Mental Health Programme and district-level services provide an institutional frame, but workforce and access remain uneven. Economic measurement should include lost work and caregiver time as well as direct treatment expenditure; otherwise mental illness remains statistically cheap only because much of its cost is hidden in households. 123.19 Health shocks, debt and asset erosion A health shock can transform a household balance sheet quickly. Direct costs include consultation, tests, medicines and procedures; indirect costs include wage loss, caregiver time, transport and food; longer-term costs include disability, interrupted schooling and reduced migration earnings. Households may finance these costs from savings, remittances, borrowing, sale of livestock or land, or postponed consumption. National Health Accounts show declining out-of-pocket shares in India, but the risk of catastrophic spending remains concentrated among households requiring hospitalisation or long-term medicines. A regional history of poverty therefore cannot separate health from debt. It should ask not only how much households spend, but what they give up or borrow to make the payment. HISTORY OF MITHILA, VAJJI & ANGA — VOLUME II Figure 490 — A health shock imposes indirect, access and long-term household costs in addition to the visible clinical bill. 123.20 Insurance, PM-JAY and public purchasing Publicly financed insurance and purchasing seek to separate access to hospital care from immediate household cash. Ayushman Bharat PM-JAY and related state arrangements purchase eligible inpatient packages from empanelled public and private hospitals, creating a new flow of claims, audits and reimbursement. Economically, this can expand effective demand and reduce catastrophic bills; administratively, it can also generate incentives for coding, patient selection or unnecessary admission if oversight is weak. Insurance is therefore not equivalent to universal access. Patients still need nearby empanelled capacity, accurate eligibility, transport and post-discharge medicines. Claims data are valuable evidence because they reveal treated conditions and provider geography, but they exclude services outside covered packages and people who never reach an empanelled hospital. 123.21 Transport, referral and medical travel Transport converts nominal service availability into actual access. Ambulances, private vehicles, trains, buses and hired cars connect villages to district hospitals and tertiary centres. The true cost of referral includes accompanying relatives, lodging, meals and lost wages. A patient who travels from Saharsa or Madhubani to Darbhanga or Patna, or from a Madhesh district to Janakpur or Kathmandu, participates in a medical-mobility economy extending beyond the hospital itself. Better roads can reduce travel time, but congestion and river crossings still matter. The health sector therefore has a direct stake in Chapter 124's transport infrastructure: connectivity changes the effective radius of every hospital and the commercial catchment of every diagnostic centre. 123.22 Cross-border care between north Bihar and Madhesh The India–Nepal border is porous to family, trade and health mobility. Residents of Madhesh may seek diagnostics, medicines or specialist consultation in north Bihar, while Indian patients may use facilities or pharmacies across the border depending on proximity, price and trust. Janakpur functions as a provincial health centre, but Kathmandu remains important for advanced care; on the Indian side Darbhanga, Muzaffarpur, Patna and other cities form a hierarchy of destinations. These flows are difficult to count because many crossings do not appear in formal medical-travel statistics. Research should therefore combine 12571257 GAJENDRA THAKUR hospital address records, pharmacy markets, transport routes and household interviews while respecting differences in insurance eligibility and national regulatory systems. 123.23 Medical education as a regional labour market Medical education is part of the health economy because it produces both services and careers. Government and private medical, nursing, paramedical and allied-health institutions charge fees, employ faculty, rent accommodation to students and create clinical training demand. Expansion can reduce regional shortages only if graduates enter and remain in needed locations. Bihar has used contractual and service- linked policies to address rural staffing, while medical colleges in Darbhanga, Muzaffarpur and Bhagalpur anchor local professional labour markets. The economic question is not simply the number of seats but the full pipeline from admission to training quality, internship, specialist education, recruitment and retention. 123.24 Nurses, technicians and the migration of health workers Health workers themselves are mobile. Nurses and technicians may move from village to district town, from Bihar or Nepal to metropolitan hospitals, or overseas for higher wages. Migration can raise household income and generate remittances, but it can also remove experienced staff from facilities that trained them. Policy therefore faces a retention problem similar to other skilled sectors but with direct effects on patient safety. Salary, housing, schooling for children, workload, promotion, professional respect and continuing education all influence whether a worker accepts a rural post. Vacancy statistics capture only one part of this labour market; absenteeism, temporary contracts and multi-job practice also shape effective availability. 123.25 Procurement, medicines and supply-chain infrastructure A modern health system is a procurement and logistics network. Vaccines require cold chains; hospitals need oxygen, reagents, surgical supplies, linen, food and maintenance; pharmacies depend on wholesalers and reliable transport. Centralised procurement can reduce prices and improve standardisation, but delays or inaccurate demand forecasts create stock-outs. Public tenders and NHM programme implementation plans therefore reveal an economic layer often invisible in clinical histories. Local firms can benefit from contracts, yet quality control and transparent purchasing are essential because defective supplies create health as well as fiscal costs. Inventory systems, warehouse location and last-mile distribution should be treated as core health infrastructure. 123.26 Telemedicine, eSanjeevani and digital health Telemedicine changes the cost of distance without abolishing the need for physical care. eSanjeevani links patients or primary facilities to remote clinicians, and Bihar's recent NHM planning has included connectivity for hundreds of facilities. The economic benefit is largest for follow-up, triage and advice that can safely be delivered without travel; complex emergencies and examinations still require in-person care. Digital health also includes ABHA-linked records, electronic claims, laboratory systems and surveillance. These systems can reduce duplication and improve continuity, but they create new costs for devices, bandwidth, training, cybersecurity and consent. A digital consultation is therefore not free merely because the video call has no fare attached. 123.27 Informal providers, trust and regulatory gaps Informal or semi-formal providers persist because they are nearby, available after hours, willing to offer credit and embedded in local trust networks. Their economic advantage is low transaction cost; their clinical HISTORY OF MITHILA, VAJJI & ANGA — VOLUME II risk is variable training, inappropriate antibiotics, delayed referral or weak record keeping. Simply prohibiting them without replacing access can drive care further underground. Regulation must distinguish between dangerous practice, legitimate pharmacy functions, trained community roles and the reality of provider scarcity. Public primary care becomes the strongest regulator when it offers a credible alternative. Researchers should avoid classifying every unregistered practitioner identically and instead document training, services, referral behaviour and patient reasons for choosing them. 123.28 Gender, caste, class and unequal access Health access is socially unequal even when a facility is geographically close. Women may need permission or accompaniment; poorer households may postpone diagnostics; caste discrimination can affect treatment experience; migrants and border residents may lack documents; people with disabilities encounter inaccessible transport and buildings. Private care can buy speed but not necessarily quality, while public care can be financially protective but costly in waiting time. These inequalities are economic because they determine who bears the time cost of queues, who can travel for a second opinion and whose illness interrupts paid work. Equity analysis therefore needs disaggregation by sex, caste, class, location, disability and household structure rather than a single district average. 123.29 Measuring quality, cost and financial protection No single dataset measures the health economy adequately. NFHS and DHS capture household and maternal-child indicators; HMIS records service contacts; IPHS and facility assessments measure infrastructure and readiness; National Health Accounts track financing; insurance claims show purchased hospital episodes; budgets and tenders reveal public inputs; labour registries and councils show parts of the workforce. Each has blind spots. The crucial historical discipline is to date every indicator and avoid treating an administrative count as an outcome. A newly built facility is not the same as a staffed facility; a consultation is not the same as effective treatment; insurance coverage is not the same as financial protection; and lower out-of-pocket share nationally does not prove equal progress in every district. 12591259 GAJENDRA THAKUR Figure 491 — Measuring a regional health economy requires household, facility, finance, market, workforce and outcome evidence together. 123.30 From treatment economy to health security The long-term objective of the health economy should be health security rather than maximum medical consumption. A secure system prevents disease, detects risk early, resolves common problems close to home, refers quickly when necessary and protects households from financial ruin. It also sustains a skilled workforce, reliable medicine supply, emergency transport and resilient facilities during floods or heat. For Mithila, Vajji and Anga, the economic dividend would appear in fewer days of work and school lost, lower forced borrowing, shorter referral journeys and stronger regional employment in care and allied services. The transition from a treatment economy to health security is therefore both a social-policy project and a strategy of regional economic development. HISTORY OF MITHILA, VAJJI & ANGA — VOLUME II Table 123.1 — Evidence architecture for analysing the health economy Evidence source What it establishes Economic use Main limitation NFHS-5 / Nepal DHS care use, maternal-child household access and survey rounds are dated health, insurance indicators outcome baseline and not annual HMIS / routine service contacts and facility demand and quality depends on programme data programme activity geographic trends reporting completeness IPHS / facility infrastructure, readiness and capacity and investment gap readiness does not prove assessments standards effective treatment National Health government, insurance and financial protection and not a district-level Accounts OOPE flows financing structure household budget PM-JAY / insurance covered hospital episodes and public purchasing and excludes uncovered care claims providers referral geography and non-users Budgets / NHM PIPs / planned public inputs and state demand for labour, allocation or approval is tenders procurement drugs and systems not expenditure or outcome Clinical establishment registered private facilities market structure and informal and unregistered records regulation providers may be missed Pharmacy / diagnostic medicine and testing access local health-market density ownership, quality and mapping prices may be opaque Workforce registries / doctors, nurses and cadres labour supply and vacancy headcount differs from HR data analysis attendance and full-time availability Household expenditure / direct and indirect health catastrophic spending and rare events need large or debt data burden coping longitudinal samples Patient travel / referral origin-destination care flows medical mobility and cross-border and self- records transport cost referral flows are often incomplete 12611261