India consistently celebrates its economic growth, but the more revealing question is whether that growth is reaching people in the form of longer lives, better schooling, and a decent standard of living. This is exactly what the idea of human development tries to capture. It shifts attention from how big the economy is to how well people are actually living. Over the past few decades, the country has built an elaborate system to measure this, generating data through the Census, large household surveys, and a series of national and state-level reports. These numbers tell a story of steady national progress alongside stubborn gaps between regions, communities, and districts. Understanding both halves of that story is essential to making sense of where the country is headed.
Table of Contents
- What human development actually means
- The Human Development Index
- How the country tracks human development
- The Census
- The National Family Health Survey
- National-level reports
- The national picture: real progress
- Regional disparities: the story behind the average
- Why state-level reports matter
- Disparities within Karnataka
- Disparities within Maharashtra
- From data to policy
- The challenges that remain
- Why this matters for the future
What human development actually means
Human development is a way of thinking about progress that places people, rather than production, at the centre. The approach was pioneered by Pakistani economist Mahbub ul Haq, who was frustrated that conventional measures like GDP failed to capture the well-being of ordinary people. Working with the Nobel laureate Amartya Sen, he published the first Human Development Report under the United Nations Development Programme (UNDP) in 1990.
The intellectual foundation comes from Sen’s capability approach, which he first articulated in his 1979 Stanford lecture “Equality of What?” and developed in his book Development as Freedom. Sen argued that development should focus on enhancing people’s real freedoms – their ability to lead lives they have reason to value – rather than income alone. A country can grow its economy while its people remain poor in health, education, and opportunity. Human development asks what people are actually able to do and be.
The Human Development Index
To make this idea measurable, Haq and Sen designed the Human Development Index (HDI). It combines three dimensions into a single number: a long and healthy life, knowledge, and a decent standard of living. The HDI is the geometric mean of normalised indices for these three dimensions. Health is measured through life expectancy at birth, knowledge through years of schooling, and living standards through income per person.
The power of the HDI lies in its ability to expose what GDP hides. Two regions with similar income levels can have very different HDI scores, depending on how well that income translates into health and education. This is precisely why the measure has become so influential for guiding policy.
How the country tracks human development
Measuring human development across a population of over a billion people requires a vast and coordinated statistical machinery. Several institutions and surveys work together to produce the raw data that feeds into human development reports.
The Census
The decennial Census, conducted by the Office of the Registrar General and Census Commissioner under the Ministry of Home Affairs, is the foundational source of population data. It provides the population counts, literacy figures, and demographic structure that almost every other statistical exercise depends on. Without an accurate population base, indicators like literacy rates or per capita income cannot be reliably calculated.
The National Family Health Survey
The National Family Health Survey (NFHS) is the most comprehensive health and demographic survey in the country. It is conducted under the Ministry of Health and Family Welfare, with the International Institute for Population Sciences (IIPS) in Mumbai serving as the nodal agency. Five rounds have been completed since the first survey in 1992-93, with a sixth round underway.
The scale of the NFHS is striking. The NFHS-5 sample was designed to provide estimates at the national, state, and district levels, covering roughly 610,000 households across all states and union territories. The survey tracks fertility, infant and child mortality, family planning, maternal and child health, nutrition, and anaemia, among other indicators. This depth makes it a critical evidence base for tracking the health dimension of human development.
It is worth noting that survey data is not flawless. The NFHS-5 reported a sex ratio of 1,020 females per 1,000 males, which did not match either the Registrar General’s population projections or National Sample Survey estimates. Such discrepancies remind us that figures from different sources sometimes conflict, and analysts must treat them with care.
National-level reports
The data from these sources is synthesised into human development reports. The Planning Commission released the first National Human Development Report in 2002, drawing on a database covering economic attainment, educational attainment, health, demography, governance, and other indicators. This report ranked states by their HDI scores using 70 development indicators. Strikingly, Kerala ranked second while Punjab, despite higher per capita income, ranked nineteenth – a clear demonstration of how human development can diverge sharply from economic prosperity.
The national picture: real progress
By the standards of its own past, the country has made substantial gains. According to UNDP data, the national HDI rose by 53.6 percent between 1990 and 2023, climbing from 0.446 to 0.685. Within that period, average years of schooling increased dramatically, life expectancy lengthened considerably, and income per person grew several times over. These improvements happened faster than the global average.
The country recently moved up to rank 130 on the HDI, with gains recorded across all three indicators of life expectancy, education, and income. The trajectory is genuinely positive. Yet a single national number can be deeply misleading, because it averages out enormous internal variation.
Regional disparities: the story behind the average
The national HDI hides the wide gaps between states, districts, and communities. Some regions have reached human development levels comparable to developed countries, while others continue to struggle with basic deprivation. This unevenness is the central challenge of human development policy.
Why state-level reports matter
Recognising that a single national figure was inadequate, individual states began producing their own human development reports. The first sub-national human development report in the world was the Madhya Pradesh Human Development Report in 1995. Karnataka followed as the second state to publish such a report, releasing its first Karnataka Human Development Report in 1999 and a second in 2005. Soon after, states such as Tamil Nadu, Himachal Pradesh, Maharashtra, Rajasthan, West Bengal, and Gujarat initiated their own reports.
These reports adapt the HDI methodology to local conditions. Because data availability differs at the sub-national level, the specific indicators are often adjusted. State reports commonly use measures like the infant mortality rate, literacy rate, and per capita district domestic product (a measure of the income generated within a district) to estimate development at the district and even taluk levels. The aim is to assess intra-state disparity and guide targeted policy interventions.
Disparities within Karnataka
Karnataka offers a vivid example of how averages conceal inequality. The state’s overall HDI grew from 0.429 to 0.645 between 1990 and 2019, placing it above the national average. Yet the ten districts flagged for poverty are concentrated in north Karnataka – including Yadgir, Kalaburagi, Raichur, Koppal, and Bidar – while the southern and coastal districts fare far better. The earlier state report had already revealed sharp socio-economic disparities between districts when it ranked them on the HDI.
The gaps extend to specific social groups too. A study of gender equality across Karnataka districts found that the difference between the top-ranked Bengaluru Urban and the bottom-ranked Raichur was nearly 0.37 on the gender equality index, underscoring how wide internal inequalities can be. To address the north-south divide, the state has relied on bodies like the Nanjundappa Committee, whose recommendations focused on local development planning at the taluk level.
Disparities within Maharashtra
Maharashtra tells a similar story. Despite being one of the wealthier states, it contains significant internal gaps. Analysis based on the Maharashtra Human Development Report found that literacy and enrolment varied widely across districts, with the highest literacy rate in Nagpur district at 88.4 percent and the lowest in Dhule. Researchers have used the district domestic product, infant mortality rate, and literacy figures to estimate district-level HDI, then ranked districts to expose where development deficits lie.
These intra-state patterns matter because they show that prosperity in a capital city or industrial belt does not automatically lift outlying regions. Targeted policy is needed precisely because development is spatially uneven.
From data to policy
The ultimate purpose of all this measurement is to improve people’s lives. Human development reports are not academic exercises; they are tools for re-aligning policy. When the first national report ranked Punjab low despite its income, it signalled that economic growth alone was not delivering well-being, prompting a rethink of priorities.
State and district reports serve the same function at a finer scale. By identifying which districts lag in health or education, governments can direct resources where they are most needed. In Karnataka, the publication of human development reports was followed by pro-active interventions in primary education, social welfare, women’s economic development, and poverty alleviation, along with efforts to strengthen Panchayati Raj institutions for participatory development.
The challenges that remain
The system is far from perfect. Coordinating data across multiple agencies – the Census, the NFHS, state statistical departments, and others – is difficult, and the indicators used at different levels are not always comparable. Surveys can produce conflicting figures, as the sex ratio discrepancy in the NFHS showed. State reports are produced irregularly and depend on the availability of reliable district-level data, which is uneven across the country.
The deeper challenge is that measuring disparity is only the first step. Closing the gaps between a flourishing Bengaluru Urban and a struggling Raichur, or between Nagpur and Dhule, requires sustained investment, good governance, and political will over many years. Data can point the way, but it cannot substitute for action.
Why this matters for the future
Human development reframes what counts as success. A rising HDI tells us that lives are getting longer, schooling is expanding, and incomes are growing. But the gaps within that average tell us the work is incomplete. The goal is to improve quality of life by meeting basic needs and fostering all-round development, so that no region or community is left behind.
The statistical infrastructure built over the past three decades – from the Census to the NFHS to the layered system of national, state, and district reports – gives policymakers an unprecedented view of where progress is happening and where it is stalling. Used well, this evidence can turn broad national gains into genuinely inclusive growth.
What do you think? If your own district were ranked on a human development index, which indicator – health, education, or income – do you think it would score lowest on, and why? And should governments prioritise lifting the most backward districts even if that slows progress in already-developed regions?
References
- https://hdr.undp.org/
- https://iep.utm.edu/sen-cap/
- https://ceda.ashoka.edu.in/hdi-how-states-fare-in-human-development/
- https://www.nfhsiips.in/
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- https://www.dataforindia.com/nfhs-explainer/
- https://in.undp.org/content/india/en/home/library/hdr/human-development-reports/National_Human_Development_Report_India.html
- https://www.researchgate.net/publication/400386436_State-wise_Analysis_of_Human_Development_Index_in_India
- https://www.deccanherald.com/india/un-lauds-indias-remarkable-progress-in-human-development-as-country-improves-rank-in-2022-hdi-2936452
- https://karnataka.pscnotes.com/economy-karnataka/karnataka-human-development-index/
- https://www.nammakpsc.com/affairs/karnataka-human-development-index/
- https://www.researchgate.net/profile/Anita-Gurumurthy/publication/297738798_Gender_and_Human_Development/links/56e2a25908ae03f02790a4a1/Gender-and-Human-Development.pdf
- https://irjems.org/Volume-2-Issue-3/IRJEMS-V2I3P147.pdf
- http://www.oiirj.org/oiirj/sept-oct2015/23.pdf
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