Human Development and Indices: HDI, MPI and PYQs
Notes on human development for competitive exams: the HDI and its three dimensions, IHDI, Gender Inequality Index, MPI, PQLI, the Gini coefficient and who created them.
By GK24 Editorial Team· Published · 4 min read

For most of the twentieth century a country's progress was read off a single number, its national income. The trouble with that measure is easy to state. Income says what an economy produces, not what its people are able to do with their lives, and two countries with the same income per head can differ sharply in how long their people live and whether their children finish school. Out of that criticism came the idea of human development, which treats income as a means and the widening of people's choices as the end. The economist most closely associated with turning the idea into a working measure is Mahbub ul Haq, who, with the help of Amartya Sen and others, designed the Human Development Index for the first Human Development Report, published by the United Nations Development Programme in 1990. Amartya Sen's own contribution is the capability approach, which asks not what a person owns but what a person is actually able to be and to do; he received the Nobel Prize in Economics in 1998.
What the Human Development Index measures
The HDI is a single figure between 0 and 1 built from three dimensions of a decent life. Each dimension is turned into an index of its own and the three are then combined.
| Dimension | Indicator used |
|---|---|
| A long and healthy life | Life expectancy at birth |
| Knowledge | Mean years of schooling of adults aged twenty-five and above, together with expected years of schooling of a child entering school |
| A decent standard of living | Gross national income per head, measured at purchasing power parity |
Two changes made in the 2010 report are favourite examination points. The education dimension, which until then rested on the adult literacy rate and the gross enrolment ratio, was switched to the two schooling measures above; and the standard-of-living dimension moved from gross domestic product per head to gross national income per head. At the same time the three indices stopped being averaged arithmetically and began to be combined as a geometric mean, so that a country can no longer hide a very poor score in one dimension behind high scores in the other two.
The four bands
- Very high human development: an HDI of 0.800 and above.
- High human development: 0.700 to 0.799.
- Medium human development: 0.550 to 0.699.
- Low human development: below 0.550.
The companion indices in the Human Development Report
| Index | What it adds |
|---|---|
| Inequality-adjusted HDI, or IHDI | Discounts each dimension of the HDI for the inequality in its distribution; it equals the HDI only when there is no inequality, and otherwise falls below it. Introduced in 2010. |
| Gender Inequality Index, or GII | Measures the loss in achievement from gender gaps in reproductive health, empowerment and the labour market. Introduced in 2010, replacing the earlier Gender Development Index and Gender Empowerment Measure of 1995. |
| Gender Development Index, or GDI | Reintroduced in 2014 in a new form, as the ratio of the HDI calculated separately for women and for men. |
| Multidimensional Poverty Index, or MPI | Counts the people who are deprived at the same time in health, education and living standards, using ten indicators. Introduced in 2010 with the Oxford Poverty and Human Development Initiative, replacing the Human Poverty Index of 1997. |
| Planetary pressures-adjusted HDI, or PHDI | Adjusts the HDI for a country's carbon dioxide emissions and material footprint per head. Introduced in 2020. |
Measures that came before, and beside, the HDI
- The Physical Quality of Life Index, built by Morris David Morris in the 1970s, combined three indicators only: life expectancy at age one, the infant mortality rate and basic literacy. It deliberately left income out, and that omission is what papers ask about.
- The Gini coefficient measures inequality rather than development. It runs from 0, perfect equality, to 1, perfect inequality, and is derived from the Lorenz curve, which plots the cumulative share of income against the cumulative share of population.
- Gross National Happiness is the measure of progress adopted by Bhutan, which weighs cultural and environmental wellbeing alongside the economy.
- Other indices students meet in the same question set are the Global Hunger Index, published by Concern Worldwide with Welthungerhilfe; the World Happiness Report, brought out under the United Nations Sustainable Development Solutions Network; the Global Innovation Index of the World Intellectual Property Organization; and the Human Capital Index of the World Bank.
India's own measures
India now publishes indices built on the same thinking. NITI Aayog's National Multidimensional Poverty Index applies the Alkire-Foster method used in the global MPI to data from the National Family Health Survey, with indicators grouped under health, education and standard of living. NITI Aayog's SDG India Index, first released in 2018, scores States and union territories against the Sustainable Development Goals, and is the instrument through which the goals are tracked below the national level. For the examination the point to hold is the lineage: income alone, then the HDI with three dimensions, then the adjustments for inequality, gender and environment, and finally the national indices that bring the same method to States and districts.
Exam Point of View
Papers ask this chapter in four ways. First, the origin question: who built the HDI, who advised, which agency publishes the Human Development Report and in which year the first one appeared. Second, the composition question, usually negative in form, asking which indicator is not used in the HDI, where the planted wrong option is inequality, unemployment or political stability. Third, the who-publishes-what question, pairing the Multidimensional Poverty Index with the UNDP and the Oxford initiative, the Global Hunger Index with Concern Worldwide, the Global Innovation Index with WIPO and the SDG India Index with NITI Aayog. Fourth, the definitional question on the Gini coefficient and the Lorenz curve, where a value of 0 means perfect equality. The traps are the 2010 changes, where GNI replaced GDP and the geometric mean replaced the arithmetic mean, and the Physical Quality of Life Index, which leaves income out.
Important Facts
| First Human Development Report | 1990, published by the UNDP |
|---|---|
| Architect of the HDI | Mahbub ul Haq, advised by Amartya Sen and others |
| HDI dimensions | Health, education and standard of living |
| Health indicator | Life expectancy at birth |
| Education indicators | Mean years of schooling and expected years of schooling |
| Income indicator | Gross national income per head at purchasing power parity |
| Method of combination | Geometric mean of the three dimension indices, since 2010 |
| HDI range | 0 to 1 |
| Very high human development | HDI of 0.800 and above |
| Low human development | HDI below 0.550 |
| Indices introduced in 2010 | IHDI, Gender Inequality Index and Multidimensional Poverty Index |
| MPI partner institution | Oxford Poverty and Human Development Initiative |
| Physical Quality of Life Index | Morris David Morris; life expectancy at age one, infant mortality and literacy |
| Gini coefficient | 0 for perfect equality to 1 for perfect inequality, from the Lorenz curve |
| Amartya Sen | Capability approach; Nobel Prize in Economics, 1998 |
| SDG India Index | Published by NITI Aayog, first released in 2018 |
Practice MCQs on this topic
The first Human Development Report, which introduced the Human Development Index, was published in 1990 by which organisation?
- A.World Bank
- B.United Nations Development Programme
- C.International Monetary Fund
- D.World Economic Forum
Show answer
Correct answer: B. United Nations Development Programme
Explanation
The correct answer is B, the United Nations Development Programme. The UNDP brought out the first Human Development Report in 1990, with the Human Development Index as its centrepiece, and it has published the report and the index since. Option A, the World Bank, publishes the World Development Report and indices such as the Human Capital Index, and for many years the Doing Business report, but not the HDI. Option C, the International Monetary Fund, publishes the World Economic Outlook and the Global Financial Stability Report, both concerned with macroeconomic conditions rather than human development. Option D, the World Economic Forum, publishes the Global Competitiveness Report and the Global Gender Gap Report, which is often confused with the UNDP's Gender Inequality Index although the two are built differently. Pairing each index with the body that publishes it is the single most useful piece of preparation for this chapter.
Which economist is credited with designing the Human Development Index?
- A.Mahbub ul Haq
- B.Simon Kuznets
- C.Morris David Morris
- D.Gunnar Myrdal
Show answer
Correct answer: A. Mahbub ul Haq
Explanation
The correct answer is A, Mahbub ul Haq. The Pakistani economist led the team that produced the first Human Development Report for the UNDP in 1990 and designed the index, drawing on the capability approach of Amartya Sen, who advised the work. Option B, Simon Kuznets, is associated with the measurement of national income and with the Kuznets curve, which traces the relation between growth and inequality, not with human development. Option C, Morris David Morris, built the earlier Physical Quality of Life Index from life expectancy at age one, infant mortality and basic literacy, and that index is the usual distractor here. Option D, Gunnar Myrdal, wrote Asian Drama, an influential study of poverty in South Asia, and shared the Nobel Prize in Economics in 1974, but he devised no index. Remember Haq for the HDI, Sen for capabilities and Morris for the PQLI.
Which of the following indicators is NOT used to calculate Human Development Index (HDI)?
- A.Life Expectancy
- B.Education
- C.Per Capita Income
- D.Social Inequality
Show answer
Correct answer: D. Social Inequality
Explanation
The correct answer is D, social inequality. The Human Development Index is built from exactly three dimensions and nothing more: a long and healthy life, knowledge, and a decent standard of living. Inequality is not among them, and that is a deliberate feature of the index, which reports a country's average achievement without saying how it is distributed. Option A, life expectancy at birth, is the indicator of the health dimension. Option B, education, is captured through the mean years of schooling of adults aged twenty-five and above together with the expected years of schooling of a child entering school. Option C, per capita income, enters as gross national income per head measured at purchasing power parity, which replaced gross domestic product per head in the 2010 report. Inequality is handled by a separate measure, the Inequality-adjusted HDI, also introduced in 2010, which discounts each dimension for the inequality in its distribution; the gap between the HDI and the IHDI is read as the loss due to inequality.
Which of the following is a statistical tool that measures a country's overall achievement in terms of health, education and income?
- A.Human development index
- B.Per capita income
- C.Life expectancy
- D.Political stability
Show answer
Correct answer: A. Human development index
Explanation
The correct answer is A, the Human Development Index. It is the composite measure that puts health, education and income together in a single figure between 0 and 1, built as the geometric mean of one index for each of the three dimensions, and published by the UNDP since 1990. Option B, per capita income, is only one of the three components; taken alone it tells us what an economy produces for each person but nothing about how long people live or how long they stay in school, which was the very criticism that produced the HDI. Option C, life expectancy at birth, is likewise a single indicator, the one that stands for the health dimension. Option D, political stability, is not part of the index at all; it appears in governance ratings published by other bodies. The word to notice in the question is overall, which signals a composite index rather than a single indicator.
In the current method of calculating the Human Development Index, the standard of living dimension is measured by which indicator?
- A.Gross domestic product per head at market prices
- B.Gross national income per head at purchasing power parity
- C.Net national product at factor cost
- D.Household final consumption expenditure
Show answer
Correct answer: B. Gross national income per head at purchasing power parity
Explanation
The correct answer is B, gross national income per head at purchasing power parity. The switch was made in the 2010 Human Development Report. Gross national income was preferred to gross domestic product because it includes incomes earned abroad and sent home and excludes incomes earned in the country by foreigners, so it is closer to what residents can actually spend; and purchasing power parity is used so that the same basket of goods counts the same in every country. Option A describes the earlier practice of using GDP per head, and is the planted answer for candidates working from an older textbook. Option C, net national product at factor cost, is a national-accounts aggregate used in domestic statistics but not in the index. Option D, household final consumption expenditure, measures spending by households and is used in poverty estimation and in the national accounts, not in the HDI.
Since the 2010 Human Development Report, the three dimension indices of the HDI are combined using which method?
- A.Arithmetic mean
- B.Geometric mean
- C.Weighted median
- D.Harmonic mean
Show answer
Correct answer: B. Geometric mean
Explanation
The correct answer is B, the geometric mean. Until 2010 the health, education and income indices were averaged arithmetically, which allowed a country to offset a very poor score in one dimension with high scores in the other two. The geometric mean removes that offset: because the three values are multiplied and the cube root taken, a low figure in any one dimension pulls the whole index down, which better reflects the idea that the three are not substitutes for one another. Option A is what the index used before 2010 and is the most common wrong answer. Option C, a weighted median, is not used in the HDI or in any of the companion indices. Option D, the harmonic mean, is used in statistics for averaging rates and ratios, and in the Human Development Report it appears in the Gender Inequality Index, but not in the HDI itself, which makes it a careful distractor.
A country with a Human Development Index value of 0.820 falls in which category?
- A.Low human development
- B.Medium human development
- C.High human development
- D.Very high human development
Show answer
Correct answer: D. Very high human development
Explanation
The correct answer is D, very high human development. The Human Development Report groups countries in four bands: very high at an HDI of 0.800 and above, high from 0.700 to 0.799, medium from 0.550 to 0.699 and low below 0.550. A value of 0.820 clears the 0.800 threshold and so falls in the topmost band. Option A is wrong because low human development means a value below 0.550. Option B is wrong because the medium band ends at 0.699. Option C, high human development, is the band immediately below, running from 0.700 to 0.799, and it is the answer candidates give when they remember that 0.8 is a boundary but forget which side of it the figure falls on. Note that the four thresholds are fixed numbers and do not move from year to year, so a country's band changes only when its own value changes.
The global Multidimensional Poverty Index is published by the UNDP together with which institution?
- A.Oxford Poverty and Human Development Initiative
- B.International Labour Organization
- C.Organisation for Economic Co-operation and Development
- D.Food and Agriculture Organization
Show answer
Correct answer: A. Oxford Poverty and Human Development Initiative
Explanation
The correct answer is A, the Oxford Poverty and Human Development Initiative. The index was introduced in the 2010 Human Development Report and is produced jointly with that initiative at the University of Oxford, whose Alkire-Foster method identifies households deprived at the same time in several of ten indicators grouped under health, education and standard of living. It replaced the Human Poverty Index of 1997. Option B, the International Labour Organization, publishes work on employment, wages and social protection but not this index. Option C, the OECD, produces the Better Life Index and a large body of comparative statistics on its member countries, which is why it looks plausible here. Option D, the Food and Agriculture Organization, reports on undernourishment and food security, work often confused with the Global Hunger Index, which is in fact published by Concern Worldwide with Welthungerhilfe.
The Physical Quality of Life Index, developed by Morris David Morris, was built from which set of indicators?
- A.Life expectancy at age one, infant mortality rate and basic literacy
- B.Life expectancy at birth, mean years of schooling and income per head
- C.Infant mortality rate, literacy and gross domestic product per head
- D.Nutrition, sanitation and housing
Show answer
Correct answer: A. Life expectancy at age one, infant mortality rate and basic literacy
Explanation
The correct answer is A. Morris gave equal weight to three indicators only, life expectancy at age one, the infant mortality rate and basic literacy, and the striking feature of his index is that income appears nowhere in it; he argued that income is a means and that the results of development should be measured directly. Option B describes the Human Development Index, which came later and brought income back as a third dimension alongside health and education. Option C is the trap, because it keeps two of Morris's indicators but adds output per head, which the PQLI deliberately excluded. Option D names dimensions that belong to the Multidimensional Poverty Index, where nutrition, sanitation, drinking water, housing, cooking fuel and assets sit under standard of living. The examination point to carry is the single contrast: PQLI without income, HDI with income.
The Gini coefficient is derived from which curve?
- A.Phillips curve
- B.Lorenz curve
- C.Laffer curve
- D.Kuznets curve
Show answer
Correct answer: B. Lorenz curve
Explanation
The correct answer is B, the Lorenz curve, which plots the cumulative share of income or consumption against the cumulative share of population, ranked from poorest to richest. The further the curve sags away from the straight diagonal of perfect equality, the greater the inequality, and the Gini coefficient measures exactly that gap on a scale from 0, perfect equality, to 1, perfect inequality. Option A, the Phillips curve, shows the short-run relation between unemployment and inflation. Option C, the Laffer curve, suggests that tax revenue first rises and then falls as the tax rate increases. Option D, the Kuznets curve, proposes that inequality rises and then falls as an economy develops, so it is about inequality but is not the curve the coefficient is drawn from, which makes it the sharpest distractor in the set. Remember that the Gini coefficient measures distribution, not the level of development.
The Gender Inequality Index, introduced in the Human Development Report of 2010, measures the loss in achievement due to gender gaps in which three areas?
- A.Health, education and income
- B.Reproductive health, empowerment and the labour market
- C.Literacy, nutrition and employment
- D.Education, political representation and property ownership
Show answer
Correct answer: B. Reproductive health, empowerment and the labour market
Explanation
The correct answer is B, reproductive health, empowerment and the labour market. The Gender Inequality Index replaced the Gender Development Index and the Gender Empowerment Measure of 1995 and shows the human development cost of inequality between women and men in those three dimensions. Option A names the dimensions of the Human Development Index itself, not of the gender index, and is the commonest confusion here. Option C mixes indicators from several measures: literacy belonged to the old education dimension of the HDI, and nutrition is an indicator of the Multidimensional Poverty Index. Option D is close in spirit, because empowerment is measured partly by seats held in parliament, but property ownership is not part of the index. Note also that a separate Gender Development Index was reintroduced in 2014 in a different form, as the ratio of the HDI calculated for women to the HDI calculated for men.
Amartya Sen, whose work shaped the idea of human development, is associated with which approach, and in which year did he receive the Nobel Prize in Economics?
- A.Capability approach, 1998
- B.Basic needs approach, 1993
- C.Capability approach, 2004
- D.Welfare approach, 1998
Show answer
Correct answer: A. Capability approach, 1998
Explanation
The correct answer is A, the capability approach, 1998. Sen argued that development should be judged by what people are actually able to be and to do, their capabilities, rather than by the goods they own or the income they earn, and this is the reasoning behind the HDI's choice of health, education and a decent standard of living. He received the Nobel Prize in Economics in 1998 for his contributions to welfare economics, and his best known book on the theme is Development as Freedom. Option B names the earlier basic needs approach, associated with the International Labour Organization in the 1970s, and gives a wrong year. Option C has the right approach but the wrong year. Option D is wrong because welfare economics is the field he worked in rather than the name of his approach, although the year given is correct, which is what makes it a careful distractor.
Frequently Asked Questions
What are the three dimensions of the Human Development Index?
A long and healthy life, measured by life expectancy at birth; knowledge, measured by the mean years of schooling of adults aged twenty-five and above together with the expected years of schooling of a child entering school; and a decent standard of living, measured by gross national income per head at purchasing power parity. Each dimension becomes an index between 0 and 1, and the three are combined as a geometric mean.
Who developed the Human Development Index and when was it first published?
The index was designed by the Pakistani economist Mahbub ul Haq, who drew on the work of Amartya Sen and other advisers, and it appeared in the first Human Development Report brought out by the United Nations Development Programme in 1990. The purpose was to shift attention from national income to what people are actually able to do and to be.
Why was the method of calculating the HDI changed in 2010?
Two reasons. The old education indicators, adult literacy and the gross enrolment ratio, had stopped distinguishing between countries where most adults could read, so they were replaced by mean and expected years of schooling. And averaging the three indices arithmetically let a country offset a very poor score in one dimension with high scores in the others; the geometric mean removes that offset, so poor performance in any one dimension pulls the whole index down.
What is the difference between the HDI and the Inequality-adjusted HDI?
The HDI uses the average achievement of a country in health, education and income, and says nothing about how those achievements are spread. The Inequality-adjusted HDI, introduced in 2010, discounts each dimension for the inequality in its distribution. If everyone in a country had the same health, schooling and income, the two numbers would be equal; the wider the inequality, the further the IHDI falls below the HDI, and the gap is read as the loss due to inequality.
What does the Gini coefficient measure?
It measures inequality in the distribution of income or consumption, not the level of development. The value runs from 0, where every household has the same income, to 1, where one household has everything. It is calculated from the Lorenz curve, which plots the cumulative share of income against the cumulative share of population; the further the curve bends away from the diagonal line of equality, the higher the coefficient.
What was the Physical Quality of Life Index and how did it differ from the HDI?
The Physical Quality of Life Index was built by Morris David Morris in the 1970s from three indicators given equal weight: life expectancy at age one, the infant mortality rate and basic literacy. It left income out altogether, on the argument that income is only a means. The HDI, which came later, keeps health and education but brings income back as a third dimension, so the usual examination point is that the PQLI has no income component while the HDI has one.
Sources
- Human Development Report, Technical Notes on the HDI and composite indices — United Nations Development Programme
- Indian Economic Development (Class XI), chapter on Human Capital Formation — NCERT
- National Multidimensional Poverty Index, methodology — NITI Aayog, Government of India





