| Dimension | Indicator | Value | Index |
|---|---|---|---|
| Health | Life expectancy at birth (years) | 60.8 | 0.627 |
| Education | Expected years of schooling | 10.4 | 0.580 |
| Education | Mean years of schooling | 3.2 | 0.213 |
| Standard of living | GNI per capita (2021 PPP $) | 3,806 | 0.550 |
Development Economics, lecture 3
Department of Pluralist Economics, Europa-Universität Flensburg
2 October 2026
01
Measurement involves choices — concept, conception, indicator, aggregation
The HDI as a prominent illustration
Today: whose conception is that — and how does the theory relate to the indicator?
The capability approach is the theory behind the HDI — and it illustrates its achievements and drawbacks as an operationalization.
Why income is the wrong yardstick — but far from being unimportant
Functionings, capabilities, agency — three concepts you will reuse a lot
Whether a universal list of capabilities is possible — or dangerous
What the HDI makes of all this, and what it drops on the way
Halfway through you write your own list of capabilities — and compare against Nussbaum’s.
02
Person A
30,000 EUR a year
Healthy, lives in a city with good public transport
Person B
30,000 EUR a year
Mobility impairment, lives in a rural area with no accessible transport
Same income, different situation → it matters not what you have but what you can do.
Amartya Sen (*1933)
The central concepts: freedom, functionings, plurality, democracy. Nobel Prize 1998.
Martha Nussbaum (*1947)
A fuller account of justice based on dignity, thresholds, and central capabilities.
Both writing against the post-war consensus: development = growth of income.
Sen (1990); Nussbaum (2013). Photos: Elke Wetzig (Elya) and Robin Holland, CC BY-SA 3.0, via Wikimedia Commons; cropped and converted to greyscale.
Resources: income and wealth · food, goods, land · access to public services and networks
They are an input to a life, never the point of one
What a resource yields depends on the person and the place
Two people with the same basket can end up with entirely different lives.
Personal
Metabolism, disability, literacy, age
Social
Public services, discrimination, social norms
Environmental
Climate, geography, infrastructure
A bicycle is mobility — unless you cannot ride, may not go out alone, or there is no road.
Functionings: the beings and doings a person achieves
Being well-nourished · being educated · being healthy · taking part in community life · being mobile
They are achievements — ends in themselves, not instruments
The list is open. Which functionings count is already a value judgement.
Capability: the real freedom to achieve a functioning
Capability set: every combination of functionings open to you
Person A fasts
Chooses not to eat
Person B starves
Cannot eat
Identical functioning, distinct capability sets — freedom to choose is valuable in itself.
The same distinction separates frugality by choice from frugality as a social condition — Muradian (2019)
Done to people
Patients receive medicine
Students are taught
The poor receive charity
Done by people
Agency: people choose which functionings to pursue
Participants, not recipients
Change lasts when people want it
The outcomes can be identical. The process is not — and the process is part of the outcome.
Income enters on the far left. Everything that makes it matter happens to its right.
03
Alone, 5 min — list 5–7 capabilities every person should have
Mark each one: a universal right, or culturally specific?
Groups of 3–4, 5 min — where do you agree? Where not?
Plenary, 5 min — one capability, one disagreement, your position
Worksheet: course website → session 3. Write your own list before you read any further — that is the whole point of doing it now.
04
Vagueness protects the powerful — no list, no accountability
Human dignity is universal, so the capabilities it requires must be too
Without thresholds, deprivation goes unnoticed and unmeasured
A list is what turns a philosophical commitment into a constitutional claim.
Nussbaum (2013). Photo: Robin Holland, CC BY-SA 3.0; cropped, greyscale.
Each is a threshold, not a quantity to be maximised — and none may be traded against another.
Societies face different problems and hold different values
A list written elsewhere is paternalism — historically, cultural imperialism
Reasonable people disagree; the selection belongs to public reasoning
Sen offers a method where Nussbaum offers a list — which is also the objection to it.
Photo: Elke Wetzig (Elya), CC BY-SA 3.0; cropped, greyscale.
Not a definition of the good life — the freedoms that make the others attainable.
| Freedom | Content |
|---|---|
| Political freedoms | Civil rights, free speech, elections |
| Economic facilities | Market access, employment, credit |
| Social opportunities | Education, healthcare, social services |
| Transparency guarantees | Information, accountability |
| Protective security | Safety nets, disaster relief |
They are mutually reinforcing: each one makes the others easier to secure.
Sen (2000), chapter 2
Can you write policy, or fund a programme, without a target list?
Can you defend human rights without imposing values?
Who is accountable when the list is only a method?
The HDI is what this compromise looks like once it has to be published every year.
05
Created by Mahbub ul Haq with Sen; first Human Development Report 1990
The goal was political: an alternative to GDP simple enough to be quoted
Sen’s own objection: any single number is crude. He helped build it anyway
The task: one number out of an irreducibly plural theory
Three dimensions — chosen where data exist for nearly every country.
| Dimension | Indicator | Goalposts |
|---|---|---|
| A long and healthy life | Life expectancy at birth | 20 – 85 years |
| Knowledge | Expected years of schooling | 0 – 18 years |
| Mean years of schooling | 0 – 15 years | |
| A decent standard of living | GNI per capita (PPP $) | 100 – 75,000 |
The goalposts are conventions. Change them and every country’s score moves.
Country A
Health 0.70 · Education 0.70 · Income 0.70
Arithmetic: \(\frac{0.70+0.70+0.70}{3} = 0.700\)
Geometric: \(\sqrt[3]{0.70 \cdot 0.70 \cdot 0.70} = \mathbf{0.700}\)
Country B
Health 0.95 · Education 0.95 · Income 0.20
Arithmetic: \(\frac{0.95+0.95+0.20}{3} = 0.700\)
Geometric: \(\sqrt[3]{0.95 \cdot 0.95 \cdot 0.20} = \mathbf{0.565}\)
Same arithmetic mean, 0.135 apart on the geometric one — income cannot buy off dying young.
Benin — a country of about 14 million on the West African coast, HDI rank 173 of 193 — for 2023.
| Dimension | Indicator | Value | Index |
|---|---|---|---|
| Health | Life expectancy at birth (years) | 60.8 | 0.627 |
| Education | Expected years of schooling | 10.4 | 0.580 |
| Education | Mean years of schooling | 3.2 | 0.213 |
| Standard of living | GNI per capita (2021 PPP $) | 3,806 | 0.550 |
Each indicator is first rescaled to \([0,1]\) against the goalposts on the previous slide
The two schooling indices are then averaged: \((0.580 + 0.213)/2 = 0.397\)
\[\text{HDI} = \sqrt[3]{0.627 \cdot 0.397 \cdot 0.550} = 0.515\]
Own calculation from UNDP, Human Development Report 2025, statistical annex, table 1 (2025).
UNDP, Human Development Report 2025, statistical annex, table 1 (2025).
Cuba ranks 30 places higher on HDI than on income
Qatar 39 places lower
Same countries, same year — two orderings
Theory-ladenness with a number attached
The gap is not measurement error: capability conception ≠ income conception.
Equal weights on the three dimensions are a value judgement dressed as arithmetic
Ravallion (2012): the implied trade-offs are indefensible — the HDI prices a year of life far lower in poor countries
The goalposts are conventions, and the country set changes when they move
Conventions presented as measurement. Pragmatism is fine; leaving it implicit is not.
IHDI
Discounts each dimension by its inequality
GDI · GII
Female vs. male HDI; reproductive health, empowerment, labour
MPI
Overlapping deprivations, measured on households
PHDI
HDI discounted by CO₂ and material footprint per capita
Every addition is an admission about the original.
Example for where good theory facilitated new and better measurement
What the approach sees
Adaptive preferences — internalised subordination is not a preference
Intrahousehold inequality — household income hides who eats
Reproductive autonomy — control over one’s body as a capability
Care work — unpaid work costs capabilities elsewhere
What the GII measures
Reproductive health — maternal mortality, adolescent births
Empowerment — parliamentary seats, secondary education
Economic status — labour force participation
Three of the four concerns on the left have no column on the right.
06
The SDGs — multidimensional by construction
Social protection and impact evaluation — participatory designs ask what people value
Constitutional rights — South Africa and India use capability language
Far more influential internationally than in German domestic policy
You will meet the vocabulary again in many development documents you read.
Resources are means — conversion factors decide what they are worth
Capability, not functioning — the freedom, not only the outcome
Agency — development that is done to people is not development
The HDI is a compromise — useful, incomplete, and honest about neither unless you make it so
Do the exercises for this session — course website → session 3
Read the Overview of the World Bank’s World Development Report (2024) — the mandatory reading for session 4
Next: growth models. Income is not the end of development — but it is still important and at the centre of many theories.