Measuring Beyond GDP
GDP measures output, not well-being or sustainability: a shared, robust yardstick for that does not exist worldwide.
Open in the interactive tree →Simon Kuznets, architect of national income accounting, warned in 1934 that a nation's welfare can hardly be inferred from national income. GDP counts neither unpaid care nor depletion of nature. Alternatives (Human Development Index 1990, Better Life Index, Gross National Happiness) became complements, not replacements.
As of October 2026
On 7 May 2026 the UN's High-Level Expert Group on Beyond GDP (co-chairs Nora Lustig and Kaushik Basu) presented its final report: a dashboard of 31 indicators, about half drawn from the SDGs, in four dimensions (foundational principles of peace, human rights and planetary respect; current well-being; equity and inclusion; sustainability and resilience). It feeds an intergovernmental process in the UN General Assembly under the Pact for the Future (Action 53); an elements paper was circulated ahead of the close of the 80th session in early September 2026.
What is missing
- State consensus on a small set of comparable indicators
- Statistical capacity and funding in developing countries
- Regular, timely data (today often annual or years late)
- Political anchoring: budget and fiscal rules that do not hang on GDP alone
- Methods to value natural and social capital
Becomes possible once solved
- Policy that rewards well-being and sustainability
- Comparability between countries beyond income
- Early warning when growth comes at the expense of nature or cohesion
Open steps
- A small, comparable core of indicators Medium AI leverageTest which of the 31 proposed indicators are robust, comparable across countries and well understood, so states can agree on a small core set.
- Timely data where statistics are late High AI leverageEstimate poverty, wealth and well-being at fine resolution where official statistics arrive late or never, from satellite, phone and survey data.
- Valuing unpaid care and nature Medium AI leverageDevelop methods to value unpaid care work, natural capital and social capital consistently enough to enter national accounts.
- Fiscal rules not tied to GDP alone Low AI leverageModel how budget and debt rules would behave if tied to well-being and sustainability indicators instead of GDP growth only.
Where AI could help
Medium AI leverage. AI can supply timely small-area well-being data, but choosing indicators and anchoring budgets beyond GDP is a political task.
- Nowcast well-being, poverty and inequality from satellite, phone and survey data where statistics arrive late
- Value unpaid care and natural capital by classifying time-use and ecosystem data at scale
- Harmonize and quality-check indicators across countries to build comparable dashboards
Shown so far
- In May 2020 Stanford-led researchers trained deep learning on public satellite images of about 20,000 African villages and explained 70% of village wealth variation in countries not used for training (Nature Communications). source
- In January 2022 Berkeley researchers published PNAS wealth microestimates at 2.4 km resolution for all 135 low- and middle-income countries, using machine learning on satellite, phone and Facebook data. source
Prerequisites
- Economics1776
- National Accounts & GDP1934GDP is the yardstick that 'beyond GDP' measures want to complement
- United Nations1945
Unlocks
- Beyond-GDP Indicators Adopted2030s?
- Participation Amid Automation2030s-2040s?