The paper’s complete evidence and public records
Drawn from the Governing for Life discussion paper. Linked references open the supporting sources.
Evidence Base and Further Reading
United Nations Environment Programme — Global Resources Outlook 2024
https://www.unep.org/resources/Global-Resource-Outlook-2024 Resource extraction, material use, environmental pressures and pathways toward sustainable resource use.
OECD — Well-being and beyond GDP
https://www.oecd.org/en/topics/well-being-and-beyond-gdp.html Why GDP should be complemented by economic, social and environmental measures of current and future well-being.
OECD — Beyond GDP: Measuring What Counts for Economic and Social Performance
https://www.oecd.org/en/publications/beyond-gdp_9789264307292-en.html The case for broader national scorecards and the principle that measurement choices shape policy choices.
UNDP — Planetary Pressures-adjusted Human Development Index
https://hdr.undp.org/planetary-pressures-adjusted-human-development-index An example of adjusting human-development measurement for carbon emissions and material footprint.
European Commission — Directive on repair of goods
https://commission.europa.eu/law/law-topic/consumer-protection-law/directive-repair-goods_en Current policy approach to repair, product lifetime, spare parts and consumer incentives.
EUR-Lex — Regulation (EU) 2024/1781, Ecodesign for Sustainable Products
https://eur-lex.europa.eu/eli/reg/2024/1781/oj/eng Legal framework addressing durability, repairability, upgradability, reuse, recyclability and premature obsolescence.
International Labour Organization — Generative AI and jobs: A 2025 update
https://www.ilo.org/publications/generative-ai-and-jobs-2025-update Evidence on occupational exposure to generative AI and the likelihood of job transformation.
International Labour Organization — The impact of GenAI on jobs, productivity and work organization (2026)
https://www.ilo.org/publications/impact-genai-jobs-productivity-and-work-organization-review-empirical Recent evidence on productivity gains, employment effects, inequality and job quality.
Note: This paper combines established evidence with scenario analysis and normative governance proposals. Statements about what could happen under future systems are possibilities to evaluate, not forecasts or guarantees.
Additional Evidence and Public Records
References E1 to E32 support the education expansion. References V1 to V4 support the public-record and source-evaluation guidance. Dates distinguish research periods and published guidance; national policy pages were accessed on 30 September 2026. Proposed benefits and policy designs are identified in the discussion and should not be read as guaranteed outcomes.
[E1] Finnish National Agency for Education
National core curriculum for primary and lower secondary education
[E2] OECD 2023
PISA 2022 Results Volume I How did countries perform in PISA
[E3] OECD 2025
Education at a Glance 2025 United States country note
[E4] Finnish National Agency for Education
Primary and lower secondary education and school well-being
https://www.oph.fi/en/education-system/basic-education
[E5] Study in Finland
Fees and cost of living
https://www.studyinfinland.fi/funding-your-studies/fees-and-cost-living
[E6] OECD 2023
PISA 2022 Finland country note
[E7] DAAD
Costs of education and living in Germany
https://www.daad.de/en/studying-in-germany/living-in-germany/finances/
[E8] Federal Institute for Vocational Education and Training
The German dual training system
https://www.bibb.de/en/77203.php
[E9] Estonian Ministry of Education and Research 2023
Estonian PISA 2022 results strengths and challenges
https://www.hm.ee/en/news/estonian-15-year-oldss-knowledge-first-europe-and-among-strongest-world
[E10] Singapore Ministry of Education 2024
Subject-based banding and mid-career learning announcements
https://cos.moe.gov.sg/2024-announcements/
[E11] OECD 2023
PISA 2022 Singapore country note
[E12] UK Government
Student loans terms and conditions for 2025 to 2026 including Plan 5
[E13] Brazil federal legislation
Law 12711 as amended reserved places in federal institutions
[E14] Brazil Ministry of Education
Prouni full and partial scholarships at private institutions
https://www.gov.br/mec/pt-br/assuntos/es/prouni/prouni?b_start%3Aint=60
[E15] National Student Financial Aid Scheme South Africa
Bursary scheme and application guidance
https://www.nsfas.org.za/content/how-to-apply.html
[E16] OECD 2025
How is tertiary education financed Education at a Glance 2025
[E17] Aladangady and colleagues Federal Reserve 2025
Debt Payments and Spending Evidence from the 2023 Student Loan Payment Restart
[E18] Mezza Ringo Sherlund and Sommer 2020
Student Loans and Homeownership Journal of Labor Economics 38 pages 215 to 260
https://doi.org/10.1086/704609
[E19] Dynarski and colleagues NBER Working Paper 25349
Closing the Gap targeted tuition-free offer randomized study
https://www.nber.org/papers/w25349
[E20] Harvard Center on the Developing Child
Three principles to improve outcomes for children and families
[E21] UNESCO and International Task Force on Teachers 2024
Global Report on Teachers projected staffing needs to 2030
https://connect.unevoc.unesco.org/home/UNEVOC%2BPublications/lang%3Den/akt%3Ddetail/qs%3D6716
[E22] Educational Psychology Review 2025
Blending Teacher Autonomy Support and Provision of Structure in the Classroom for Optimal Motivation systematic review and meta-analysis
https://doi.org/10.1007/s10648-025-09994-2
[E23] UNESCO 2017
Education for Sustainable Development Goals learning objectives
https://www.unesco.org/en/articles/education-sustainable-development-goals-learning-objectives
[E24] U.S. Department of Education
The federal role and state and local responsibility for education
https://www.ed.gov/about/ed-overview/federal-role-in-education
[E25] UK Government
National curriculum in England framework for key stages 1 to 4
[E26] OECD 2023
Equity and Inclusion in Education governing and designing education systems
[E27] South African Department of Basic Education 2023
Response to PIRLS 2021 and revised reading plan
[E28] OECD Education GPS
Brazil student performance PISA 2022
https://gpseducation.oecd.org/CountryProfile?primaryCountry=BRA&topic=PI&treshold=5
[V1] Library of Congress 2021
Evaluating primary sources and considering additional perspectives
https://blogs.loc.gov/teachers/2021/09/evaluating-primary-sources-is-seeing-believing/
[V2] Federal Election Commission
How to research candidates and public campaign records
https://www.fec.gov/introduction-campaign-finance/how-to-research-public-records/candidates/
[V3] U.S. Senate
How to find congressional votes
https://www.senate.gov/legislative/HowTo/how_to_votes.htm
[V4] New Hampshire Secretary of State
Campaign finance system and disclosures
https://www.sos.nh.gov/elections/campaign-finance
Additional New Hampshire financial interest records https://www.sos.nh.gov/financial-interest-rsa-15-and-12-g
[E29] Harvard Center on the Developing Child. Brain Architecture. Explains early development, the interaction of genes and experience, and continuing capacity for new connections throughout life. https://developingchild.harvard.edu/key-concept/brain-architecture/
[E30] Harvard Center on the Developing Child. A Guide to Serve and Return and Early Childhood Development. Responsive exchanges and supportive environments. https://developingchild.harvard.edu/resource-guides/guide-serve-and-return/
[E31] OECD. The OECD Learning Compass 2030. An aspirational framework including student agency, well-being and competencies. https://www.oecd.org/en/data/tools/oecd-learning-compass-2030.html
[E32] OECD 2023. PISA 2022 United States country note. Describes mathematics performance as close to the OECD average and reading and science performance as above it. https://www.oecd.org/en/publications/pisa-2022-results-volume-i-and-ii-country-notes_ed6fbcc5-en/united-states_a78ba65a-en.html