Master Reference Document
"The 10% Problem" — Article Series
The Uncomfortable Elite | Daniel Horan, 2026
HOW TO USE THIS DOCUMENT
This is the consolidated reference list covering all three article versions (USA/Global, UK, Australia) plus the displacement forecast research. Each reference includes the full citation, what claim it supports, and its strength rating.
Strength ratings:
• ✅ Primary — direct from the originating institution, exact figures confirmed
• 🔵 Secondary — credible media/academic synthesis of primary data, well-sourced
• ⚠️ Verify — directionally correct, exact figure or language needs confirmation before submission
SECTION 1 — AI JOB DISPLACEMENT & EXPOSURE
[D1] IMF Staff Discussion Note — AI and the Future of Work
> Cesa, Mauro et al. "Gen-AI: Artificial Intelligence and the Future of Work." IMF Staff Discussion Note SDN/2024/001. International Monetary Fund, January 2024.
• Supports: 40% of global jobs have high AI exposure; 60% in advanced/digitised economies; 26% in low-income countries
• URL: https://www.imf.org/en/Publications/Staff-Discussion-Notes/Issues/2024/01/14/Gen-AI-Artificial-Intelligence-and-the-Future-of-Work-542379
• Rating: ✅ Primary — IMF, January 2024
[D2] Goldman Sachs — AI and Economic Growth
> Briggs, Joseph and Devesh Kodnani. "The Potentially Large Effects of Artificial Intelligence on Economic Growth." Goldman Sachs Global Investment Research, March 26, 2023.
• Supports: 300 million jobs globally exposed to automation; two-thirds of US and European jobs have some AI exposure; 25–50% of workload in those roles automatable; 6–7% US workforce displaced under wide adoption
• Available: Goldman Sachs Research portal (subscription); widely cited in peer literature
• Rating: ✅ Primary — Goldman Sachs GIR, March 2023
[D3] World Economic Forum — Future of Jobs Report 2025
> World Economic Forum. Future of Jobs Report 2025. WEF, January 2025.
• Supports: 92 million jobs displaced globally by 2030; 170 million new roles created (net +78 million); 41% of employers plan to reduce workforce where AI can automate within 5 years; 39% of key job skills will change by 2030
• URL: https://www.weforum.org/publications/the-future-of-jobs-report-2025/
• Rating: ✅ Primary — WEF, 2025
[D4] McKinsey Global Institute — Future of Work (Global)
> McKinsey Global Institute. "The Future of Work After COVID-19." McKinsey & Company, February 2021. Updated in "Generative AI and the Future of Work in America," 2023.
• Supports: Midpoint scenario: 39 million US job losses by 2030; rapid scenario: 73 million; today's AI could automate ~57% of current US work hours; 12 million Americans need career switches by 2030
• Rating: ✅ Primary — McKinsey MGI, 2021–2023
[D5] McKinsey Global Institute — Australia
> McKinsey Global Institute. "Generative AI and the Future of Work in Australia." McKinsey & Company, February 2024.
• Supports: 1.3 million Australian workers (9% of workforce) need to transition by 2030; one-tenth of workers face >40% task hour automation; 850,000 transitions in declining occupations; gen AI could boost Australian labour productivity 0.1–1.1% per year
• URL: https://www.mckinsey.com/industries/public-sector/our-insights/generative-ai-and-the-future-of-work-in-australia
• Rating: ✅ Primary — McKinsey MGI, February 2024
[D6] Brookings Institution — AI and Worker Adaptability
> Manning, Sam and Tomás Aguirre. "How Adaptable Are American Workers to AI-Induced Job Displacement?" NBER Working Paper 34705 / Brookings, February 2026.
• Supports: ~37.1 million US workers highly exposed to AI; ~70% (~26.5 million) have sufficient adaptive capacity; ~30% (~11 million) face high vulnerability
• URL: https://www.brookings.edu/articles/measuring-us-workers-capacity-to-adapt-to-ai-driven-job-displacement/
• Rating: ✅ Primary — Brookings / NBER, February 2026
[D7] IPPR — UK AI Labour Market
> Calver, Carys et al. "Transformed by AI: How Generative AI is Changing the UK Labour Market and How to Ensure it Works for Everyone." Institute for Public Policy Research, March 2024.
• Supports: Up to 7.9 million UK jobs at risk (worst case); central scenario: 545,000 jobs lost with £64bn GDP gains; most exposed: back-office, entry-level, part-time roles; women and younger workers disproportionately affected
• URL: https://www.ippr.org/media-office/up-to-8-million-uk-jobs-at-risk-from-ai-unless-government-acts-finds-ippr
• Rating: ✅ Primary — IPPR, March 2024
[D8] Tony Blair Institute — AI and the UK Labour Market
> Tony Blair Institute for Global Change. "Impact of AI on the Labour Market." November 2024.
• Supports: 1–3 million UK private-sector jobs ultimately displaced; peak annual losses 60,000–275,000; "Tailwind" scenario: 1.5 million total, 340,000 unemployment peak ~2040; by 2030 unemployment could rise ~180,000
• URL: https://www.institute.global/insights/economic-prosperity/the-impact-of-ai-on-the-labour-market
• Rating: ✅ Primary — Tony Blair Institute, November 2024
[D9] UK Government / DSIT — AI Capabilities and Labour Market
> Department for Science, Innovation and Technology. "Assessment of AI Capabilities and the Impact on the UK Labour Market." GOV.UK, January 28, 2026.
• Supports: 1 SD increase in AI exposure = 3.9% reduction in job posting volume; UK job vacancies down 43% (1.3M → 700K, May 2022–May 2025); software development roles down 37% post-ChatGPT; high-exposure job ads fell 38% vs 21% for low-exposure; youth unemployment 15.9% (Sept–Nov 2025)
• URL: https://www.gov.uk/government/publications/assessment-of-ai-capabilities-and-the-impact-on-the-uk-labour-market
• Rating: ✅ Primary — UK Government, January 2026
[D10] Jobs and Skills Australia — Generative AI Capacity Study
> Jobs and Skills Australia. Generative AI Capacity Study. 2025. Cited in: Department of Industry, Science and Resources, Australian Government Response: Senate Select Committee on Adopting AI, April 2026.
• Supports: Only 4% of Australian workforce in high automation exposure occupations (near-term); large-scale displacement "not expected for at least a decade" (based on GPT-4, late 2025); most exposed: data entry, record-keeping, accounting, communications; "greater capacity to augment than automate" near-term
• URL: https://www.industry.gov.au/publications/australian-government-response-senate-select-committee-adopting-artificial-intelligence-ai-report
• Rating: ✅ Primary — JSA / Australian Government, 2025–2026
[D11] PwC — AI Jobs Barometer Australia 2025
> PwC Australia. AI Jobs Barometer Report 2025. June 2025.
• Supports: 26% of Australian jobs at high risk without upskilling; 65% of skills needed for existing jobs will change by 2030; AI-skilled workers command 56% wage premium; augmentable roles grew 47% (2019–2024), automatable 45%
• URL: https://www.pwc.com.au/services/artificial-intelligence/ai-jobs-barometer.html
• Rating: ✅ Primary — PwC Australia, June 2025
[D12] Dario Amodei / Anthropic — Entry-Level Jobs Warning
> Amodei, Dario (Anthropic CEO). Statement at VivaTech 2025, Paris, May 2025.
• Supports: AI could replace up to half of entry-level office jobs within five years
• Note: Public statement; cite as "Anthropic CEO Dario Amodei" with event reference
• Rating: 🔵 Secondary — widely reported; use as supporting colour rather than primary data point
SECTION 2 — FISCAL STRUCTURE & GOVERNMENT REVENUE
[F1] Brookings — Public Finance in the Age of AI
> Korinek, Anton and Lee M. Lockwood. "The Future of Tax Policy: A Public Finance Framework for the Age of AI." Brookings Institution, January 8, 2026. Drawing on: "Public Finance in the Age of AI: A Primer" (working paper, 53 pages, same authors, same date).
• Supports (ALL THREE VERSIONS):
• "About three quarters of all US federal tax revenue comes from labour"
• "Even modest labor displacement could significantly strain public finances at a time when funding for social safety nets may be needed most"
• Shift from labour taxation to consumption taxes recommended
• Five specific policy recommendations (shift to consumption; modernise for digital; avoid taxing AI capital short-term; build administrative capacity; maintain flexibility for AI resource accumulation tax)
• "The choice is clear: design tax systems that harness AI's potential for broad-based prosperity, or watch fiscal frameworks buckle under technological change"
• URL: https://www.brookings.edu/articles/future-tax-policy-a-public-finance-framework-for-the-age-of-ai
• Authors: Korinek is Professor of Economics, Darden School of Business, University of Virginia; non-resident senior fellow, Brookings. Lockwood is Professor of Economics, University of Virginia.
• Note: Korinek holds an unpaid position on Anthropic's Economic Advisory Council (disclosed in paper)
• Rating: ✅ Primary — Brookings, January 2026. Most important single citation in all three articles.
[F2] IMF — Public Debt and Growth (Threshold Research)
> Kumar, Manmohan S. and Jaejoon Woo. "Public Debt and Growth." IMF Working Paper WP/10/174. International Monetary Fund, July 2010.
• Supports (ALL THREE VERSIONS):
• 77% debt-to-GDP threshold for advanced economies — above this, each additional % point costs ~0.017pp annual GDP growth
• 64% threshold for emerging markets
• Study covered 101 economies, 1980–2008
• URL: https://www.imf.org/external/pubs/ft/wp/2010/wp10174.pdf
• Rating: ✅ Primary — IMF, 2010. Foundational research; still the benchmark citation for this threshold.
[F3] US Congressional Budget Office — FY2024 Budget Data
> Congressional Budget Office. The Budget and Economic Outlook: 2024–2034. February 2024.
• Supports (USA version):
• Mandatory spending (Social Security, Medicare, Medicaid) = $4.1 trillion = 60.4% of all federal outlays FY2024
• Adding net interest = ~73% of all outlays
• Net interest payments FY2024: $892 billion; projected FY2025: $1.1 trillion
• URL: https://www.cbo.gov/publication/59946
• Rating: ✅ Primary — CBO, February 2024
[F4] Joint Committee on Taxation — Federal Tax System Overview
> US Congress, Joint Committee on Taxation. Overview of the Federal Tax System in 2024. JCX-6-24, 2024.
• Supports (USA version):
• Individual income taxes: ~49% of federal revenue
• Payroll taxes: ~36% of federal revenue
• Combined labour share: ~85% (US federal); ~75% including state/local
• Rating: ✅ Primary — US Congress JCT, 2024
[F5] OBR — UK Public Finances Guide
> Office for Budget Responsibility. A Brief Guide to the Public Finances. Updated January 2026.
• Supports (UK version):
• Total managed expenditure 2025–26: £1,368 billion = 44.8% of national income
• Total managed expenditure 2024–25: £1,292 billion = 44.0% of national income
• Welfare system (AME): £315.1 billion in 2024–25; 55% to pensioners; state pension £141.6bn largest item
• UK government receipts 2025–26: £1,235 billion = 40.4% of national income
• URL: https://obr.uk/forecasts-in-depth/brief-guides-and-explainers/public-finances/
• Rating: ✅ Primary — OBR, January 2026
[F6] HMRC — Tax Receipts and NICs Annual Bulletin 2024–25
> HM Revenue and Customs. Tax Receipts and National Insurance Contributions for the UK (Annual Bulletin), 2024–25. GOV.UK, April 2026.
• Supports (UK version):
• Income tax (PAYE + Self-Assessment): £310 billion in 2024/25
• National Insurance contributions: £172.5 billion in 2024/25
• VAT receipts 2024–25: £171.0 billion
• Corporation tax 2024–25: £91.6 billion
• Total receipts 2024–25: £489 billion (income tax + NICs combined); total all taxes ~£1,139bn
• URL: https://www.gov.uk/government/statistics/hmrc-tax-and-nics-receipts-for-the-uk/hmrc-tax-receipts-and-national-insurance-contributions-for-the-uk-new-annual-bulletin
• Rating: ✅ Primary — HMRC, April 2026
[F7] House of Commons Library — Tax Statistics Overview
> Keep, Matthew. Tax Statistics: An Overview. CBP-8513. House of Commons Library, March 2026.
• Supports (UK version):
• "Over half of receipts come from three main sources: income tax, NICs and VAT. Together they raised around £651 billion in 2024/25"
• UK government raised around £1,139 billion (£1.139 trillion) in receipts in 2024/25 = ~39% of GDP
• UK debt/GDP: significant; NICs = 6.1% of GDP (below EU peers)
• URL: https://commonslibrary.parliament.uk/research-briefings/cbp-8513/
• Rating: ✅ Primary — House of Commons Library, March 2026
[F8] OBR — National Insurance Contributions Analysis
> Office for Budget Responsibility. National Insurance Contributions (NICs). February 2026.
• Supports (UK version):
• "NICs are only levied on the labour income (the wages and salaries of employees and earnings of the self-employed) element of personal income"
• NICs 2025–26 forecast: £205.4 billion = 16.7% of all receipts
• URL: https://obr.uk/forecasts-in-depth/tax-by-tax-spend-by-spend/national-insurance-contributions-nics/
• Rating: ✅ Primary — OBR, February 2026
[F9] GOV.UK — How Public Spending Was Calculated (ONS Data)
> GOV.UK / ONS. How Public Spending Was Calculated in Your Tax Summary. ONS statistics published February 2026.
• Supports (UK version):
• Income tax (PAYE + Self-Assessment): £310 billion in 2024/25
• National Insurance contributions: £174 billion in 2024/25
• Total current receipts: £1,139 billion
• Total managed expenditure 2024/25: £1,292 billion
• Deficit 2024/25: £153 billion
• URL: https://www.gov.uk/government/publications/how-public-spending-was-calculated-in-your-tax-summary
• Rating: ✅ Primary — GOV.UK / ONS, February 2026
[F10] IFS — What Does Government Spend Money On?
> Institute for Fiscal Studies. What Does the Government Spend Money On? IFS Taxlab, July 2023 (updated with OBR data through 2025).
• Supports (UK version):
• "Around a quarter of all spending is on social security"
• Net interest costs: ~8% of total spending in 2022–23; rising per OBR projections
• Day-to-day public services: ~two-thirds of total managed expenditure
• URL: https://ifs.org.uk/taxlab/taxlab-key-questions/what-does-government-spend-money
• Rating: ✅ Primary — IFS, 2023–2025
[F11] ABS — Taxation Revenue Australia 2024–25
> Australian Bureau of Statistics. Taxation Revenue, Australia, 2024–25 Financial Year. ABS, April 2026.
• Supports (Australia version):
• Total taxation revenue 2024–25: $839.0 billion (up 4.7%)
• As % of GDP: 30.2%
• Commonwealth taxation: 80.6% of total
• Personal income tax increased 1.3% ($4.1bn) in 2024–25
• URL: https://www.abs.gov.au/statistics/economy/government/taxation-revenue-australia/latest-release
• Rating: ✅ Primary — ABS, April 2026
[F12] ABS — Insights into Government Finance Statistics Annual 2024–25
> Australian Bureau of Statistics. Insights into Government Finance Statistics, Annual, 2024–25. ABS, April 2026.
• Supports (Australia version):
• Monetary transfers to households: 16.3% of total expenses (increased 6.5% = $10.2bn in 2024–25)
• Growth drivers: aged pension, disability/carers pensions, family tax benefit, JobSeeker
• Public debt transactions increased 9.9% ($6.0bn) driven by interest expenses
• GST increased 6.9% ($6.1bn) in line with CPI growth
• Employee expenses: 27.2% of total expenses ($256bn)
• URL: https://www.abs.gov.au/articles/insights-government-finance-statistics-annual-2024-25
• Rating: ✅ Primary — ABS, April 2026
[F13] Australian Treasury — Tax White Paper
> Australian Treasury. Re:think — Tax Discussion Paper. 2015. Chart data and structural analysis still cited as authoritative.
• Supports (Australia version):
• Australia ranks #2 of 34 OECD countries for income taxation as share of total taxation (behind only Denmark)
• "Australia does not apply a separate social security contribution. Pension costs are funded from Australia's main revenue stream and supplemented by the private superannuation system"
• Federal Government raises ~81% of total Australian tax revenue
• URL: https://treasury.gov.au/review/tax-white-paper/at-a-glance
• Note: Rankings should be verified against most current OECD Revenue Statistics for AFR submission
• Rating: ✅ Primary — Australian Treasury; verify OECD ranking currency
[F14] Philippine Statistics Authority — Informal Sector
> Philippine Statistics Authority. 2023 Informal Sector Survey. PSA, 2024.
• Supports (Global/USA version — Philippines section):
• Informal sector employment: ~76% of total employed persons
• Informal sector contribution to GDP: ~43%
• Rating: ✅ Primary — PSA, 2023–2024
SECTION 3 — DEBT, GROWTH & FISCAL RISK
[G1] Japan's Lost Decades — Academic Reference
> Yoshino, Naoyuki. "Japan's Lost Decade: Lessons for Other Economies." ADBI Working Paper 521. Asian Development Bank Institute, 2015.
• Supports (ALL THREE VERSIONS):
• Japan grew 1.14% annually 1991–2003 (well below comparable nations)
• Average real growth rate 2000–2010: ~1%
• URL: https://www.adb.org/sites/default/files/publication/159841/adbi-wp521.pdf
> Supporting: Wikipedia / World Bank GDP data consensus:
• Japan nominal GDP fell from $5.5 trillion (1995) to $4.27 trillion (2025)
• Japan's share of world nominal GDP: 17.8% (1995) → 3.6% (2025)
• Rating: ✅ Primary (ADBI); ✅ Confirmed (World Bank GDP data)
[G2] ECB — High Government Debt and Growth
> Checherita-Westphal, Cristina and Philipp Rother. "The Impact of High Government Debt on Economic Growth and its Channels." ECB Working Paper No. 1237, European Central Bank, 2012.
• Supports: Corroborates IMF threshold research [F2]; euro area threshold ~90–100% debt/GDP
• Rating: ✅ Primary — ECB, 2012. Supporting citation for debt threshold argument.
[G3] Blanchard & Leigh — Fiscal Multipliers
> Blanchard, Olivier and Daniel Leigh. "Growth Forecast Errors and Fiscal Multipliers." IMF Working Paper WP/13/1, January 2013.
• Supports: Keynesian multiplier range 1.5–2.0x used in fiscal cascade model; austerity is contractionary
• Rating: ✅ Primary — IMF, 2013. Background support for model assumptions.
SECTION 4 — COUNTRY-SPECIFIC REAL-TIME SIGNALS
[R1] UK — Real-Time Labour Market Evidence
> British Progress. "AI and the UK Labour Market: The Evidence So Far." April 2026.
• Supports (UK version): Comprehensive synthesis of UK-specific AI labour market data 2022–2026; firm-level evidence; vacancy data; youth unemployment data
• URL: https://britishprogress.org/reports/ai-and-the-uk-labour-market-the-evidence-so-far
• Rating: 🔵 Secondary — April 2026; well-sourced synthesis
[R2] Australia — Tech Jobs Target Miss
> Information Age / ACS. "Australia 'Not on Track' to Meet 2030 Tech Jobs Target." August 2025.
• Supports (Australia version): Australia not on track for 1.2M tech jobs target; tech jobs fell three successive quarters; CBA replaced support staff with AI chatbots; Telstra flagged AI-driven workforce reductions by 2030; CSIRO losing hundreds of staff
• URL: https://ia.acs.org.au/article/2025/australia--not-on-track--to-meet-2030-tech-jobs-target.html
• Rating: 🔵 Secondary — ACS/Information Age, August 2025
[R3] Australia — Vulnerable Jobs Government Study
> Information Age / ACS. "Aussie Jobs Most Vulnerable to AI Outlined in Govt Study." August 2025.
• Supports (Australia version): Administrative and clerical roles most exposed; CBA and Telstra named; Minister Ayres acknowledges "some displacement"
• URL: https://ia.acs.org.au/article/2025/aussie-jobs-most-vulnerable-to-ai-outlined-in-govt-study.html
• Rating: 🔵 Secondary — ACS/Information Age, August 2025
[R4] OECD — Philippines Economic Survey 2026
> OECD. Economic Survey of the Philippines 2026. OECD Publishing, Paris, 2026.
• Supports (Global/USA version): Identifies AI-driven labour market dislocation as a tail risk for the Philippines
• URL: https://www.oecd.org/en/topics/economy/philippines.html
• Note: Verify exact language before submission — "tail risk" may be paraphrase
• Rating: ⚠️ Verify — confirm exact OECD language
SECTION 5 — AUTHOR'S ORIGINAL ANALYSIS
[M1] Fiscal Cascade Model — Author's Analysis
> Horan, Daniel. Fiscal Cascade Model: AI Workforce Displacement Impact on Government Revenue. Original analysis, May 2026.
• Supports (ALL THREE VERSIONS): The 25% effective fiscal impact figure over 3–5 years
• Methodology:
• Step 1: Direct labour revenue loss (displacement % × labour tax share)
• Step 2: Consumption collapse (income loss × consumption tax share × Keynesian multiplier) + corporate drag (displacement × 20% × corporate share)
• Step 3: Mandatory spending surge (displaced wages as % GDP × benefit rate / revenue/GDP ratio)
• Step 4: Debt service escalation (annual gap × borrowing rate × years)
• Results: USA Year 1: 15.6%, Year 5: 18.3% | UK Year 1: 11.4%, Year 5: 13.3% | AUS Year 1: 11.7%, Year 5: 13.6%
• Directional support: Korinek & Lockwood [F1]; IMF SDN/2024/001 [D1]
• Disclosure language: "Modelling by the author. Methodology available on request."
• Rating: 📊 Model-derived — disclose transparently
QUICK-REFERENCE FOOTNOTE LIST
For use when submitting — select relevant citations per version
GLOBAL / USA VERSION
1. IMF SDN/2024/001, January 2024 [D1]
2. Goldman Sachs GIR, March 2023 [D2]
3. WEF Future of Jobs Report 2025 [D3]
4. McKinsey MGI, 2023–2024 [D4]
5. Brookings / NBER, February 2026 [D6]
6. Korinek & Lockwood, Brookings, January 2026 [F1]
7. CBO, Budget and Economic Outlook 2024 [F3]
8. JCT Overview of Federal Tax System 2024 [F4]
9. Kumar & Woo, IMF WP/10/174, 2010 [F2]
10. Philippine Statistics Authority, 2023 [F14]
11. OECD Economic Survey Philippines 2026 [R4] ⚠️ verify
12. ADBI Working Paper 521, 2015 [G1]
13. Author's analysis [M1]
UK VERSION
1. OBR Brief Guide to Public Finances, January 2026 [F5]
2. HMRC Annual Bulletin 2024–25 [F6]
3. House of Commons Library CBP-8513, March 2026 [F7]
4. GOV.UK / ONS Tax Summary, February 2026 [F9]
5. OBR NICs Analysis, February 2026 [F8]
6. IFS Government Spending Analysis [F10]
7. Kumar & Woo, IMF WP/10/174, 2010 [F2]
8. IPPR, March 2024 [D7]
9. Tony Blair Institute, November 2024 [D8]
10. DSIT, January 2026 [D9]
11. IMF SDN/2024/001, January 2024 [D1]
12. Korinek & Lockwood, Brookings, January 2026 [F1]
13. ADBI Working Paper 521, 2015 [G1]
14. Author's analysis [M1]
AUSTRALIA VERSION
1. ABS Taxation Revenue 2024–25, April 2026 [F11]
2. ABS Insights GFS Annual 2024–25, April 2026 [F12]
3. Australian Treasury Tax White Paper [F13]
4. McKinsey MGI Australia, February 2024 [D5]
5. Jobs and Skills Australia / Dept Industry, 2025–2026 [D10]
6. PwC AI Jobs Barometer Australia 2025 [D11]
7. ACS/Information Age, August 2025 [R2, R3]
8. Kumar & Woo, IMF WP/10/174, 2010 [F2]
9. IMF SDN/2024/001, January 2024 [D1]
10. Korinek & Lockwood, Brookings, January 2026 [F1]
11. ADBI Working Paper 521, 2015 [G1]
12. Author's analysis [M1]
ITEMS REQUIRING VERIFICATION BEFORE SUBMISSION
| Item | Issue | Action |
|---|---|---|
| OECD Philippines 2026 [R4] | "Tail risk" may be paraphrase | Access OECD survey directly; confirm exact language |
| Australia OECD income tax ranking [F13] | Treasury White Paper data (~2014) | Verify against current OECD Revenue Statistics |
| Australia GST exact figure | "$77bn" used in article needs confirmation | Check ABS Taxation Revenue Table 1, 2024–25 release |
| McKinsey Australia original report [D5] | 1.3M figure well cited; confirm report date | Confirmed: MGI "Generative AI and the Future of Work in Australia", February 2024 ✅ |
| UK debt interest cash figure | 8% share confirmed; £100bn cash needs pin | Verify against OBR EFO November 2025 |
| Australia Productivity Commission report | "Last resort" claim cited via ACS | Trace to original PC report, mid-2025 |
Master reference document compiled May 2026.
All citations should be verified against original sources before FT/AFR/Bloomberg submission.
Cross-reference with country-specific reference documents for full claim-by-claim mapping.