Methodology
How the edition was made: methods, the model card, the evidence cut and its age, the acceptance record and the glossary.
Contents
- ·Edition home
- ·Executive summary
- 1Public budgets and markets stress together
- 2Key findings
- 3Systems and sectors at baseline
- 4Risks and capability
- 5Energy shock, sovereign repricing and nonbank selling
- 6Readings from the other desks
- 7The 2027 agenda
- 8Systems in depth
- AMethodology
- A.1 Methods
- A.2 Model card, Fiscal and Financial System Model v0
- A.3 The baseline evidence cut
- A.4 Evidence age and coverage
- A.5 Evidence cards, two anchor sources
- A.6 Publication acceptance record
- A.7 Status words
- A.8 How the edition is made, released and corrected
- A.9 Glossary and abbreviations
- A.10 Technical annex
- BData appendix
- CReferences and record
- ·Complete edition, for print
A.1Methods
The global baseline uses published values and four simple derivations. Each is shown in full so that any reader can reproduce it.
| No. | Derivation | Calculation | Result |
|---|---|---|---|
| (1) | Gap between two published global public debt stocks | 111 − 99.2 | ≈ 11.8 USD trillion |
| (2) | Net interest per day, developing countries, 2025 | 995 ÷ 365 | ≈ 2.7 USD billion |
| (3) | Refunding share of the FY2026 Japanese bond plan | 135.8 ÷ 180.7 | ≈ 75% |
| (4) | Share of US federal debt held by the public | 32.43 ÷ 40.17 | ≈ 81% |
| Strength | Definition |
|---|---|
| STRONG | a disruption in the source system has historically changed the target system’s service or output within one season, in more than one region |
| MODERATE | an effect is documented but buffered or slower |
| WEAK | an effect is plausible but not documented at global scale |
| Label | Rule |
|---|---|
| Reported | value as issued by its source, with year |
| Inferred | reasoned from cited evidence; never a measurement |
| Estimated | Nexus analytical value with stated method |
| Scenario | conditional on stated assumptions |
| Expert input | structured editorial judgement awaiting evidence |
A.2Model card, Fiscal and Financial System Model v0
- Model ID
- MDL-SR05-FISCAL · v0.1
- Purpose
- represent public budgets, bond markets, banks and nonbank funds as a connected system and the mechanisms by which fiscal and financial stress spreads between them
- Family
- graph-based system of systems
- Inputs
- the cited sources of this edition; no proprietary data
- Method
- expert-specified coupling strengths (STRONG · MODERATE · WEAK) from assessments and analogue events
- Validation
- none yet, first validation against federation evidence in 2027
- Uncertainty
- qualitative; strengths are hypotheses, not measurements
- Domain of validity
- global scale; not for asset-, site- or country-level use
- Reproducibility
- strength table and sources published in this edition
typed in v0
documented within one season
documented, buffered
plausible, undocumented
A.3The baseline evidence cut
Every Nexus edition is published from a frozen evidence cut. The global baseline cut is documentary: it pins the exact edition of every source cited. Federation cuts begin with the first national Foundry cuts in 2027.
- Cut ID
- DC-STRATEGIC-FISCAL-GLOBAL-2026-B0
- Type
- baseline documentary cut
- Resolution policy
- pinned · as of 30 September 2026
- Sources pinned
- 45 cited sources, each at the edition and access date in the references
- Model runs
- none at baseline, analytical values are stated with their method
- Digest
- computed at freeze and recorded in the publication record
- Supersedes
- nothing, first cut of the series
- Superseded by
- the 2027 fiscal and financial resilience annual cut
Lineage
- 01
source edition
- 02
pinned citation
- 03
finding
- 04
page
- 05
publication record
| Element | Baseline 2026 | 2027 global annual |
|---|---|---|
| Sources | cited global publications, pinned by edition | national, regional and sector cuts through one graph |
| Analysis | stated methods and editorial estimates | typed analysis specifications |
| Models | Fiscal and Financial System Model v0 specification | model runs with receipts |
| Findings | twelve baseline findings | findings re-bound to federation evidence |
| Review | five passes scheduled | five passes on the exact digest |
A.4Evidence age and coverage
A 2026 global edition rests on evidence observed in many different years. This page shows each time base, so that no single year label hides older evidence.
| Indicator | Observed | Released | Cadence | Next release |
|---|---|---|---|---|
| Public debt, global | 2025 | Apr 2026 | semi-annual | Oct 2026 report |
| Total debt, public and private | 2024 | Sep 2025 | annual | next database update |
| Developing-country interest | 2025 | 2026 | annual | next UNCTAD edition |
| External debt flows | 2022 to 2024 | Dec 2025 | annual | next debt report |
| Euro area debt | Q1 2026 | Jul 2026 | quarterly | next release |
| Holder base of sovereign debt | 2025 | Jun 2026 | annual | BIS 2027 |
| Basel III status | Mar 2026 | Mar 2026 | periodic | next Basel Committee update |
| US federal debt | 30 Sep 2026 | Oct 2026 | daily | daily |
| Japanese issuance plan | FY2026 | Aug 2026 | periodic | FY2027 plan |
| Hidden debt cases | 2026 | Aug to Sep 2026 | per event | not verified |
| System | Coverage | Thinnest dimension |
|---|---|---|
| Advanced-economy public debt | GOOD | holder detail |
| Emerging-economy public debt | PARTIAL | holder detail |
| Low-income debt | PARTIAL | hidden liabilities |
| Banks | PARTIAL | sovereign exposure by country |
| Nonbanks | THIN | leverage and liquidity data |
| Restructuring | THIN | timelines |
| Disaster finance | THIN | buffers and cover |
| Energy shock | THIN | duration and fiscal cost |
| Field | Source that would fill it | Blocker |
|---|---|---|
| Holdings of sovereign debt by investor type outside advanced economies | BIS, national debt offices, IMF | the BIS chapter gives advanced-economy shares only |
| Hidden and contingent public liabilities on a common basis | IMF, World Bank, national audit offices | no consolidated series; case reports differ in size |
| Restructuring timelines under the Common Framework and outside it | Global Sovereign Debt Roundtable reports1314 | only the press pages were opened; the report PDFs were not read |
| Full text of the ECB Financial Stability Review of May 2026 | ECB10 | only the landing page was opened; its text gives no sovereign figures |
| IMF Fiscal Monitor debt-at-risk and interest figures | IMF Fiscal Monitor April 20261 | the page and its summary give no such figures; the report PDF was not opened |
| OECD gross borrowing and refinancing figures for 2025 and 2026 | OECD Global Debt Report 202623 | the pages returned an access error; figures come from search summaries and are not used |
| CBO baseline deficit, debt and net interest | CBO Budget and Economic Outlook24 | the pages returned an access error; figures come from search summaries and are not used |
| Insured and economic disaster losses for 2025 | Swiss Re sigma 1/2026 and Munich Re2526 | both pages unavailable; reports of the totals differ and are not used |
| Interest costs by country on one comparable basis | national treasuries and debt offices | definitions of net interest differ by source |
| Risk ratings of low-income countries from the IMF and World Bank list | IMF and World Bank debt sustainability list27 | the list returned no text; counts come from a search snippet and are not used |
| Japan general government debt ratio on one basis | Ministry of Finance Japan19 | central and local, general government and net measures differ; no single figure chosen |
| Capability rungs beyond the published guidance | ministries, central banks, debt offices | not reviewed |
A.5Evidence cards, two anchor sources
Issued by the International Monetary Fund. Semi-annual. Role: binds FIN-001. Coverage: global. The publication page was read; the report and its database were not opened.
EVD-SR05-001
IMF Fiscal Monitor, April 20261
Issued by the Bank for International Settlements. Annual. Role: binds FIN-006. Coverage: advanced and emerging economies. The chapter page was read to character 100,000 of 120,069.
EVD-SR05-002
BIS Annual Economic Report 2026, Chapter II5
| Dimension | EVD-SR05-001 | EVD-SR05-002 |
|---|---|---|
| Completeness | aggregate only; country tables not read | advanced-economy holder shares; emerging economies thin |
| Timeliness | about 3 months after year end | about 6 months after year end |
| Revision | projections revised each edition | annual |
| Method transparency | projection method stated in the report | sources and charts cited in the chapter |
| External validation | member country consultation | central bank review |
Evidence cards to follow in 2027
A.6Publication acceptance record
Editorial self-check at evidence close. Every applicable item carries a disposition; the remaining items are review, approval and deposit.
| Group | Area | Items | Pass | N/A | Pending |
|---|---|---|---|---|---|
| D1 | Identity and scope | 8 | 8 | 0 | 0 |
| D2 | Source and data | 12 | 9 | 1 | 2 |
| D3 | Analysis and models | 12 | 3 | 8 | 1 |
| D4 | Findings and claims | 9 | 8 | 0 | 1 |
| D5 | Figures, tables, maps | 10 | 6 | 2 | 2 |
| D6 | Editorial and citations | 10 | 8 | 0 | 2 |
| D7 | Review and approval | 13 | 0 | 0 | 13 |
| D8 | Artefact and design | 12 | 7 | 0 | 5 |
| D9 | Registry and release | 9 | 0 | 0 | 9 |
Publication gate
- Conditions met
- 14 of 23 at evidence close
- Blocking problems
- none recorded
- Open conditions
- reviews, approval of the exact digest, deposit, registry pointer
Not applicable at baseline
- Model runs
- first runs in Q1 2027
- Maps
- plates in Q2 2027
- Waivers
- none
A.7Status words
| Status | What it means |
|---|---|
| Observed | Measured directly and published by the source. |
| Reported | Published statistics of an official or institutional source. |
| Declared | Stated by the body concerned; not independently measured. |
| Estimated | A Nexus estimate from cited evidence, with its method in Annex A. |
| Modelled | Produced by a stated model from cited inputs. |
| Inferred | Reasoned from cited evidence; not measured. |
| Forecast | A projection by the cited source. |
| Simulated | A simulation result under stated assumptions. |
| Scenario | A conditional statement under stated assumptions; never a prediction. |
| Expert input | Expert judgement, recorded with its basis. |
| Candidate | Proposed for a later edition; not yet evidence. |
| Evidence-quality levels (EQL 1 to 5) grade the source behind a value; they are not a score of the subject. | |
A.8How the edition is made, released and corrected
Every edition is built from a sealed evidence cut, reviewed under three keys, signed and deposited before any site shows it as published; corrections go to Nexus Standards as change proposals and feed the next cut.
| Step | What happens | Source |
|---|---|---|
| 01 Evidence arrives from the pillars | Foundry seals observations and indicator series, Universe hands over after-action and scenario findings, and contributions are screened at every gateway, including this site’s. | |
| 02 The cut is sealed | On the cut date the evidence is pinned under one identifier, so anyone can rebuild the edition from exactly what it was built on. | |
| 03 The edition is assembled | The edition is drafted from its template and content pack. Agents may draft; they never publish and never decide. | |
| 04 The keys turn | At the publisher of record the truth key comes first: every value is checked against its source or stated method before the meaning and capital keys turn. No edition moves on until every key has been turned by a named steward. | |
| 05 The gate opens | A named approver releases one exact digest of the edition; any change after this point is a new version, never a silent edit. | |
| 06 Signed and deposited | The PDF, the web edition and the data bundle are signed together with a manifest and an RO-Crate description, and deposited on Zenodo with a concept and a version DOI. | |
| 07 Published on its desk’s site | Only then does the edition show as published on its desk’s Reports site, and the Collection lists it as a part. | |
| 08 Corrections go to Standards | Method and correction findings go to Nexus Standards as change proposals; citations, corrections and new contributions feed the next evidence cut. |
A teaching model of the process, not a forecast and not a record of any run; dates and counts on this page come from the programme record. Sources: Reports governance at GCRI Canada (2026); Zenodo, repository of record for Reports deposits (2026).
Lifecycle, one state at a time: Draft, Computed, Evidence bound, Reviewed, Approved for release, Published, Corrected, Superseded. This edition is a draft.
A.9Glossary and abbreviations
| Term | Meaning |
|---|---|
| Baseline Edition | the inaugural annual edition that fixes the reference state for the series |
| WEFH+B | water, energy, food, health and biodiversity, the national nexus core |
| Coupling | a typed dependency through which one system transmits to another |
| Protection gap | the share of losses not covered by insurance |
| Capability ladder | LISTED → EXISTS → ADEQUATE → TESTED → DEMONSTRATED |
| EQL | evidence-quality level, 1–5 |
| Evidence cut | a frozen resolution of exact sources and versions |
| NNC · NLC · NWG | National Nexus Consortium · National Leadership Council · National Working Groups |
| Abbreviation | Expansion |
|---|---|
| BCBS | Basel Committee on Banking Supervision |
| BIS | Bank for International Settlements |
| ECB | European Central Bank |
| FSB | Financial Stability Board |
| GDP | gross domestic product |
| GSDR | Global Sovereign Debt Roundtable |
| IDA | International Development Association |
| JGB | Japanese government bond |
| LMIC | low- and middle-income countries |
| NBFI | nonbank financial intermediation |
| UNCTAD | United Nations Conference on Trade and Development |
| WEO | World Economic Outlook |
A.10Technical annex
| Item | Annex | Contents | Status |
|---|---|---|---|
| A.1 | Indicator definitions | the global indicator set, with units and sources | IN THIS EDITION |
| A.2 | Coupling strengths | the twenty-cell matrix and its rationale | IN THIS EDITION |
| A.3 | Scenario specification | SCN-SR05-FIS-01 assumptions and signposts | IN THIS EDITION |
| A.4 | Capability placements | rung evidence for fifteen functions | IN THIS EDITION |
| A.5 | Model diagnostics | first runs and validation | 2027 |
| A.6 | Sensitivity analyses | influence of coupling strengths | 2027 |
| A.7 | Regional notes | regional fiscal cards | WITH REGIONAL EDITIONS |
| A.8 | Review statements | pass-by-pass review record | AT RELEASE |
A.1 · indicator definition: net interest on public debt
- Construct
- interest paid by a government on its debt, net of interest received
- Unit
- USD billion a year; share of government revenue
- Method
- as defined by the issuing agency
- Source
- UNCTAD A World of Debt 20262
- Uncertainty
- definitions and country coverage differ between sources
- Known limits
- does not record debt maturity or currency
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 13POST-CLOSE, context only: IMF, World Bank and G20 Presidency (eds.), Global Sovereign Debt Roundtable, 7th Co-Chairs Progress Report (press page of 14 October 2026; the report PDF was not opened). International Monetary Fund, Washington. Observation year 2026. Accessed 2026-11-03.back
- 14IMF, World Bank and G20 Presidency (eds.), Global Sovereign Debt Roundtable, 6th Co-Chairs Progress Report (press page of 15 April 2026; updated restructuring playbook and liability management manual; the report PDF was not opened). International Monetary Fund, Washington. Observation year 2026. Accessed 2026-11-03.back
- 10POST-CLOSE, context only: ECB (ed.), Financial Stability Review, May 2026 (landing page of 27 May 2026; vulnerabilities elevated; next review 18 November 2026; the page gives no sovereign figures). European Central Bank, Frankfurt. Observation year 2026. Accessed 2026-11-03.back
- 1IMF (ed.), Fiscal Monitor, April 2026 (publication page; global public debt just under 94% of GDP in 2025 and 100% by 2029; key messages; estimates use information to 1 April 2026). International Monetary Fund, Washington. Observation year 2025. Accessed 2026-11-03.back
- 23UNVERIFIED, not opened: OECD (ed.), Global Debt Report 2026 (released 4 March 2026; record gross sovereign borrowing in the OECD area; refinancing needs; shorter maturities), taken from search-result summaries; the report pages returned an access error and no figure is used. Organisation for Economic Co-operation and Development, Paris. Observation year 2025. Accessed 2026-11-03.back
- 24UNVERIFIED, not opened: Congressional Budget Office (ed.), The Budget and Economic Outlook: 2026 to 2036 (February 2026), taken from search-result summaries; the pages returned an access error and no figure is used. CBO, Washington. Observation year 2026. Accessed 2026-11-03.back
- 25UNVERIFIED, not opened: Swiss Re Institute (ed.), sigma 1/2026, Natural catastrophes in 2025 (insured losses of about USD 107 billion reported in summaries), taken from search-result summaries; the pages returned an access error and no figure is used. Swiss Re, Zurich. Observation year 2025. Accessed 2026-11-03.back
- 26UNVERIFIED, not opened: Munich Re (ed.), review of natural disasters in 2025 (January 2026; insured losses of about USD 108 billion reported by news outlets; one outlet gave a different overall total), taken from press reports; the Munich Re page returned an error and no figure is used. Munich Re, Munich. Observation year 2025. Accessed 2026-11-03.back
- 27UNVERIFIED, not opened: IMF and World Bank (eds.), List of Low-Income Country Debt Sustainability Analyses (status as of 31 March 2026), taken from a search snippet; the list returned no text and no count is used. Washington. Observation year 2026. Accessed 2026-11-03.back
- 19Ministry of Finance Japan (ed.), JGB Investor Presentation, August 2026 (FY2026 government bond issuance JPY 180.7 trillion; refunding bonds JPY 135.8 trillion; interest payments JPY 13.07 trillion or 10.4% of general account expenditure). Ministry of Finance, Tokyo. Observation year 2026. Accessed 2026-11-03.back
- 5BIS (ed.), Annual Economic Report 2026, Chapter II: High public debt and shifting financial markets, challenges for central banks (chapter page read to character 100,000 of 120,069). Bank for International Settlements, Basel, 28 June 2026. Observation year 2025. Accessed 2026-11-03.back
- 2UNCTAD (ed.), A World of Debt 2026: Rising debt costs and stalling development (publication page; about USD 111 trillion of global public debt in 2025; about USD 35 trillion in developing countries; net interest about USD 995 billion; median 8.1% of revenue; 51 countries and 3.7 billion people). United Nations Conference on Trade and Development, Geneva. Observation year 2025. Accessed 2026-11-03.back
