Draft, not yet released. In stewardship review. Not indexed until the first approved release.

Methodology

How the edition was made: methods, the model card, the evidence cut and its age, the acceptance record and the glossary.

12 min read0 figures13 tables14 notesNR-SECTOR-ENERGY-GLOBAL-2026-BASELINE

Contents
  1. ·Edition home
  2. ·Executive summary
  3. 1Energy is where the systems meet
  4. 2Key findings
  5. 3Systems and sectors at baseline
  6. 4Risks and capability
  7. 5Fuel supply shock under a hot, high-demand season
  8. 6Readings from the other desks
  9. 7The 2027 agenda
  10. 8Systems in depth
  11. AMethodology
    1. A.1 Methods
    2. A.2 Model card, Energy Sector Model v0
    3. A.3 The baseline evidence cut
    4. A.4 Evidence age and coverage
    5. A.5 Evidence cards, two anchor sources
    6. A.6 Publication acceptance record
    7. A.7 Status words
    8. A.8 How the edition is made, released and corrected
    9. A.9 Glossary and abbreviations
    10. A.10 Technical annex
  12. BData appendix
  13. CReferences and record
  14. ·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.

Table A.1Methods
No.DerivationCalculationResult
(1)Electricity growth against energy growth, 2025≈3 ÷ 1.3≈2.3 times
(2)Share of 2025 growth in energy demand from solar (lower bound)reported as more than 25%more than 25%
(3)Renewables lead over coal in generation, 202510,730 − 10,476 TWh254 TWh
(4)Growth in data-centre electricity, 2024 to 2030, base case945 ÷ 415≈2.3 times
Table A.2Coupling strength scale (matrix and model card)
StrengthDefinition
STRONGa disruption in the source system has historically changed the target system’s service or output within one season, in more than one region
MODERATEan effect is documented but buffered or slower
WEAKan effect is plausible but not documented at global scale
Table A.3Status grammar
LabelRule
Reportedvalue as issued by its source, with year
Inferredreasoned from cited evidence; never a measurement
EstimatedNexus analytical value with stated method
Scenarioconditional on stated assumptions
Expert inputstructured editorial judgement awaiting evidence

A.2Model card, Energy Sector Model v0

Model ID
MDL-GS02-ENERGY · v0.1
Purpose
represent the global energy system and its couplings to water, food, health and biodiversity
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
20couplings

typed in v0

4strong

documented within one season

7moderate

documented, buffered

9weak

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-SECTOR-ENERGY-GLOBAL-2026-B0
Type
baseline documentary cut
Resolution policy
pinned · as of 30 September 2026
Sources pinned
47 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 energy annual cut

Lineage

  1. 01

    source edition

  2. 02

    pinned citation

  3. 03

    finding

  4. 04

    page

  5. 05

    publication record

Table A.4From the baseline cut to the federation cut
ElementBaseline 20262027 global annual
Sourcescited global publications, pinned by editionnational, regional and sector cuts through one graph
Analysisstated methods and editorial estimatestyped analysis specifications
ModelsEnergy Sector Model v0 specificationmodel runs with receipts
Findingstwelve baseline findingsfindings re-bound to federation evidence
Reviewfive passes scheduledfive 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.

Table A.5Evidence age and coverage
IndicatorObservedReleasedCadenceNext release
Energy demand and emissions2025May 2026 revisedannualnext Global Energy Review
Electricity generation shares20252026annualnext Electricity Review
Investment estimate2026eMay 2026annualnext investment report
Access to electricity and cooking20242026annualnext SDG 7 report
Data-centre electricity20242025one-offnext IEA update
Hormuz oil flows2026Sep 2026monthlymonthly
LNG capacity and outage2025 to 2026Q4 2025 and Q2 2026quarterlynext Gas Market Report
Critical minerals refining2025revised Jul 2026annual2027
Primary energy2025Jun 2026annual2027
Iberian blackout causes2025Mar 2026one-offfollow-up reports
Table A.6Coverage by system at baseline
SystemCoverageThinnest dimension
Demand and supplyGOODregional drivers of growth
ElectricityGOODgrid-level constraints
Fuel marketsPARTIALposition after evidence close
MineralsGOODequipment-level dependence
AccessGOODservice quality and affordability
InvestmentPARTIALsplit by technology and region
Water for energyTHINvolumes by region and technology
ResiliencePARTIALtested capabilities beyond oil stocks
Table A.7Designed empty states: what is not bound, what would fill it and why
FieldSource that would fill itBlocker
Fuel-market position on 1 November 2026IEA Oil Market Report for October and November 202611; EIA Short-Term Energy Outlook of Novemberreleases after the evidence close and not retrieved; the EIA September outlook47 is the baseline source; the October outlook10 is post-close, context only
Hormuz flow volumes before and during the conflict, from a primary documentIEA Oil Market Reports1112the report was not opened; only search summaries were read
Clean and fossil split of the 2026 investment estimateIEA World Energy Investment 2026 full report17report page not accessible; the launch presentation was opened without the split
Capacity added in 2025, on one basisIEA, IRENA and Ember series2147the series use different methods; not reconciled in this edition
Transformer, cable and interconnection-queue constraintsIEA grids work22; national operatorsnot retrieved; figures in memory are not used
Energy-sector water use by regionIEA and national statistics officesno consolidated global series found at evidence close
Heat-wave effects on power systems in 2026operator reports; weather servicesnot retrieved
Cyber and physical incidents on energy infrastructureoperators and national authoritiesincident data are not published on a common basis
Winter gas storage at the start of the heating seasonGas Infrastructure Europe; operatorsnot retrieved
Energy support for poor households, by countrynational ministries; World Banknot consolidated; capability rung stays LISTED
Energy employment and skills gapIEA World Energy Employment 202523report not opened; no figure used
Data-centre electricity by country after 2024IEA, national regulators, operatorslater series use a different baseline; not mixed with the 415 TWh figure
Capability rungs beyond emergency stocksoperators, regulators, ministriesnot reviewed

A.5Evidence cards, two anchor sources

Issued by the International Energy Agency (revised May 2026) from energy balances, market data and technology tracking. Annual. Role: binds ENE-001, ENE-002 and CLI-004.

EVD-GS02-001

IEA Global Energy Review 20262

Compiled by UN DESA from custodian storylines as of 30 April 2026. Annual. Role: binds HLT-007 and the access tiles. Figures differ slightly from the main report text.

EVD-GS02-002

SDG 7 Extended Report 20268

Table A.8Quality dimensions at baseline
DimensionEVD-GS02-001EVD-GS02-002
Completenessall fuels and technologies; modelled where national data are missingcountry coverage uneven; cooking estimate is a range
Timelinessabout 5 months after the yearabout 16 months after the year
Revisionrevised version issued May 2026storylines updated up to the report date
Method transparencymethodology publishedindicator metadata published
External validationcompared with national statisticscustodian review

Evidence cards to follow in 2027

  • Ember7: generation shares by country and sector
  • ENTSO-E9: data tables behind the final report
  • IEA critical minerals3: country shares by mineral
  • IEA Gas Market Report13: LNG outage duration

A.6Publication acceptance record

Editorial self-check at evidence close. Every applicable item carries a disposition; the remaining items are review, approval and deposit.

Table A.9Publication acceptance record
GroupAreaItemsPassN/APending
D1Identity and scope8800
D2Source and data12912
D3Analysis and models12381
D4Findings and claims9801
D5Figures, tables, maps10622
D6Editorial and citations10802
D7Review and approval130013
D8Artefact and design12705
D9Registry and release9009

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

Table A.10The status every value carries
StatusWhat it means
ObservedMeasured directly and published by the source.
ReportedPublished statistics of an official or institutional source.
DeclaredStated by the body concerned; not independently measured.
EstimatedA Nexus estimate from cited evidence, with its method in Annex A.
ModelledProduced by a stated model from cited inputs.
InferredReasoned from cited evidence; not measured.
ForecastA projection by the cited source.
SimulatedA simulation result under stated assumptions.
ScenarioA conditional statement under stated assumptions; never a prediction.
Expert inputExpert judgement, recorded with its basis.
CandidateProposed 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.

StepWhat happensSource
01 Evidence arrives from the pillarsFoundry 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 sealedOn 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 assembledThe edition is drafted from its template and content pack. Agents may draft; they never publish and never decide.
04 The keys turnAt 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 opensA 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 depositedThe 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 siteOnly 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 StandardsMethod 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

Table A.11Series terms
TermMeaning
Baseline Editionthe inaugural annual edition that fixes the reference state for the series
WEFH+Benergy, energy, food, health and biodiversity, the national nexus core
Couplinga typed dependency through which one system transmits to another
Protection gapthe share of losses not covered by insurance
Capability ladderLISTED → EXISTS → ADEQUATE → TESTED → DEMONSTRATED
EQLevidence-quality level, 1–5
Evidence cuta frozen resolution of exact sources and versions
NNC · NLC · NWGNational Nexus Consortium · National Leadership Council · National Working Groups
Table A.12Abbreviations used in this edition
AbbreviationExpansion
bcmbillion cubic metres
EJexajoule
ENTSO-EEuropean Network of Transmission System Operators for Electricity
GWgigawatt
IEAInternational Energy Agency
IRENAInternational Renewable Energy Agency
LNGliquefied natural gas
Mtpamillion tonnes per annum
SDG 7Sustainable Development Goal 7: affordable and clean energy
STEOShort-Term Energy Outlook
TWhterawatt-hour
TFECtotal final energy consumption

A.10Technical annex

Table A.13Technical annex
ItemAnnexContentsStatus
A.1Indicator definitionsthe global indicator set, with units and sourcesIN THIS EDITION
A.2Coupling strengthsthe twenty-cell matrix and its rationaleIN THIS EDITION
A.3Scenario specificationSCN-GS02-LNG-01 assumptions and signpostsIN THIS EDITION
A.4Capability placementsrung evidence for fifteen functionsIN THIS EDITION
A.5Model diagnosticsfirst runs and validation2027
A.6Sensitivity analysesinfluence of coupling strengths2027
A.7Grid and route notescards for the major shared grids and fuel routesWITH REGIONAL EDITIONS
A.8Review statementspass-by-pass review recordAT RELEASE

A.1 · indicator definition: access to electricity

Construct
share and number of people living in households with access to electricity
Unit
share and number of people
Method
custodian indicator based on national surveys and models
Source
SDG 7 Extended Report 20268
Uncertainty
modelled where survey data are missing
Known limits
binary measure; does not capture reliability, capacity or affordability

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

  1. 11UNVERIFIED, not opened: IEA (ed.), Oil Market Report, September 2026; flows through the strait of 7.6 mb/d in August, 2026 supply 100.7 mb/d and demand 102.5 mb/d, and taken from search-result summaries. International Energy Agency, Paris. Observation year 2026. Accessed 2026-11-03.back
  2. 47US Energy Information Administration (ed.), Short-Term Energy Outlook, September 2026 (Brent about USD 91 a barrel in the fourth quarter of 2026; Middle East oil flows assumed constrained through the fourth quarter of 2026). EIA, Washington. Observation year 2026. Accessed 2026-11-03.back
  3. 10POST-CLOSE, context only: US Energy Information Administration (ed.), Short-Term Energy Outlook, October 2026 (released 6 October 2026, after the 30 September evidence close; post-close, context only, supports no baseline claim). EIA, Washington. Observation year 2026. Accessed 2026-11-03.back
  4. 12UNVERIFIED, not opened: IEA (ed.), collective action on emergency oil stocks agreed on 11 March 2026 (400 million barrels, the largest release in the agency’s history), with export volumes through the strait below 10% of pre-conflict levels and pre-war flows of about 20 mb/d, taken from search-result summaries; the release itself is also noted in the opened minerals outlook [3]. International Energy Agency, Paris. Observation year 2026. Accessed 2026-11-03.back
  5. 17UNVERIFIED, not opened: IEA (ed.), World Energy Investment 2026, full report (clean energy about USD 2.2 trillion and fossil fuels about USD 1.2 trillion in search summaries). International Energy Agency, Paris. Observation year 2026. Accessed 2026-11-03.back
  6. 2IEA (ed.), Global Energy Review 2026 (revised version, May 2026). International Energy Agency, Paris. Observation year 2025. Accessed 2026-11-03.back
  7. 14UNVERIFIED, not opened: IRENA (ed.), Renewable Capacity Statistics 2026 (about 692 GW added in 2025; 5,149 GW total), taken from search-result summaries; the page returned an access error. International Renewable Energy Agency, Abu Dhabi. Observation year 2025. Accessed 2026-11-03.back
  8. 7Ember (ed.), Global Electricity Review 2026: 2025 in review (generation, demand, solar, coal). Ember, London. Observation year 2025. Accessed 2026-11-03.back
  9. 22UNVERIFIED, not opened: IEA (ed.), Electricity Grids and Secure Energy Transitions. International Energy Agency, Paris, 2023. Observation year 2023. Accessed 2026-11-03.back
  10. 23UNVERIFIED, not opened: IEA (ed.), World Energy Employment 2025. International Energy Agency, Paris. Observation year 2025. Accessed 2026-11-03.back
  11. 8UN DESA Statistics Division (ed.), The Sustainable Development Goals Extended Report 2026, Goal 7 indicator storylines (inputs as of 30 April 2026). United Nations, New York. Observation year 2024. Accessed 2026-11-03.back
  12. 9ENTSO-E (ed.), 28 April 2025 Iberian blackout: final report of the expert panel (publication page; report dated 20 March 2026). ENTSO-E, Brussels. Observation year 2025. Accessed 2026-11-03.back
  13. 3IEA (ed.), Global Critical Minerals Outlook 2026 (revised version, July 2026). International Energy Agency, Paris. Observation year 2025. Accessed 2026-11-03.back
  14. 13UNVERIFIED, not opened: IEA (ed.), Gas Market Report, Q2-2026; Ras Laffan offline since early March 2026 and nearly a fifth of global LNG supply removed, taken from search-result summaries. International Energy Agency, Paris. Observation year 2026. Accessed 2026-11-03.back

Cite this annex

Valadbaygi, S. (Ed.). (2026). Annex A: Methodology. In Global Energy Risk and Resilience Report 2026: Baseline Edition, The State of the World’s Energy System. (Baseline Edition 2026, Report No. NR-SECTOR-ENERGY-GLOBAL-2026-BASELINE) [Draft under review]. The Global Centre for Risk and Innovation (GCRI).

Every citation form of the whole report, BibTeX and RIS included, is on the edition home. Cite this report

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Sector signature

The sectors behind Global Energy.

A reading aid: the sectors the findings run through and how strongly they depend on each other.

Select corners · hover lines6 / 15 relations

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Energy and its partners

Energy gives power for transport and telecoms to infrastructure (0.8), pumping and treatment to water (0.5) and fertiliser, machinery and cold chains to food (0.5).

W · E · I · F · H · B

Sectors
4 of 6
Relations
6 of 15
Coupling
0.46 share of total

Strongest relations in play

  • Energy → Infrastructure · power for transport and telecoms0.8
  • Water → Energy · cooling water and hydropower0.6
  • Water → Food · irrigation0.8
  • Infrastructure → Water · pipes, dams and treatment works0.6
Teaching values for a typical city-region, not measurements for any place. Coupling is the summed strength of the relations in play, as a share of all fifteen.
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