Method & Sources

Method and definitions

How indicators are defined, how status is assigned, and how evidence is graded. Credibility takes precedence over completeness.

Geographical and institutional terms

EU
The European Union and its institutions (e.g. European Commission, EUSPA).
Europe
European countries, including non-EU countries where relevant (e.g. UK, Norway, Switzerland).
ESA
The European Space Agency. An intergovernmental agency, not an EU institution.
EU Member States
Individual countries belonging to the EU.
International partners
The US, UK, Norway, Switzerland and other relevant partners.
European strategic autonomy
Not complete independence: having sufficient European capabilities, control, alternatives and resilience in strategically critical areas.

Three separate status concepts

Data status, progress status and confidence level are recorded independently. Missing data is never treated as poor performance.

Progress status (assessment)

  • On track

    Reliable data; the current trajectory is consistent with reaching the target within the defined timeframe.

  • At risk

    Enough data to assess progress; the trajectory shows a meaningful risk of missing the target.

  • Off track

    Enough data to show progress is materially behind the required trajectory, or the target is unlikely to be met.

  • Not yet measurable

    Not enough reliable, current data, or no target or target year, to judge progress. Not a judgement of performance.

Data status (the measurement)

  • Verified

    Value is supported by a documented source under the KPI definition.

  • Partially verified

    Value is supported by a source, but the definition, scope or derivation does not fully match the KPI.

  • Estimated

    Value is an estimate or a supplied starting figure not yet traced to a documented source.

  • Not measured

    No measurement exists.

  • Outdated

    Value is sourced but refers to a period too old to describe the current situation.

Confidence level

  • High

    Official source, definition matches, recent period.

  • Medium

    Reliable source with a definitional, scope or recency gap.

  • Low

    Unverified, conflicting, secondary-only or derived with significant assumptions.

Status methodology

How the four progress statuses are assigned. Rules are applied in order; the first that applies decides the status.

  1. Threat indicators (no autonomy target, e.g. GNSS interference exposure) are not classified and excluded from the status counts, so a vulnerability measure is never forced into a performance category.
  2. No measurement → Not yet measurable. Missing data is never Off track.
  3. Outdated data → Not yet measurable. A value is outdated when its data status says so, or when its latest reporting period ended longer ago than the KPI's freshness limit (24 months by default). An outdated value is never treated as current.
  4. Estimated or unsourced values (data status Estimated; evidence pending or no reliable source) → Not yet measurable.
  5. No target, or no target year → Not yet measurable. A missing target is not a failed target; without a year, the trajectory cannot be judged. The distance to the target is still shown.
  6. Calculated trajectory, when at least two comparable sourced periods exist in one series (supplied starting figures excluded):
    • Gap closed = (latest − baseline) ÷ (target − baseline), with the sign reversed for KPIs where lower is better.
    • Time elapsed = (latest year − baseline year) ÷ (target year − baseline year).
    • Ratio = gap closed ÷ time elapsed. Target already met or ratio ≥ 0.9 → On track; 0.5–0.9 → At risk; below 0.5, or moving away from the target → Off track.
    • This assumes a linear path; it is a screening rule, not a forecast.
  7. Expert assessment, when the data are sufficient but history is too short to calculate a trajectory. Each assessment records date, reason, reviewer or assessment group, supporting evidence and confidence. Assessments are append-only: a change is a new record; earlier ones are preserved.
  8. Otherwise → Not yet measurable.

Confidence is shown separately and never changes the status: a KPI can be On track with low confidence, and is then visibly flagged. Current expert assessments are provisional and recorded by the monitor's editorial review; no named reviewer is yet assigned.

Build / Buy / Ally methodology

How capability recommendations are made.

Each capability is assessed on three main questions: (1) how strategically critical it is; (2) whether an external provider could use the dependency as political or economic pressure; (3) whether Europe could establish a credible alternative within 24 months. Additional factors are cost, time to operational readiness, trusted partners, market concentration, technological maturity, impact on innovation and competitiveness, and security and resilience. Factors not yet assessed are shown as such.

  • Build: critical, high pressure risk, no credible alternative within 24 months.
  • Buy: manageable dependency, competitive market, sufficient alternatives.
  • Ally: cooperation with trusted partners brings advantages and the dependency is acceptable.
  • Mixed recommendations (e.g. Build + Ally) are used where parts of a capability differ. A capability with no approach is shown as pending.

Strategic importance (high / medium / low) reflects the consequences for EU and European security, the economy and programme continuity if the capability were unavailable. It is a judgement, not a measurement.

All initial recommendations are labelled Draft assessment — requires review. Reviewers may adjust a recommendation; each adjustment records the previous and new approach, reason, evidence, reviewer and date.

Risk scoring methodology

How strategic risks are scored and interpreted.

Likelihood (1 Very unlikely – 5 Very likely) and impact (1 Insignificant – 5 Critical) are scored separately. Score = likelihood × impact. Severity bands: Low 1–4, Moderate 5–9, High 10–16, Critical 20–25.

A score ranks risks for attention; it is not a probability or a forecast. Two risks with the same score can differ greatly (a likely moderate risk versus an unlikely critical one), which is why likelihood and impact are always shown.

The six initial scores are Initial group assessments: judgements by the project group, not independent measurements. They are provisional until reviewed against evidence.

Reassessment. New evidence (a KPI change, a sourced development or, later, a news item) may trigger a review recommendation. A score changes only when a reviewer records a new assessment with reason, supporting evidence and reviewer; earlier assessments are kept. News never changes a score automatically.

Links between KPIs, capabilities and risks are suggested relationships, not validated causal connections. Reviewers can confirm or reject them.

News intelligence methodology

How news is selected, scored, analysed and reviewed.

Source selection. Initial sources were supplied by the project group. A feed is ingested only after its official RSS/Atom URL has been located on the publisher's own site and returned valid XML. Sources whose URL or publisher identity cannot be confirmed remain inactive and are listed as requiring manual review. New sources start inactive and unconfirmed.

Source reliability. Each source carries a weight from 0 to 1 (default 1.0; OLFI 0.5 per the project brief). The weight affects how confidently information is presented and slightly favours more reliable sources when selecting key developments. It never changes the relevance score. Under "Most relevant", OLFI is guided to about 15% of the list; excess items are moved down, never removed.

Relevance score (0–100) = 40% relevance to European strategic autonomy + 25% relevance to existing KPIs and risks + 20% strategic importance and potential impact + 15% recency. The first three are judgements made in context by the AI model (and correctable by reviewers); recency is computed (100 on the day of publication, falling linearly to 0 at 30 days; unknown dates score 0). Keyword matches are recorded for discovery only and do not enter the score.

Categories. Strategic (high priority): policy, institutional decisions, geopolitics, export controls, critical infrastructure. Industry (medium): companies, funding, acquisitions, supply chains, technology. Operational (monitoring): launches, deployments, incidents, demonstrations. Operational or industry items with impact ≥ 70 are escalated to high priority.

Key developments are at most five articles from the last 7 days with relevance ≥ 60, completed analysis, sufficient information and no rejection. Alerts require an alert category, relevance ≥ 70 and impact ≥ 70.

AI analysis limitations. The model sees only the headline, feed excerpt and metadata — not the full article, which is often paywalled. "What happened" restates the source; "Why it matters" and "Strategic implication" are analytical interpretations, labelled as such, and are not statements by the publisher. Where input is too thin, the implication reads "Insufficient information to establish a reliable strategic implication." AI analysis is an analytical aid, not an independently verified intelligence assessment.

Deduplication and history. Articles are unique by URL and by source + feed identifier; duplicates are counted and ignored, never overwritten. Original headline, URL, excerpt and publication date are protected against edits at database level; the publication date is stored exactly as the feed gives it.

Refresh and availability. A scheduled backend job fetches validated feeds every 60 minutes and analyses up to 20 new articles per run. Each run records attempts, new items, duplicates and errors. Everything shown is stored feed data from the last successful refresh; no demo or simulated news is used.

Copyright and access. Only metadata and excerpts of at most 400 characters are stored; full articles are not reproduced, paywalls are not bypassed, and robots.txt is checked before each fetch. Readers follow the link to the original.

Manual review. Reviewers can accept, correct or reject an article's classification and relevance, confirm or reject suggested KPI/risk/capability links, add links, edit sources and keywords. Every review needs a note and records the reviewer. News never changes a KPI value, status or risk score; it may prompt a separate documented review.

Evidence status

Applied to each source–value link in the source register.

Verified primary source
The statement was located in a primary source and supports the value under the KPI definition.
Verified secondary source
The statement was located in a secondary source (e.g. trade media); primary confirmation outstanding.
Partially verified
The source supports the value, but with a definitional, scope or derivation gap.
Conflicting evidence
Sources disagree. All figures are preserved; none is silently selected.
Source verification pending
The figure has not yet been traced to a source that supports it.
No reliable source identified
No source capable of supporting a value has been identified.

A value is marked verified only when the statement was located in the source and supports the value under the KPI definition. In Phase 1, statements were checked against the retrieved full text of each source on 9 November 2026; a manual re-read of each original document is recommended before publication.

Source hierarchy

  1. T1Official EU institutions and agencies · European Commission, EUSPA, Eurostat, Copernicus services
  2. T2European Space Agency (ESA) · ESA programme pages and statements
  3. T3National agencies, government and intergovernmental authorities · National space agencies, EUROCONTROL
  4. T4Established research institutions · ESPI, OECD
  5. T5Established industry research providers · Seraphim Space
  6. T6Reputable industry publications, financial databases and company disclosures · Trade press, company press releases
  7. T7News media · Context and discovery only; not sole evidence for KPI values
  8. T8Supplied input · Starting figures from the project brief; never treated as evidence

Data integrity rules

  • Historical observations are append-only. Corrections are added as new observations that supersede earlier ones.
  • Supplied starting figures are preserved, labelled, and classed as Estimated until traced to a source.
  • Conflicting figures are all preserved with their sources; none is silently selected.
  • Comparisons are shown only when definitions and reporting periods are comparable.
  • Targets are hypotheses for analysis unless an adopted policy target is cited.
  • No composite autonomy score is calculated until a transparent weighting method is agreed.
  • No KPI values are simulated or updated automatically; news can only prompt a documented review.

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