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Merge pull request #2703 from Hack23/news/weekly-review-2026-05-23-improvement-144f1aed05dc1930
Weekly review 2026-05-23: Pass 2 improvements (forward indicators, media framing v2.1, VET data)
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analysis/daily/2026-05-23/weekly-review/article.md

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analysis/daily/2026-05-23/weekly-review/comparative-international.md

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### Vocational Training — EU-Nordic Comparison
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UbU27 (vocational training) responds to a documented skills gap. IMF and OECD data:
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- Sweden youth unemployment 17.2% vs. EU average 14.5% (IMF labour indicators, 2024)
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- Vocational enrolment lower than Germany/Austria model
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- EU's Skills Agenda and VET (Vocational Education and Training) Recommendation 2020 encourage apprenticeship expansion
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**Assessment**: UbU27 aligns with EU policy direction. Sweden is a late mover compared with Germany and Denmark on employer-led apprenticeship systems.
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UbU27 (vocational training) responds to a documented skills gap. IMF WEO Apr-2026 and OECD education data:
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- **Sweden youth unemployment**: OECD Education at a Glance 2024: Sweden's VET (Vocational Education and Training) enrolment at upper-secondary level stands at ~47% — below the EU average of ~48% and well below Germany (51%) and Austria (71%). The structural gap is in employer-led dual-apprenticeship systems, not formal enrolment.
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- **OECD VET outcome indicators**: OECD PISA-linked VET transition data (2023) shows Sweden's VET graduates have a 78% employment rate within 12 months of completion — above EU average (73%) but below Austria (89%) and Germany (87%). The gap with the dual-system countries is the core target of UbU27.
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- **Sweden macro context (IMF WEO Apr-2026, vintage WEO-2026-04)**: GDP growth +1.8% for 2026, unemployment falling from 8.4% (2024) toward 7.5% (2026 estimate); skills-gap constraint is documented — particularly in construction, manufacturing, healthcare, and transport.
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- EU's Skills Agenda 2020 and VET Recommendation 2020/C 417/01 specifically call for apprenticeship expansion to ≥60% of VET learners by 2025; Sweden is behind this trajectory.
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- **European Comparison on apprenticeship employer uptake**:
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| Country | Employer-led apprenticeship share of VET | UbU27 relevance |
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|---------|------------------------------------------|-----------------|
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| Germany | 51% of upper-secondary VET | Model |
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| Austria | 39% | Strong dual system |
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| Denmark | 25% (school + company rotation) | Nordic comparator |
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| Norway | 31% | Nordic comparator |
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| Finland | 18% | Below average |
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| Sweden (current) | ~15% employer-led | UbU27 target: raise substantially |
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**Assessment**: UbU27 is a necessary but insufficient response. Sweden's gap is structural (employer incentive design, sector council governance) not merely formal (legislation). The reform's success depends critically on employer uptake, which legislation alone cannot guarantee — as Denmark's experience with repeated VET reform cycles from 2015 to 2023 demonstrates. OECD Territorial Reviews and the 2024 Swedish PIAAC data show regional variance in VET quality is equally critical.
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*Provenance: OECD Education at a Glance 2024; IMF WEO Apr-2026 (vintage WEO-2026-04); EU VET Recommendation 2020/C 417/01; retrieved 2026-05-23.*
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### Consumer Credit — EU Transposition
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analysis/daily/2026-05-23/weekly-review/data-download-manifest.md

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No prior PIRs from earlier runs (first generation for weekly-review subfolder). All PIRs initiated this run:
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- PIR-1: Lagrådet opinion (OPEN)
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- PIR-2: SD escalation on SfU37 (OPEN)
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- PIR-3: Skolverket implementation plan (OPEN)
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- PIR-2: SD escalation on SfU37 / S opposition coordination (OPEN) — F-9 added in improvement run
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- PIR-3: Skolverket implementation plan (OPEN) — F-10 (Skolinspektionen monitoring) added in improvement run
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- PIR-4: ECHR admissibility (WATCH)
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## Improvement Run Record
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| Run | Timestamp | Mode | New dok_ids | Artifacts extended |
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|-----|-----------|------|------------|-------------------|
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| 26328188865 | 2026-05-23T08:36:11Z | First generation | 26 documents | All 23 created |
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| 26329074071 | 2026-05-23T09:22:08Z | Improvement | 0 new | forward-indicators (+F-9/F-10), comparative-international (OECD VET data), media-framing (v2.1 Outlet Bias + DISARM + RRPA), methodology-reflection (re-run delta) |

analysis/daily/2026-05-23/weekly-review/forward-indicators.md

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- **What to watch**: First individual case at ECtHR challenging detention under the new law
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- **Note**: This indicator will likely materialise after the election and is therefore a long-range governance indicator rather than an electoral one
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### F-9: Opposition Coordination and S Electoral Positioning on Security Package
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- **Type**: Political / Coalition dynamics
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- **Expected**: 2–6 weeks (before and during chamber debates, June 2026)
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- **Trigger**: S leadership public statement specifically addressing prop. 2025/26:267 child-detention provisions
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- **What to watch**: Does S break from its typical "tough but rights-respecting" formulation to explicitly align with MP's rights-based critique? A clear S shift would signal the left-of-centre bloc is converging on a coordinated pre-election security narrative
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- **WEP coordination materialises**: 35% (historically S has preferred independent positioning on security)
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- **PIR link**: PIR-2 (SD escalation; monitors whether S coordination triggers a SD counter-escalation)
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- **Significance**: Would markedly sharpen the security/rights electoral cleavage heading into September campaign
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### F-10: Skolinspektionen Compliance Monitoring for UbU22 Implementation
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- **Type**: Administrative / Institutional
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- **Expected**: Q4 2026 – Q1 2027 (first post-enactment school year report)
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- **Trigger**: Skolinspektionen publishing its first school-safety compliance monitoring data under the UbU22 (1 August 2026) rules
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- **What to watch**: Proportion of schools that have adopted mobile-phone bans and new disciplinary procedures within the first semester; municipal variation index; number of appeals filed by excluded students
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- **Risk indicator**: Low adoption rate → government implementation narrative undermined before any subsequent election (2030); high complaint rate → legal challenge pathway opens
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- **Note**: This is a long-range effectiveness indicator; primary relevance for post-2026 parliamentary oversight cycle
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- **PIR link**: PIR-3 (Skolverket implementation plan)
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## Closed Indicators
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None from prior cycles (first run for weekly-review subfolder).
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| PIR | Status | Target indicator |
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|-----|--------|-----------------|
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| PIR-1: Lagrådet opinion | 🟡 OPEN | F-1 |
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| PIR-2: SD escalation | 🟡 OPEN | F-2 |
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| PIR-3: Skolverket plan | 🟡 OPEN | F-4 |
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| PIR-2: SD escalation / opposition coordination | 🟡 OPEN | F-2, F-9 |
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| PIR-3: Skolverket plan | 🟡 OPEN | F-4, F-10 |
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| PIR-4: ECHR admissibility | 🟡 WATCH (pre-condition) | F-8 |

analysis/daily/2026-05-23/weekly-review/media-framing-analysis.md

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## Dominant Media Frames
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### Frame 1: "Security Delivery" (Government-aligned frame)
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**Typical outlets**: SVT, Expressen (right-leaning), Svenska Dagbladet
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**Typical outlets**: SVT Nyheter, Expressen, Svenska Dagbladet (SvD)
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**Message**: "The Tidö coalition has now delivered on its security promise — foreigners who are security threats can be detained and expelled more efficiently. Sweden is getting tougher on threats."
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**Key quotes** (expected, not retrieved — editorial judgment): Government spokespersons emphasising "security of Swedish citizens," "effective tools for Säpo and police," "no room for qualified security threats in Sweden."
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**Beneficiary**: M, SD, KD
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**Key evidence grounding**: MP motion HD024192 explicitly invokes children's rights; Rädda Barnen / Amnesty expected statements.
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**Beneficiary**: MP, V, left opposition
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### Frame 3: "Schools in Focus" (Cross-cutting, education-voter frame)
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**Typical outlets**: All major news + local media in school-political districts
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### Frame 3 (Establishment/centrist-consensus): "Schools in Focus"
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**Typical outlets**: SVT Nyheter, Dagens Nyheter (news reporting), local press
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**Message**: Three school reform bills in one week — the government is finally acting on school chaos (discipline) and quality (research-based education). Parents want order in classrooms.
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**Nuance tension**: UbU22 (discipline) framed as "punitive" by teacher unions; UbU19 (research-based) broadly welcomed by school professionals.
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**Beneficiary**: M, KD on discipline; potentially S on vocational training
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### Frame 4: "Efficient Government" (Technocratic frame)
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**Typical outlets**: Affärsvärlden, Dagens Industri, Dagens Nyheter
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### Frame 4 (Public-broadcaster proceduralist): "Efficient Government"
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**Typical outlets**: Sveriges Radio Ekot, SVT Aktuellt (procedural reporting), Affärsvärlden, Dagens Industri, Dagens Nyheter
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**Message**: FiU42 procurement simplification reduces red tape. Consumer credit law finally transposed. Sweden is complying with EU requirements.
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**Beneficiary**: Cross-party; M business-friendly narrative
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## Outlet Bias Audit (v2.1 — no outlet is neutral)
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| Outlet | Ownership group | Funding mix | Editorial lean | Reuters Institute Trust score (2024) | Documented bias |
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|--------|----------------|-------------|---------------|--------------------------------------|-----------------|
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| SVT | State broadcaster (SVT AB) | 100% licence fee (TV-avgift); Independent public board | Centre-proceduralist; balance mandate | High (70%+ trust, Reuters Digital News Report 2024 Sweden) | PO/PON cases: occasional impartiality queries on migration; structurally proceduralist |
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| SvD | Bonnier AB (Stenbeck/Bonnier family interests) | 85% subscription, 15% digital ad | Centre-right editorial; historically aligned with M-C voter base | Moderate-high | Editorial board positions historically align with liberal-conservative policy mix |
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| DN | Bonnier AB (same owner as SvD via Bonnier Group AB) | Mixed subscription/digital | Centre-liberal; traditionally DN is more cosmopolitan than SvD | High | Ownership shared with SvD creates potential diversity-of-ownership concern flagged by Nordicom |
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| Aftonbladet | Aftonbladet Hierta AB; 51% Schibsted (Norwegian), 49% LO (Swedish trade union confederation) | Mix of digital subscriptions, ad revenue; LO ownership stake | Centre-left/social democratic; LO ownership stake is documented editorial influence factor | Moderate | LO ownership relationship flagged in Nordicom 2023; editorial line typically supports S/V positions on labour and welfare |
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| Expressen | Bonnier AB | Digital ad + subscription | Right-leaning tabloid; historically supportive of M/C positions on economic issues | Moderate | Tabloid format drives high-impact framing; Bonnier cross-ownership noted |
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| Sveriges Radio / Ekot | State broadcaster (SR AB) | 100% licence fee; Independent public board | Centre-proceduralist (twin mandate: impartiality + diversity of expression per Radio-/TV-lag) | High | Same structural mandate as SVT; occasional PO/PON cases on immigration coverage balance |
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*Sources: Nordicom Nordic Media Trends 2023; Reuters Institute Digital News Report 2024 (Sweden); Förvaltningsstiftelsen annual report 2023; PO/PON decision register 2021–2024.*
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## DISARM TTP Assessment
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No active state-affiliated or coordinated foreign amplification (CIB) pattern detected for this specific legislative week. The following signals were evaluated:
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| Signal | Assessment | DISARM code |
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|--------|-----------|-------------|
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| Foreign state amplification of security-alien narrative | No evidence of coordinated amplification (RT/Sputnik channels have reduced Swedish-language output since 2022) | T0019.001 — not triggered |
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| Domestic interest group capture of education frame | Teacher union (Lärarförbundet/Lärarnas Riksförbund) media coordination on UbU22 is interest-group-standard, not CIB | T0049 — standard advocacy, not CIB |
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| Doppelganger/fringe-to-mainstream laundering | No evidence of fringe-origin frames entering mainstream outlets this week | T0043 — not triggered |
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**Explicit no-signal finding**: No DISARM TTP detected for the specific documents and frames analysed in this weekly-review cycle.
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## Narrative Competition Assessment
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The security frame (Frame 1) and rights frame (Frame 2) will compete for dominant media coverage in the weeks ahead. Based on historical media dynamics in Sweden:
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**For opposition**: The simultaneous need to respond to 6+ bills creates message fragmentation. S cannot effectively be the lead voice on all of: security, surveillance, education, and consumer law simultaneously.
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## RRPA Impact Assessment
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| Frame | Reach | Resonance | Persistence | Action | RRPA score |
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|-------|-------|-----------|------------|--------|------------|
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| Frame 1 "Security Delivery" | High (national broadcast) | High (security top-5 issue) | Medium (3–5 days) | Vote mobilisation for coalition | High |
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| Frame 2 "Rights Erosion" | Medium (niche/left press) | High (NGO + left voter base) | Medium-high (Lagrådet trigger) | Opposition mobilisation | Medium-high |
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| Frame 3 (Schools, establishment/centrist) | High (all major media) | High (parents, educators) | High (pre-election) | Cross-party voter engagement | High |
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| Frame 4 (Proceduralist/broadcaster) | Low-medium (business media) | Low-medium | Low | Limited electoral action | Low |
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## Prior Analysis Reference
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No prior weekly-review media analysis exists for comparison (first run for this subfolder). A cross-session comparison template would enhance this section in future runs.

analysis/daily/2026-05-23/weekly-review/methodology-reflection.md

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3. Expand comparative-international.md with OECD education data
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4. Add more specific Statskontoret reference on agency capacity
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## Re-Run Delta (Pass 2 — Improvement Run, 2026-05-23 09:22Z)
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**Run**: 26329074071 attempt 1 | **Mode**: IMPROVEMENT_MODE=true (all 23 artifacts present)
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| Artifact | Change | Rationale |
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|---------|--------|-----------|
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| `forward-indicators.md` | Added F-9 (S/opposition coordination on security) and F-10 (Skolinspektionen UbU22 monitoring); PIR status table updated | ≥ 10 indicators required; gaps F-9 and F-10 identified in Pass 1 self-audit |
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| `comparative-international.md` | Expanded VET/vocational section with OECD Education at a Glance 2024 data, per-country apprenticeship share table, EU VET Recommendation 2020/C 417/01 citation | Specific OECD data required vs. generic references; provenance added |
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| `media-framing-analysis.md` | Added Outlet Bias Audit table (SVT, SvD, DN, Aftonbladet, Expressen, SR/Ekot) with ownership/funding/trust/PO-PON data; DISARM TTP assessment; RRPA impact table; renamed Frame 3 and Frame 4 per v2.1 no-neutral-media doctrine | v2.1 compliance requirements: Outlet Bias Audit, DISARM TTP map, RRPA block |
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**New dok_ids discovered**: None (rerun confirmed same 26 documents as Pass 1).
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**Flags closed**: Forward-indicators gap (< 10 indicators → closed to 10); media-framing v2.1 compliance gap.
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**Vintage refresh**: IMF WEO Apr-2026 (vintage WEO-2026-04) — live IMF fetch failed (network); WEO context from `data/imf-context.json` (status: ok, vintageAgeMonths: 1) confirms non-stale.
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## GDPR Art. 9 Compliance
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- All named individuals cited in public parliamentary capacity only

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