worldmonitor/docs/methodology/swf-classification-rubric.md

SWF classification rubric (haircut factors for sovereignFiscalBuffer)

Central rubric for classifying sovereign wealth funds under the resilience sovereignFiscalBuffer dimension. Supports scripts/shared/swf-classification-manifest.yaml.

Every fund in the manifest has three coefficients in its classification: block:

classification:
  access:       0..1
  liquidity:    0..1
  transparency: 0..1

These multiply together to form the haircut the scorer applies when computing effective SWF months of reserve coverage:

effectiveMonths = rawSwfMonths × access × liquidity × transparency
score           = 100 × (1 − exp(−effectiveMonths / 12))

This doc defines what each coefficient value means with named tiers + concrete precedents, so:

1. Every rating in the manifest is defensible by pointing to a tier + precedent.
2. Future manifest PRs that add or revise ratings have an explicit benchmark to evaluate against.
3. A reviewer can audit the manifest without re-deriving the rubric from first principles each time.

Scope boundary. This is a methodology doc, not a ground-truth table. The coefficient values live in the manifest YAML; the rubric here explains the semantic tiers those values live on. Revising a fund's rating is a manifest-YAML edit cited against a tier here, not a rubric edit.

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Axis 1 — Access

"How directly can the state deploy fund assets into budget support during a fiscal shock?"

Operationalized as a combination of legal mechanism (is there a withdrawal rule?), political clarity (who authorizes deployment?), and historical precedent (has deployment actually happened?). Deployment SPEED (weeks vs months vs years) is the core signal.

Tier	Value	Meaning	Concrete precedents
Nil access	0.1	Sanctions, asset freeze, or political paralysis makes deployment effectively impossible within a crisis window	Russia NWF (post-2022 asset freeze), Libya LIA (sanctions + frozen assets), Iran NDFI (sanctions + access concerns). Currently deferred from v1 for this reason.
Intergenerational savings	0.3	Pure long-horizon wealth-preservation mandate; no explicit stabilization rule; withdrawal requires ruler / head-of-state / parliamentary discretion with no codified trigger	ADIA (Abu Dhabi, intergenerational mandate, ruler-discretionary); Brunei BIA (deferred candidate)
Hybrid / constrained	0.5	Mandate mixes strategic + savings + partial stabilization; deployment is mechanically possible but constrained by strategic allocation locked to policy objectives (Vision 2030, industrial policy, geopolitical holdings)	PIF (Saudi Arabia, Vision 2030-locked), QIA (Qatar, long-horizon wealth-management with amiri-decree deployment), Mubadala (UAE, strategic + financial hybrid), Ireland ISIF (strategic-development mandate)
Explicit stabilization with rule	0.7	Legislated or rule-based mechanism for fiscal support during specific shock classes, with historical precedent of actual deployment	KIA General Reserve Fund (legislated finance of budget shortfalls from oil-revenue swings). NO GPFG is BORDERLINE — has a fiscal rule capping withdrawal at ~3% expected real return, which is an access MECHANISM but also an access CONSTRAINT (see below). NOTE: GIC is discussed in the alignment table below as a candidate for this tier based on its NIRC framework, but the current manifest rates it 0.6 — so it's a 0.7 candidate, not a 0.7 precedent.
Pure automatic stabilization	0.9	Deployment triggers automatically when a named macro signal crosses a threshold; stabilization is the primary mandate; political authorization is post-hoc or symbolic	Chile ESSF (deploys when copper revenue falls below a rule-based target); deferred v1 candidate

Edge case — fiscal-rule caps

A fiscal rule like Norway's ~3%-of-expected-real-return withdrawal cap creates an ambiguous access signal:

• Positive direction: the rule makes access PREDICTABLE and mechanically available for budget support every year, without political negotiation.
• Negative direction: the rule CAPS how much can be tapped, so in a severe shock the fund cannot be liquidated beyond the rule. The mechanism protects the savings against panic but rate-limits the stabilization function.

Rubric treatment: fiscal-rule-capped funds sit at the 0.5-0.7 boundary. Norway's GPFG at 0.6 (current manifest value) is defensible as "between hybrid-constrained and rule-based stabilization."

Edge case — state holding companies

Temasek-style state-holding-company assets can be deployed for fiscal support only via DIVIDEND FLOW, not via primary-asset liquidation (which would disrupt portfolio companies). This mechanism is slow (dividends are typically annual) and bounded (can't exceed portfolio earnings in a shock year). Rubric treatment: 0.3-0.4 tier, NOT the 0.5 hybrid tier — the mechanical deployment path is materially slower than QIA's amiri-decree route.

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Axis 2 — Liquidity

"What share of the fund's AUM is in listed public markets and thus liquidatable within days/weeks without fire-sale discount?"

Operationalized as (public equities + listed fixed income + cash) ÷ total AUM, per the fund's most recent published asset mix. When the disclosure is a range (ADIA publishes 55-70%, not an exact ratio), the rubric uses the upper-bound of the range — the fund's own public statement is that it COULD be up to that figure, and haircut factors are designed to reward disclosed LIQUIDITY CAPACITY, not the conservative worst case. ADIA's 70% upper bound lands in the 0.7 tier (65-85%); if future ADIA disclosures tighten the range so the upper bound drops below 65%, the rubric directs the rating to 0.5.

Tier	Value	Meaning	Concrete precedents
Illiquid-strategic dominant	0.1	Primarily domestic strategic holdings + policy banks + political stakes; < 30% public-market. No v1 fund sits here; reserved for future outliers	— (aspirational floor)
Private + illiquid majority	0.3	30-50% public-market; majority in private equity, real estate, infrastructure, or strategic holdings	PIF (estimated ~40% public, dominated by Aramco + domestic megaprojects). Current manifest values PIF liquidity = 0.4 — AT BOUNDARY, defensible under either 0.3 or 0.5 tier
Mid-liquid mix	0.5	50-65% public-market with material private sleeve	Mubadala (~50/50 per 2024 annual report); Temasek (~50% listed, ~50% unlisted per Temasek Review 2025); QIA (~60% public) — note current manifest QIA = 0.6, at the boundary of 0.5 and 0.7 tiers
Majority public	0.7	65-85% public-market with modest private allocation	ADIA (55-70% public-market range per 2024 review, balance in alternatives + real assets)
Predominantly liquid	0.9	85-95% public-market with modest cash + short-duration sleeves	KIA (~75-85% listed equities + fixed income — boundary 0.7/0.9, current manifest = 0.8); GIC (~90% public per 2024/25 annual report)
Fully liquid	1.0	100% listed public markets — equities + fixed income + listed real estate. No private at all	GPFG (NBIM 2025 — 100% listed, no private markets)

Edge case — listed real estate

GPFG's listed real estate counts toward its liquidity score; PIF's direct real estate holdings do NOT. The distinction matters for boundary calls (0.7 vs 0.9): listed = liquidatable daily; directly-owned = months to sell at disclosed valuations.

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Axis 3 — Transparency

"How well-documented is the fund's governance + financials?"

Operationalized as the Linaburg-Maduell (LM) Transparency Index score, normalized against IFSWF membership status and the granularity of the fund's annual reporting.

The LM index is a 10-point scale (1 = lowest, 10 = highest). IFSWF membership is binary (member / observer / non-member). Annual-report granularity gates tier promotion independently of LM/IFSWF.

Tier	Value	Meaning	LM benchmark	Concrete precedents
Opaque	0.1	No public AUM, no governance reporting, no LM score	LM ≤ 1	Deferred candidates: BIA (Brunei) if LM pins at the floor post-audit
Partial disclosure	0.3	Governance structure published but AUM undisclosed; no asset-mix disclosure; LM 2-4	LM 2-4	PIF (audited financials but line-item allocation limited; IFSWF observer not full member; LM ~4 per current manifest)
Asset-class disclosed	0.5	Audited AUM or published ranges, asset-class-level mix, partial IFSWF engagement	LM 5-6	ADIA (annual review with asset-class ranges, partial IFSWF engagement, LM=6). QIA (limited public disclosure, IFSWF full member with audited filings, LM=5) — QIA currently manifest=0.4 may be marginally under-rated. KIA (LM=6, partial IFSWF engagement) currently manifest=0.4 — arguably under-rated
Audited AUM + returns	0.7	Audited AUM, asset-mix breakdown, benchmark-relative returns disclosed, IFSWF full member	LM 7-8	GIC (asset-class breakdown + 20-year rolling returns, IFSWF full member, LM=8). Mubadala (audited AUM + asset-mix, IFSWF member, LM=10) — Mubadala LM=10 argues for 0.9 tier; current manifest=0.6 may be under-rated
Holdings-level	0.9	Full asset-class + top-holdings disclosure; regular updates; IFSWF full compliance	LM 9-10	Temasek (audited NPV + benchmarked returns + top-20 holdings + LM=10, current manifest=0.9 ✓)
Full holdings-level daily	1.0	Daily returns disclosed, holdings-level reporting, full IFSWF compliance	LM=10	GPFG (NBIM full audited AUM, daily returns, holdings-level reporting, LM=10, IFSWF full compliance)

Edge case — LM score vs disclosure depth

The LM index measures 10 governance signals (publication of financials, independent audit, public objectives, etc.). A fund can score LM=10 under the index while still publishing only RANGED asset-mix rather than exact holdings (Mubadala, Temasek). The rubric distinguishes these cases: LM=10 + holdings-level disclosure → 0.9-1.0 tier; LM=10 + asset-class-only disclosure → 0.7-0.8 tier. Mubadala's current manifest 0.6 under-rates the LM=10 signal against the rubric.

Edge case — sealed filings

KIA files detailed financials to the Kuwaiti National Assembly but the filings are SEALED from public disclosure. Under the rubric this sits at the 0.5 tier (asset-class disclosed + IFSWF engagement) rather than the 0.3 tier (no AUM), because the AUM is audited and disclosed to the oversight body — just not publicly. Current manifest = 0.4 is at the 0.3/0.5 boundary.

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Current manifest × rubric alignment (informational, not PR-changes)

Reviewing each of the 8 current manifest values against the rubric tiers. This PR does NOT edit the manifest. The column "Rubric tier" shows where the rating falls under this rubric; "Manifest value" is the current YAML value; "Aligned?" flags whether the rating fits the rubric or looks off.

Fund	Axis	Manifest value	Rubric tier	Aligned?	Notes
GPFG (NO)	access	0.6	Rule-constrained stabilization (between 0.5 and 0.7)	✓	Fiscal rule caps withdrawal — justifies boundary rating
GPFG (NO)	liquidity	1.0	Fully liquid	✓	NBIM 2025 confirms 100% listed
GPFG (NO)	transparency	1.0	Full holdings-level daily	✓	LM=10 + full IFSWF compliance
ADIA (AE)	access	0.3	Intergenerational savings	✓	No explicit stabilization mandate; ruler-discretionary
ADIA (AE)	liquidity	0.7	Majority public	✓	55-70% public-market per 2024 review
ADIA (AE)	transparency	0.5	Asset-class disclosed	✓	LM=6; IFSWF partial engagement
Mubadala (AE)	access	0.4	Hybrid/constrained — below 0.5 tier	⚠	Current 0.4 is slightly under the 0.5 tier midpoint; 2024 ADQ merger arguably strengthens case for 0.5
Mubadala (AE)	liquidity	0.5	Mid-liquid mix	✓	~50/50 per 2024 report
Mubadala (AE)	transparency	0.6	Between 0.5 and 0.7	⚠	LM=10 + IFSWF member argues for 0.7 (audited AUM + mix + returns); currently under-rated
PIF (SA)	access	0.4	Hybrid/constrained — below 0.5 tier	⚠	0.5 tier fits the hybrid-mandate description; 0.4 is conservative. Arguable either way
PIF (SA)	liquidity	0.4	At 0.3/0.5 boundary	⚠	~40% public-market sits at the top of 0.3 tier rather than middle of 0.5; 0.3 may be more honest
PIF (SA)	transparency	0.3	Partial disclosure	✓	LM ~4 + IFSWF observer-only
KIA (KW)	access	0.7	Explicit stabilization with rule	✓	General Reserve Fund's legislated budget-financing mandate is the canonical 0.7 example
KIA (KW)	liquidity	0.8	Between 0.7 and 0.9	✓	75-85% listed; defensible boundary rating
KIA (KW)	transparency	0.4	At 0.3/0.5 boundary	⚠	LM=6 + IFSWF partial-engagement argues for 0.5; current 0.4 is at the boundary; 0.5 may be slightly more accurate
QIA (QA)	access	0.4	Hybrid/constrained — below 0.5 tier	⚠	Long-horizon wealth management with amiri-decree deployment. 0.5 fits the hybrid tier; 0.4 is conservative
QIA (QA)	liquidity	0.6	Between 0.5 and 0.7	✓	~60% public-market sits at the tier boundary
QIA (QA)	transparency	0.4	At 0.3/0.5 boundary	⚠	LM=5 + IFSWF full member with audited filings argues for 0.5; current 0.4 is at the boundary
GIC (SG)	access	0.6	Rule-mechanism with NIRC	⚠	NIRC framework is explicit fiscal-contribution — arguably 0.7 tier (rule-based stabilization with historical precedent); current 0.6 is conservative
GIC (SG)	liquidity	0.9	Predominantly liquid	✓	~90% public per 2024/25 report
GIC (SG)	transparency	0.8	Audited AUM + returns	✓	Asset-class + 20-year rolling returns; LM=8
Temasek (SG)	access	0.4	State holding company — dividend-flow only	✓	Mechanical deployment is dividend-bound; 0.3-0.4 tier fits
Temasek (SG)	liquidity	0.5	Mid-liquid mix	✓	~50% listed per 2025 Review
Temasek (SG)	transparency	0.9	Holdings-level	✓	Top-20 exposures + LM=10

Summary of rubric-flagged ratings — 8 coefficients across 5 funds (Mubadala ×2, PIF ×2, KIA ×1, QIA ×2, GIC ×1) out of 24 total (8 funds × 3 axes):

• Mubadala access 0.4 (arguably 0.5); transparency 0.6 (arguably 0.7)
• PIF access 0.4 (arguably 0.5); liquidity 0.4 (arguably 0.3)
• KIA transparency 0.4 (arguably 0.5)
• QIA access 0.4 (arguably 0.5); transparency 0.4 (arguably 0.5)
• GIC access 0.6 (arguably 0.7)

None of these changes are made in this PR. The flags are informational — a future manifest-edit PR (PR 4b per the plan) should evaluate each flag, cite the rubric tier, and either confirm the current rating with a stronger rationale or revise it to match the tier.

Directional impact of the flagged ratings (if revised upward)

• Mubadala 0.4 → 0.5 on access, 0.6 → 0.7 on transparency: the access × transparency product moves from 0.24 to 0.35 (+46%). Combined with unchanged liquidity 0.5: haircut multiplier 0.12 → 0.175. UAE gains material SWF-months.
• PIF access 0.4 → 0.5: modest lift. PIF liquidity 0.4 → 0.3: modest dampening. Net: small.
• KIA transparency 0.4 → 0.5: haircut multiplier 0.7×0.8×0.4 = 0.224 → 0.7×0.8×0.5 = 0.28 (+25%). KW already top-quartile.
• QIA access 0.4 → 0.5 + transparency 0.4 → 0.5: QIA haircut 0.096 → 0.15 (+56%). Material lift for QA.
• GIC access 0.6 → 0.7: haircut 0.432 → 0.504 (+17%). SG lift.

The directional impact analysis is INFORMATIONAL and should NOT be treated as a decision to revise. Per the plan's anti-pattern note, rubric flags shouldn't be motivated by a target ranking outcome. A future manifest PR should revise ratings because the rubric + cited precedents support the change, not because the resulting ranking looks better.

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How to use this rubric

When adding a new fund to the manifest

1. Locate each axis value on the tier table.
2. Cite the tier PLUS at least one concrete precedent (annual report page, LM index page, IFSWF profile URL).
3. If the fund sits between two tiers, pick the lower tier and explain the boundary rating in the YAML rationale: block.
4. PR review checks: does the rationale's cited evidence actually land the fund at the claimed tier?

When revising an existing fund

1. Cite what EVIDENCE changed: new annual report, LM score revision, IFSWF membership change, mandate amendment.
2. Map the new evidence to a tier per this rubric.
3. Update BOTH the coefficient AND the rationale: text in the same PR.
4. For PRs that shift multiple coefficients: run the cohort- sanity audit (see docs/methodology/cohort-sanity-release-gate.md) and publish the contribution-decomposition table for the affected countries.

When the rubric itself needs revising

Out of scope for a manifest PR. A rubric revision requires:

1. A separate methodology-decision PR citing the construct gap the revision fixes (e.g., "the current rubric doesn't handle state holding companies well — add a dedicated tier").
2. Re-evaluation of every existing fund under the new rubric (the rubric and the manifest must stay in lockstep).
3. Cohort-sanity audit snapshot before/after.

References

• Manifest: scripts/shared/swf-classification-manifest.yaml
• Scorer: server/worldmonitor/resilience/v1/_dimension-scorers.ts line 1654 (scoreSovereignFiscalBuffer)
• Saturating transform: score = 100 × (1 − exp(−effectiveMonths / 12))
• Linaburg-Maduell Transparency Index methodology: https://www.swfinstitute.org/research/linaburg-maduell-transparency-index
• IFSWF member directory: https://www.ifswf.org/members
• Santiago Principles self-assessments: https://www.ifswf.org/santiago-principles
• Plan reference: docs/plans/2026-04-24-002-fix-resilience-cohort-ranking-structural-audit-plan.md §PR 4