Eight numbers that reframe multilateralism.
The following findings emerge from primary public datasets. Each is reproducible. None requires interpretation beyond the arithmetic. Sources cited inline.
All data. All public. All reproducible.
Every figure in this observatory is derived exclusively from primary public sources. No data has been estimated, imputed, or generated. Gaps are reported as gaps.
| Source | Coverage | Used for | Status | URL |
|---|---|---|---|---|
| UN CEB Financial Statistics | 2011–2024 · 48 entities | Revenue, expenditure, funding types, agency profiles | ✓ Verified | unsceb.org/data-download |
| CEB Revenue by Government Donor | 2013–2024 · 222 donors | Donor concentration, HHI, US dependency scenario | ✓ Verified | unsceb.org/fs-revenue-government-donor |
| UNGM Annual Statistical Report | 2019–2024 · $24.9B 2023 | Procurement by org, sector (UNSPSC), supplier country | ✓ Verified | ungm.org/public/asr |
| CEB HR Statistics | 2017–2024 · 20+ entities | Staff count, gender, nationality, duty stations | ✓ Verified | unsceb.org/hr-statistics |
| World Bank Open Data | 2023 · 190+ countries | GDP per capita, population, poverty headcount (denominator) | ✓ Verified | data.worldbank.org |
| Publish What You Fund ATI | 2024 · 50 organisations | Transparency scoring context (6 UN entities assessed) | ⚠ Partial | publishwhatyoufund.org |
Methodology & Limitations
CARTABLANCA LABS · ECONOMIC STUDIES DIVISION
What this observatory does: Reports what is published in primary public sources. Measures published data against declared methodology. Flags mandated-but-missing disclosures. Presents statistical outliers without editorial inference.
What this observatory does not do: Infer intent. Attribute causation. Make policy recommendations. Estimate or impute missing data. The US dependency scenario (Chapter 4 / Observatory §08) is arithmetic applied to published 2024 CEB data — not a political position.
Known limitations: Functional classification of expenditure is unavailable for 2011–2017 ($290.6B unclassified). PWYF ATI scores cover only 6 of 48 UN entities. Procurement vendor-level data is not integrated with CEB financial flows. Palestine appears under three different names in source data ($12.7B fragmented). All known gaps are reported as gaps in the observatory.
Reproducibility: All figures are computable from the primary sources listed above using the aggregation methodology described in the observatory. No proprietary data, no estimated values, no generated content.
Independence: This observatory has no institutional affiliation, receives no funding, and has no relationship with any UN entity, government, or advocacy organisation. The analysis reflects patterns observable in public data, not positions on how those patterns should be interpreted.
Version: flows-v06 · Data accessed: June 2026 · Publisher: Cartablanca Labs · Economic Studies Division