Table · dataset · 2026
Multilateral Climate-Finance Approvals and Climate Vulnerability in Latin America and the Caribbean: Dynamic Panel Evidence, 2006–2024
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33960148.v1
<p dir="ltr">
Description
Abstract
Multilateral climate-finance approvals are intended to strengthen adaptive capacity, but approval, disbursement, implementation, and realized resilience are distinct stages. This study examines whether country-specific multilateral climate-finance approvals are associated with lower national climate vulnerability in Latin America and the Caribbean. A harmonized panel combines ND-GAIN, Climate Funds Update, Worldwide Governance Indicators, World Development Indicators, and EM-DAT data for 20 countries over 1995–2024; estimation covers 2006–2024.
Read the rest (3 more)
Dynamic two-way fixed-effects models are estimated on a common sample of 333 observations from 18 countries with Driscoll–Kraay inference. The preferred specification indicates strong vulnerability persistence (coefficient = 0.784; p < 0.001), while total approvals (0.245; p = 0.505), adaptation approvals (−0.266; p = 0.877), institutional quality (−0.054; p = 0.532), and the finance–institution interaction (0.162; p = 0.800) are imprecisely estimated.
Disaster incidence is positively associated with vulnerability under Driscoll–Kraay inference (0.0716; p = 0.032) but not with country-clustered inference (p = 0.122). Results remain substantively unchanged across alternative covariance bandwidths, lagged and cumulative approvals, leave-one-country-out estimates, and a half-panel jackknife correction. The evidence does not establish that climate finance is ineffective; rather, it shows that sparse annual approval flows are an inadequate proxy for executed resilience investment.
Credible impact evaluation requires linked information on approvals, disbursements, implementation, completion, and outcomes.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33960148.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Agricultural land management · Agricultural land management · Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
Provenance · 2 source records, 30 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33960148 | 11 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33960148 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:300202 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Agricultural land management'] |
| concepts[field].anzsrc:field:300202 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Agricultural land management'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |