2026-10-07T03:45:40Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33990673 2026-09-25T17:35:47Z category_25318 category_25765 category_26875 item_type_3 month_year_09_2026

Adaptation Finance and Sectoral Vulnerability in 119 Developing Economies (2010–2024) Qamar Abbas (25105504) Li Yong (25108186) Muhammad Usman (19715803) Kashif Raza (637647) Environment and climate finance Climate change science not elsewhere classified Human impacts of climate change and human adaptation adaptation finance sectoral vulnerability food security water health ND-GAIN climate policy <p dir="ltr">This item contains two files associated with the manuscript "Adaptation Finance and Sectoral Vulnerability in 119 Developing Economies (2010–2024)."</p><p dir="ltr"><b>File 1: </b><code><strong>Replication_Data.xlsx.xlsx</strong></code> — The panel dataset of 119 developing economies used in the associated manuscript. The analysis uses the balanced 2010–2024 panel. Variables include sectoral adaptation finance commitments (agriculture, water, and health) from OECD CRS, ND-GAIN food, water, and health vulnerability and readiness indices, GDP per capita, and population. The file also includes variable construction and coding rules for reproducing the dependent variables.</p><p dir="ltr"><b>File 2: </b><code><strong>CRS_reconstruct_validate.py</strong></code> — Python script to reconstruct and validate OECD sectoral adaptation-finance totals against the deposited panel.</p> 2026-09-25T17:35:47Z Dataset Dataset 10.6084/m9.figshare.33990673.v2 https://figshare.com/articles/dataset/Adaptation_Finance_and_Sectoral_Vulnerability_in_119_Developing_Economies_2010_2024_/33990673 CC0