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The unjust climate

Measuring the impacts of climate change on the rural poor, women and youth: Annexes












Last updated 15/07/2025, see  corrigendum.


Sitko, N., Cavatassi, R., Staffieri, I., Heesemann, E., Rossi, J.M.,  Becerra Valbuena, L., Rajagopalan, P., Kluth, J. & Azzarri, C. 2024. The unjust climate  Measuring the impacts of climate change on the rural poor, women and youth: Annexes. Rome, FAO.




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    Measuring the impacts of climate change on the rural poor, women and youths report assembles an impressive set of data from 24 low- and middle-income countries in five world regions to measure the effects of climate change on rural women, youths and people living in poverty. It analyses socioeconomic data collected from 109 341 rural households (representing over 950 million rural people) in these 24 countries. These data are combined in both space and time with 70 years of georeferenced data on daily precipitation and temperatures. The data enable us to disentangle how different types of climate stressors affect people’s on-farm, off-farm and total incomes, labour allocations and adaptive actions, depending on their wealth, gender and age characteristics. The brief summarizes the key messages and findings.
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    Developing policies to foster inclusive rural transformation processes requires better evidence on how climate change is affecting the livelihoods and economic behaviours of vulnerable rural people, including women, youths and people living in poverty. In particular, there is little comparative, multi-country and multi-region evidence to understand how exposure to weather shocks and climate change affects the drivers of rural transformation and adaptive actions across different segments of rural societies and in different agro-ecological contexts. This evidence is essential because, while climate risk and adaptive actions are context specific and require local solutions, global evidence is important for identifying shared vulnerabilities and priority actions for scaling up effective responses. This report assembles an impressive set of data from 24 low- and middle-income countries in five world regions to measure the effects of climate change on rural women, youths and people living in poverty. It analyses socioeconomic data collected from 109 341 rural households (representing over 950 million rural people) in these 24 countries. These data are combined in both space and time with 70 years of georeferenced data on daily precipitation and temperatures. The data enable us to disentangle how different types of climate stressors affect people’s on-farm, off-farm and total incomes, labour allocations and adaptive actions, depending on their wealth, gender and age characteristics.
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    Over the past two decades, India has made significant progress in reducing rural poverty. However, a considerable segment of the population has been pushed back into poverty due to what are often referred to as "accidents of life." In rural areas, extreme weather events are among the most prevalent of these accidents, resulting in devastating losses to both livelihoods and lives. While these events affect everyone, certain groups are disproportionately vulnerable and face a higher risk of falling into or remaining trapped in poverty.This brief summarizes findings from the report The unjust climate: Measuring the impacts of climate change on rural poor, women, and youth, and examines how exposure to climate stressors impacts the livelihoods of impoverished rural households in India. The brief highlights the critical need to address the adverse effects of climate stressors, including long-term temperature changes, to effectively combat poverty in the country and foster equitable opportunities for all.

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