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    The Center for International Forestry Research (CIFOR and World Agroforestry (ICRAF) joined forces in 2019, leveraging a combined 65 years’ experience in research on the role of forests and trees in solving critical global challenges.

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  • About
    About

    World Agroforestry (ICRAF) is a centre of science and development excellence that harnesses the benefits of trees for people and the environment. Leveraging the world’s largest repository of agroforestry science and information, we develop knowledge practices, from farmers’ fields to the global sphere, to ensure food security and environmental sustainability.

     

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    Research

    Driven by our vision of a world where all people have viable livelihoods supported by healthy and productive landscapes, our global team of science, research, development, institutional and resource professionals seeks to better combine the science of discovery with the science of delivery. To realize this vision, we focus on four key interacting themes: By combining more productive trees with more resilient and profitable agricultural systems and a sounder understanding of the health of the soil, land and people that is part of ‘greener’, better governed landscapes, we offer valuable and timely knowledge products and services to the global community as it tackles the major challenges of the Anthropocene. These include dealing with climate change; low soil carbon; widespread forest, tree and soil loss leading to degradation; poverty; demographic upheavals and conflict; and securing equitable futures for all with a special focus on women and children.

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    A climate change atlas for Africa of tree species prioritized for forest landscape…

    Our Climate Change Atlas for African trees shows how alterations in environmental condi

    Read More
    The Resources for Tree Planting Platform

    The Resources for Tree Planting Platform explains how to go about sourcing good quality

    Read More
    Agroforestry Species Switchboard: a synthesis of information sources to support tree research and development activities. Version 3.0
    Agroforestry Species Switchboard: a synthesis of information sources to support tree…
    Suggested citation: Kindt R, John I, Dawson IK, Graudal L, Lillesø J-P B, Ordonez J, Jamnadass R. 2022. Agroforestry Species Switchboard: a synthesis of information sources to…
    Read More

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    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
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    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

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    World Agroforestry works throughout the Global South with footprints in Africa, Asia and Latin America. Our activities span over 44 countries in six regions. Each office oversees, plans, coordinates and supports initiatives within their region, and maintains liaisons and partnerships with governments, development partners, learning institutions and civil society

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    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

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    Use dirt solution for carbon pollution, says expert
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    In Kenya, a community regrew its forest — and redefined reforestation success
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    Our Global Food Systems Are Rife with Injustice: Here’s How We Can Change This
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    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
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    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

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  • CIFOR-ICRAF
    Check out cifor-icraf.org!

    The Center for International Forestry Research (CIFOR and World Agroforestry (ICRAF) joined forces in 2019, leveraging a combined 65 years’ experience in research on the role of forests and trees in solving critical global challenges.

    CIFOR-ICRAF sub menu

    • Home
    • About
    • Research
    • Locations
    • Knowledge
    • News
    • Events

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • About
    About

    World Agroforestry (ICRAF) is a centre of science and development excellence that harnesses the benefits of trees for people and the environment. Leveraging the world’s largest repository of agroforestry science and information, we develop knowledge practices, from farmers’ fields to the global sphere, to ensure food security and environmental sustainability.

     

    About menu

    • About ICRAF
    • Our History
    • Corporate Documents
    • CIFOR-ICRAF Merger
    • What is Agroforestry?

    About Us Submenu

    • Board of Trustees
    • Management Team
    • Careers
    • Policies and Guidelines

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • Research
    Research

    Driven by our vision of a world where all people have viable livelihoods supported by healthy and productive landscapes, our global team of science, research, development, institutional and resource professionals seeks to better combine the science of discovery with the science of delivery. To realize this vision, we focus on four key interacting themes: By combining more productive trees with more resilient and profitable agricultural systems and a sounder understanding of the health of the soil, land and people that is part of ‘greener’, better governed landscapes, we offer valuable and timely knowledge products and services to the global community as it tackles the major challenges of the Anthropocene. These include dealing with climate change; low soil carbon; widespread forest, tree and soil loss leading to degradation; poverty; demographic upheavals and conflict; and securing equitable futures for all with a special focus on women and children.

    Research Menu

    • Research Areas
    • Publications
    • Programmes
    • Projects
    • Resource Centre
    • Discover Agroforestry
    A climate change atlas for Africa of tree species prioritized for forest landscape…

    Our Climate Change Atlas for African trees shows how alterations in environmental condi

    Read More
    The Resources for Tree Planting Platform

    The Resources for Tree Planting Platform explains how to go about sourcing good quality

    Read More
    Agroforestry Species Switchboard: a synthesis of information sources to support tree research and development activities. Version 3.0
    Agroforestry Species Switchboard: a synthesis of information sources to support tree…
    Suggested citation: Kindt R, John I, Dawson IK, Graudal L, Lillesø J-P B, Ordonez J, Jamnadass R. 2022. Agroforestry Species Switchboard: a synthesis of information sources to…
    Read More

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • Regions
    Regions

    World Agroforestry works throughout the Global South with footprints in Africa, Asia and Latin America. Our activities span over 44 countries in six regions. Each office oversees, plans, coordinates and supports initiatives within their region, and maintains liaisons and partnerships with governments, development partners, learning institutions and civil society

    Region menu

    • Eastern & Southern Africa
    • West & Central Africa
    • Latin America
    • East & Central Asia
    • South Asia
    • Southeast Asia
    Eswatini
    Ethiopia
    Kenya
    Lesotho
    Malawi
    Rwanda
    Somalia
    Tanzania
    Uganda
    Zambia
    China
    Kyrgyzstan
    Brazil
    Costa Rica
    Honduras
    Nicaragua
    Panama
    Peru
    Cameroon
    Côte d’Ivoire
    Democratic Republic of Congo(DRC)
    Mali
    Niger
    Nigeria
    Indonesia
    Myanmar
    Philippines
    Thailand
    Vietnam
    Afghanistan
    Bangladesh
    Bhutan
    India
    Nepal
    Pakistan
    Sri Lanka

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
  • Newsroom
    Newsroom

    Keep up to date with our latest news stories. Learn about our innovative research, programmes and global partnerships.

    News&Events Menu

    • Press Releases
    • ICRAF in the Media
    • News
    Use dirt solution for carbon pollution, says expert
    Read More
    In Kenya, a community regrew its forest — and redefined reforestation success
    Read More
    Our Global Food Systems Are Rife with Injustice: Here’s How We Can Change This
    Read More

    Footer menu

    • About Us
    • Contact
    • Careers
    • Tree Seed Info
    • Agroforestry World
    • CIFOR-ICRAF privacy notice
    • Corporate Documents
    • Labs
    • Intranet
    • Global Landscapes Forum
    © 2021 World Agroforestry All rights reserved.
    To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
    Stay informed

    ICRAF publishes content on a regular basis. Subscribe and stay up-to-date on the latest news and trends on agroforestry

    Subscribe
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A climate change atlas for Africa of tree species prioritized for forest landscape restoration in Ethiopia
Back
Year
2021

Link
Access
Type
Databases
Related countries
Ethiopia
Related Science Domain
Tree Productivity and Diversity

Our Climate Change Atlas for African trees shows how alterations in environmental conditions caused by human-caused climate change are likely to affect the locations where tree species can grow in Africa. This is important for planning tree-based forest landscape restoration and other tree planting activities into the future, to ensure that the right species are chosen for particular locations.

(Read more...)

We have modelled the baseline (1970-2000) and future (2050s, 2041-2060) habitat distribution across Africa for 127 tree species that were prioritized for the Provision of Adequate Tree Seed Portfolio in Ethiopia (PATSPO) project. The maps we developed for the 2050s correspond to two different scenarios: a low emissions scenario (Shared Socioeconomic Pathway SSP 1-2.6) and a high emissions scenario (SSP 3-7.0) projected by nine Global Climate Models (General Circulation Models) as available from WorldClim 2.1. The resolution of our maps is a 2.5 arc-minutes grid (~ 4.6 km at the equator), the highest level of detail that is available in WorldClim 2.1 for making future projections.

The choice of tree species' whose distributions we modelled was based on two main information sources. First, they were selected from a ‘top-96’ priority list of native and exotic tree species in Ethiopia that was developed for the PATSPO project (Kindt 2018). This list was expanded with further species native to Ethiopia that are listed in the Agroforestree database or Seed Leaflets series and that were part of a longer list of 240 candidate species in the report (Kindt 2018). 

Habitat suitability models were calibrated with ensemble suitability models via the BiodiversityR package in the R environment. A detailed description of methods used for creating the maps, such as how predictor variables were selected from an expanded set of bioclimatic, soil and topographic variables; on the compilation of occurrence observations; on the calibration of suitability models; and on the projections of habitat change in future climates, is given in an accompanying working paper (coming soon).

The attributes of tree species - such as growth form, reproductive biology and seed type - that are made available in our Atlas are a subset of the information available in a separate database compiled in parallel with the development of the maps (Lillesø, in prep.).

Our atlas is an output of the PATSPO project that is supported by Norway's International Climate and Forest Initiative through the Royal Norwegian Embassy in Ethiopia. Additional funding came from the CGIAR Research Program on Forests, Trees, and Agroforestry, supported by the CGIAR Trust Fund. PATSPO supports the Ethiopian government with the provision of high-quality tree planting material to meet its large forest restoration targets, while FTA is the world’s largest research-for-development programme focused on the role of forests, trees and agroforestry in sustainable development, food security and addressing climate change.

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Operationalizing Climate Appropriate Portfolios of Tree Diversity

In this brief we describe a pathway for operationalizing Climate Appropriate Portfolios of Tree Diversity. These portfolios of tree species for planting are necessary to respond to climate change…

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Stakeholder mapping of the Andhra Pradesh Engagement Landscape

The stakeholder mapping survey was conducted between December 2021 and March 2022 in the Exemplar Landscapes of Ananthapuramu, West Godavari and Alluri Sitharama Raju (ASR) to understand the…

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Fruit Tree Portfolios

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Tree seed for important indigenous fruit and food trees in Zambia: A guide for tree seed collectors

This guide is a product of the project Piloting incentive-based agricultural portfolios for nutrition and resilience in Zambia, which is funded by the German Federal Ministry for Economic…

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Land Soil Crop Hubs - Project Concept

A short introduction to the big ideas behind the Land Soil Crop Information Services (LSC Hubs) project.

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To report issues related to research ethics, fraud, harassment and other forms of wrongdoing visit the ICRAF Anonymous Reporting Platform
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