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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ajcc</journal-id>
      <journal-title-group>
        <journal-title>American Journal of Climate Change</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2167-9509</issn>
      <issn pub-type="ppub">2167-9495</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/ajcc.2026.152003</article-id>
      <article-id pub-id-type="publisher-id">ajcc-151730</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Earth</subject>
          <subject>Environmental Sciences</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Overview of the Implementation and Lessons Learnt of Climate Smart Village Approach in Sub-Saharan Africa from 2010 to 2025: A Systematic Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <contrib-id contrib-id-type="orcid">0009-0008-2881-8011</contrib-id>
          <name name-style="western">
            <surname>Ogou</surname>
            <given-names>Anani</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0003-3796-6389</contrib-id>
          <name name-style="western">
            <surname>Tankou</surname>
            <given-names>Christopher Mubeteneh</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0004-6447-5889</contrib-id>
          <name name-style="western">
            <surname>Beyegue-Djonko</surname>
            <given-names>Honoré</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-2789-4134</contrib-id>
          <name name-style="western">
            <surname>Chotangui</surname>
            <given-names>Asafor Henry</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-6518-3301</contrib-id>
          <name name-style="western">
            <surname>Kouam</surname>
            <given-names>Eric Bertrand</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0002-5920-3908</contrib-id>
          <name name-style="western">
            <surname>Agboka</surname>
            <given-names>Komi</given-names>
          </name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-5113-2159</contrib-id>
          <name name-style="western">
            <surname>Fiaboe</surname>
            <given-names>Komi Kouma Mokpokpo</given-names>
          </name>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-8708-6318</contrib-id>
          <name name-style="western">
            <surname>Läderach</surname>
            <given-names>Peter</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Climate Smart Agrifood Systems Program (CSAS), Department of Crop Sciences, Faculty of Agronomy and Agricultural Sciences, University of Dschang, Dschang, Cameroon </aff>
      <aff id="aff2"><label>2</label> Alliance of Bioversity International and International Centre for Tropical Agriculture (CIAT), Geneva, Switzerland </aff>
      <aff id="aff3"><label>3</label> West African Science Service Centre on Climate Change and Adapted Land Use (WASCAL), University of Lomé, Lomé, Togo </aff>
      <aff id="aff4"><label>4</label> International Institute of Tropical Agriculture (IITA), Yaoundé, Cameroon </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors affirm that they have no known financial or interpersonal conflicts that would have impacted the research presented in this study.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>04</day>
        <month>06</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>06</month>
        <year>2026</year>
      </pub-date>
      <volume>15</volume>
      <issue>02</issue>
      <fpage>47</fpage>
      <lpage>71</lpage>
      <history>
        <date date-type="received">
          <day>26</day>
          <month>02</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>01</day>
          <month>06</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>04</day>
          <month>06</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/ajcc.2026.152003">https://doi.org/10.4236/ajcc.2026.152003</self-uri>
      <abstract>
        <p>Sub-Saharan Africa is a vulnerable region facing climate crises, leading to severe food insecurity due to its rainfed agriculture sector. The Climate Smart Village (CSV) approach, developed in 2010, aims to scale promising climate-smart agricultural technologies and innovations among rural communities and small-scale farmers who significantly contribute to the production of the food we consume worldwide. The Climate Smart Village approach has been piloted and implemented in Latin America, Southeast Asia, South Asia, East and West Africa. A comprehensive literature review using the PRISMA methodology was conducted from 2010 to 2025, focusing on the current mapping, implementation, challenges, and lessons learned in Sub-Saharan Africa. The resources included a mix of journal articles and grey literature from: 1) Scopus, 2) the Directory of Open Access Journals, 3) Google Scholar, and 4) the Consultative group data base called CG Space of the Consultative Group of International Agricultural Research Institutes databases, supplemented with a key informant’s interview with relevant institutions of the AICCRA and CGIAR climate action programs and other stakeholders in Sub-Saharan Africa. Results show that 20 Climate Smart Villages have been established in Sub-Saharan Africa from 2010 to 2025. Despite low adoption rates, several climate-smart agriculture technologies and practices have improved the lives of farming communities. Climate-smart technologies, practices, and innovations should be considered in climate-related projects and innovative extension services to facilitate their wider dissemination, especially in the Central Africa Region, where these technologies are lacking. The CSV approach should be upgraded by integrating digital innovations as a 7<sup>th</sup> and last component. The concept should be renamed “DIGIT CSV”. The Climate Smart Village approach is recommended for scaling up and out of climate-smart agriculture everywhere in Sub-Saharan Africa.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Climate Smart Village</kwd>
        <kwd>Climate Smart Agriculture</kwd>
        <kwd>Implementation</kwd>
        <kwd>Challenges</kwd>
        <kwd>Lessons Learnt</kwd>
        <kwd>DIGIT CSV</kwd>
        <kwd>Sub-Saharan Africa</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>Climate change is having severe consequences on the lives and livelihoods of millions of people around the world. Africa is considered one of the most vulnerable regions, given both high exposure to climate change and relatively low community resilience and governance capabilities ([<xref ref-type="bibr" rid="B12">12</xref>]). Increasing weather risks due to climate change threaten agricultural production systems and food security across the world, especially in developing countries. Since agriculture in the developing world is predominantly rain-fed, such weather-related threats are particularly important ([<xref ref-type="bibr" rid="B3">3</xref>]). Due to the disparities and anomalies present within and among countries, the rise in poverty, especially in developing nations, the depletion of the ozone layer and consequent global warming, the exhaustion of natural resources threatening certain flora and fauna, air and water pollution, and other issues, sustainable development seems to be an effort to change perceptions of the world. Thus, these unfortunate consequences of global environmental change, including those of climate change, have pushed public authorities and scientists worldwide to develop solutions that support the sustainability of production systems, including agri-food systems. This led to the development of the idea of sustainable development in 1987 with the publication of “Our Common Future”, which firmly established sustainable development as a critical component of international development and has been taken into account in the report of the United Nations World Commission on Environment and Development during the 21 Agenda of the Rio de Janeiro Earth Summit in 1992 and mainstreamed in the eight (08) Millennium Development Goals ([<xref ref-type="bibr" rid="B61">61</xref>]; [<xref ref-type="bibr" rid="B23">23</xref>]; [<xref ref-type="bibr" rid="B28">28</xref>]).</p>
      <p>Despite all these efforts, global environmental problems persist, and some are even exacerbated by climate change. These issues will be addressed in detail in a new agenda, the 17 Sustainable Development Goals (SDGs) by 2030, set by the United Nations (UN), of which Goal 13 is particularly dedicated to climate action. The Food and Agriculture Organization of the United Nations (FAO) has developed the concept of Climate-Smart Agriculture (CSA), which consists of three pillars ([<xref ref-type="bibr" rid="B22">22</xref>]; [<xref ref-type="bibr" rid="B69">69</xref>]):</p>
      <p>1) sustainably increasing agricultural productivity and incomes (food security);</p>
      <p>2) adapting and building resilience to climate change (adaptation); and</p>
      <p>3) reducing and/or removing greenhouse gas emissions (mitigation), where possible.</p>
      <p>To operationalize this concept, the Consortium of International Agricultural Research Institutions for Development (CGIAR) and other partners, through multilateral donors, received funding to design the necessary tools needed to deploy the CSA approach in the field in 2011 all over the world. Thus, the Climate Change Agriculture and Food Security (CCAFS) program of the CGIAR initiated, with funding from the World Bank, a pilot phase of implementation and operationalization of the Climate Smart Village (CSV) concept in high-risk areas, which likely suffer most from a changing climate, in West Africa, East Africa, South Asia, Southeast Asia, and Latin America ([<xref ref-type="bibr" rid="B43">43</xref>]). </p>
      <p>The CSV approach has been implemented by CCAFS during two phases from 2012 to 2022 across the world ([<xref ref-type="bibr" rid="B13">13</xref>]), where several options of climate smart agriculture practices, technologies, and innovations have been tested, and have been scaled up and out thanks to multiples partnerships with National Agricultural Research Institutes, Agricultural and Rural Extension Services, National Meteorological Institutes, Non-Governmental Organizations (NGOs), Private Sector, Producer Organizations, and other partners ([<xref ref-type="bibr" rid="B38">38</xref>]; [<xref ref-type="bibr" rid="B9">9</xref>]; [<xref ref-type="bibr" rid="B78">78</xref>]; [<xref ref-type="bibr" rid="B16">16</xref>]). Several interventions, including the CSV approach, over the period from 2012 to 2022, have been documented and have made it possible to readjust and improve some practical implementation tools on the ground, thanks to some lessons learned around the world.</p>
      <p>However, the documentation on the evolution of the concept and lessons learned from its implementation in SSA, still remains unclear to numerous users, including policymakers and actors in charge of formulating climate resilient related projects and programs in some Sub-Saharan African (SSA) countries, particularly in Central, and Southern Africa regions, where the problem of climate change on the agricultural sector is as burning as in other regions of the developing countries.</p>
      <p>Furthermore, the mainstreaming of the CSV approach in SSA in research and development projects is gaining momentum at the moment. In West and Central Africa, for example, the CSV approach has been recently extended to six countries, namely Benin, Burkina Faso, Mali, Niger, and Chad through technical assistance of Alliance of Bioversity and International Centre for Tropical Agriculture (CIAT) to West and Central Africa Council for Agricultural Research and Development (CORAF)’s regional climate resilient projects in West and Central Africa Region, namely, “Agricultural Technologies and Innovations for Increasing the Resilience of Production Systems and Family Farms in West and Central Africa” (TARSPro), and to “Climate Resilience Agriculture and Productivity Enhancement Project” (ProPAD) in Chad ([<xref ref-type="bibr" rid="B50">50</xref>]; [<xref ref-type="bibr" rid="B49">49</xref>]; [<xref ref-type="bibr" rid="B51">51</xref>]). </p>
      <p>This study provides a comprehensive literature review of current knowledge about the implementation of the CSV approach in SSA. Topics covered in this paper include where CSVs have been set up in SSA from the year 2010 to date. How is this approach implemented, and how have implementation tools evolved to date? Who are the beneficiaries, what are the lessons learned, and what are the main challenges? To suggest future directions for improving the operationalization of the CSV approach in rural settings in SSA. </p>
      <p>Specifically, this review aims to: </p>
      <p>synthesize the key components and implementation strategies of the Climate Smart Village (CSV) approach across Sub-Saharan Africa between 2010 and 2025, including technologies, practices, and institutional arrangements. evaluate the impacts of the CSV approach on agricultural productivity, climate resilience, and mitigation outcomes among farming communities in Sub-Saharan Africa. identify the major challenges and enabling factors influencing the successful implementation and scalability of Climate Smart Villages in the region. extract and analyse lessons learned and best practices from CSV initiatives to inform future climate-smart agriculture policies and programs in Sub-Saharan Africa, and to suggest future directions for the improvement of the climate smart village approach.</p>
    </sec>
    <sec id="sec2">
      <title>2. Review Methodology</title>
      <p>To carry out our review on the CSV approach, we used the “Preferred Reporting Items for Systematic Reviews and Meta-Analyses” (PRISMA) methodology ([<xref ref-type="bibr" rid="B59">59</xref>]). This methodology is applied to search for appropriate and suitable documents, articles, and case studies in two languages, both French and English, during the period from 2010 to 2025, on the CSV approach in SSA, using selection and rejection criteria. This allowed us to retain the most relevant documents for our study. The resources included a mix of journal articles and grey literature for selecting publications for the review. We conduct our research from January to June 2025 through the following databases: i) Scopus, ii) the Directory of Open Access Journals (DOAJ), iii) Google Scholar, and iv) the CG Space of the Consultative Group of International Agricultural Research Institutes (CGIAR) database, supplemented with a key informant’s interview with relevant institutions of the AICCRA and CGIAR climate action programs and other stakeholders in SSA. The Consultative Group data base (CG Space) is particularly important because it is the global repository of all the research outputs related to the Climate Change, Agriculture and Food Security (CCAFS) program of the CGIAR, which is the parent of the development and management of the CSV concept in the world from 2011 onwards. This has led us to limit our literature review to the period from 2010 to 2025, as the concept of CSA was developed in 2010 by the Food and Agriculture Organization of the United Nations (FAO). The search keys used in this study are: “Climate Smart Village (CSV) approach”, “CSV and lessons learnt”, “CSV conceptual framework”, “CSV implementation”, “Climate Smart Agriculture (CSA) technologies” AND “CSV” OR “Climate Smart Agriculture (CSA)” AND “practices”, “Agricultural Innovations” AND “CSV”, “CSV” AND “policies”, “CSV” AND “Scaling out” OR “CSV” AND “Scaling up” OR “CSV” AND “climate information dissemination”, “CSV” AND “Information and Communication Technologies (ICT)”; “Climate Insurance” AND “CSV”, “Seed Smart” AND “CSV”, “Breed smart” AND “CSV”, “Weather Smart” AND “CSV,” “Water Smart” AND “CSV”, “Carbone Smart” AND “CSV”, “Nutrient Smart” AND “CSV”, “Institution Smart” AND “CSV”, “Market Smart” AND “CSV”, “CSV” AND “Challenges”, “Knowledge Smart” AND “CSV”, “Finance Smart” AND “CSV”, “New thinking of CSV” OR “Artificial Intelligence (AI)” AND “CSV”, “Parcs of agricultural technologies” AND “CSV”. Only these keywords are considered in titles or abstracts of articles, case studies, technical reports, working papers, Policy briefs, Posters, and Info Notes Consulted. Initially, about 1077 documents were found. The inclusion and rejection criteria (documents out of SSA, documents published before the year 2010, Documents that do not contain at least “CSV OR Climate Smart Village” in the abstract or in the keywords), according to the PRISMA method, allowed us to retain 70 documents, which were finally used to conduct our review. </p>
    </sec>
    <sec id="sec3">
      <title>3. Results and Discussion</title>
      <sec id="sec3dot1">
        <title>3.1. Conceptual Framework of Climate Smart Village</title>
        <p>3.1.1. Climate Smart Village (CSV) Approach</p>
        <p>The concept of the CSV was developed by the Climate Change, Agriculture and Food Security (CCAFS) research program initiated by the CGIAR in 2011, with effective implementation in 2012. The CSV is both a tool and an approach to scaling and disseminating the concept of CSA developed by the FAO in 2010, which aims to meet the triple-win objectives in the face of the climate change challenges that the world is facing. These objectives constitute the CSA pillars, which consist of: 1) improving the adaptation and therefore the resilience of agri-food systems and communities to climate change, 2) improving agricultural productivity and food and nutrition security, and 3), where possible, mitigating greenhouse gases ([<xref ref-type="bibr" rid="B36">36</xref>]; [<xref ref-type="bibr" rid="B22">22</xref>]). The CSV approach employs Participatory Action Research to engage stakeholders in developing CSA strategies. It represents a bottom-up, participatory development opportunity that ensures smallholder farmers have the best interventions and the relevant partners to prepare themselves and their communities for a climate-secure future ([<xref ref-type="bibr" rid="B9">9</xref>]). Key success factors include building strong partnerships, capacity strengthening, and using climate information for livelihood planning. The CSV approach is therefore a bottom-up approach to scaling up climate-smart technologies, practices, and innovations within agricultural and rural communities. It integrates technological and social factors to address the impacts of climate change on rural communities ([<xref ref-type="bibr" rid="B64">64</xref>]).</p>
        <p>The concept of CSV is a participatory and integrated scientific approach to action-research with beneficiary communities that includes six components and seven implementation steps for its operationalization. These components and steps are presented below.</p>
        <p>3.1.2. Key Components and Principles, and Implementation Steps of a Climate Smart Village (CSV)</p>
        <p>[<xref ref-type="bibr" rid="B9">9</xref>] have proposed a conceptual framework for Climate Smart Village development compromising six (06) components (<xref ref-type="fig" rid="fig1">Figure 1</xref>). These components range from: 1) Capacity building on the CSV approach as well as CSA, 2) community management of resources, 3) designing crops, varieties, livestock systems, and biodiversity, 4) providing climate services to targeted beneficiaries, 5) weather insurance development, and 6) mitigation or carbon sequestration. </p>
        <fig id="fig1">
          <label>Figure 1</label>
          <graphic xlink:href="https://html.scirp.org/file/2361720-rId20.jpeg?20260604112725" />
        </fig>
        <p><bold>Figure 1.</bold>Conceptual framework for the Climate Smart Village ([<xref ref-type="bibr" rid="B9">9</xref>]).</p>
        <p>However, this initial CSV conceptual framework used during the period from 2012-2016 has been improved by the CCAFS teams and their implementation partners, learning from the lessons on the ground. The improved version of the conceptual framework of the CSV approach incorporates six key components or dimensions as previously suggested by [<xref ref-type="bibr" rid="B9">9</xref>], but is now well-structured. It has therefore taken, into account many relevant aspects, including weather, water, crops, nutrients, carbon/energy, and institution/knowledge smart practices ([<xref ref-type="bibr" rid="B11">11</xref>]). <xref ref-type="fig" rid="fig2">Figure 2</xref> below illustrates the major components of a typical CSV. Climate-smart agriculture interventions are broadly to include practices, technologies, climate information services, index-based insurance, institutions, policies, and finance ([<xref ref-type="bibr" rid="B3">3</xref>]; [<xref ref-type="bibr" rid="B18">18</xref>]). There is no fixed package of interventions or a one-size-fits-all approach ([<xref ref-type="bibr" rid="B3">3</xref>]; [<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B27">27</xref>]; [<xref ref-type="bibr" rid="B62">62</xref>]; [<xref ref-type="bibr" rid="B78">78</xref>]; [<xref ref-type="bibr" rid="B26">26</xref>]; [<xref ref-type="bibr" rid="B53">53</xref>]; [<xref ref-type="bibr" rid="B29">29</xref>]). Options differ based on the CSV site, its agro-ecological characteristics, level of development, and the capacity and interest of farmers and of local government. The results of the CSV approach are usually a portfolio of CSA options, along with institutional and financial mechanisms that enable their successful adoption. Promising innovations are then available for scaling out by national/ subnational governments, NGOs, and private-sector actors in regions with similar agro-ecological conditions ([<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B8">8</xref>]).</p>
        <p>There are 7 stages in implementing the CSV approach. Key implementation steps include building strong partnerships, strengthening stakeholders’ capacity and using climate information for livelihood planning ([<xref ref-type="bibr" rid="B9">9</xref>]). </p>
        <fig id="fig2">
          <label>Figure 2</label>
          <graphic xlink:href="https://html.scirp.org/file/2361720-rId21.jpeg?20260604112725" />
        </fig>
        <p><bold>Figure 2.</bold>Key components of a CSV approach ([<xref ref-type="bibr" rid="B2">2</xref>]).</p>
        <p>The approach involves participatory vulnerability analysis, adaptation capacity planning, and communication for development, focusing on local knowledge, climate information services, climate-smart technologies, and local development plans ([<xref ref-type="bibr" rid="B63">63</xref>]). CSV models are context-specific, with incremental implementation in five (05) steps, initially developed through technical expertise ([<xref ref-type="bibr" rid="B66">66</xref>]; [<xref ref-type="bibr" rid="B24">24</xref>]) as shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>. To these initial five (05) steps, two (02) additional steps have been recently added, including the selection of the CSV site in regard to climate risk profile, willingness of local community to participate, accessibility of the site, and the socio-political environment in the given area/site/country. This step precedes the baseline assessment ([<xref ref-type="bibr" rid="B9">9</xref>]; [<xref ref-type="bibr" rid="B49">49</xref>]). The second step added for the improvement of the implementation steps is the capitalization of the CSV approach ([<xref ref-type="bibr" rid="B13">13</xref>]).</p>
        <fig id="fig3">
          <label>Figure 3</label>
          <graphic xlink:href="https://html.scirp.org/file/2361720-rId22.jpeg?20260604112725" />
        </fig>
        <p><bold>Figure 3.</bold>CSV implementation steps ([<xref ref-type="bibr" rid="B3">3</xref>]).</p>
      </sec>
      <sec id="sec3dot2">
        <title>3.2. Implementation of the Climate Smart Village (CSV) Approach in Sub-Saharan Africa</title>
        <p>3.2.1. Mapping of Climate Smart Village (CSV) in Sub-Saharan Africa (SSA)</p>
        <p>Climate Smart Villages (CSVs) have been established in developing countries in many regions of the world, such as Latin America, Southeast Asia, South Asia, including SSA such as East Africa, West Africa, and Central Africa, in order to test, promote, and put at scale climate-smart agriculture (CSA) innovations, practices, and technologies ([<xref ref-type="bibr" rid="B43">43</xref>]). The goal is to improve agri-food production, increase resilience, and mitigate climate change. These CSVs were set up as part of the implementation of research and development projects financed by multilateral and bilateral donors, including the World Bank and the Suisse Development Cooperation Agency (SDC). This work was carried out in particular by the CGIAR CCAFS program. The main International Agricultural Research Institutions during the period from 2012 to 2022 were the International Crops Research Institute for the Semi-Arid Tropics (ICRISAT) in West Africa and the International Livestock Research Institute (ILRI) in Central Africa. The number of CSVs set up and operationalized is twelve (12), and those set up particularly from the Alliance of Bioversity International and CIAT from the year 2022 to 2024, in collaboration with the National Agricultural Research and Extension Systems (NARES) in the West and Central Africa Region, are eight (08). The CSVs recently set up within the framework of the TARSPro and ProPAD projects are eight (08), bringing the total number of CSVs set up and operationalized in SSA to twenty (20), including nine (09) in West Africa, seven (07) in East Africa, and four (04) in Central Africa, particularly in Chad (<bold>Table 1</bold>).</p>
        <p><bold>Table 1</bold><bold>.</bold> Current mapping of Climate Smart Villages across Sub-Saharan Africa from 2010-2025.</p>
        <table-wrap id="tbl1">
          <label>Table 1</label>
          <table>
            <tbody>
              <tr>
                <td>SSA Regions</td>
                <td>Country</td>
                <td>CSV Sites</td>
                <td>In-country Region</td>
                <td>Program/Project</td>
                <td>Period</td>
                <td>Longitude</td>
                <td>Latitude</td>
                <td>References</td>
              </tr>
              <tr>
                <td rowspan="9">West Africa</td>
                <td>Benin</td>
                <td>Worogui-Goura</td>
                <td>Centre</td>
                <td>TARSPro, SDC Suisse Confederation funded project/CORAF</td>
                <td>2022-2025</td>
                <td>2˚35'51"E</td>
                <td>8˚53'11"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B52">52</xref>
                  ] (2024b)
                </td>
              </tr>
              <tr>
                <td rowspan="2">Burkina Faso</td>
                <td>Ouda</td>
                <td>Centre-Sud</td>
                <td>TARSPro, SDC Suisse Confederation funded project/CORAF</td>
                <td>2022-2025</td>
                <td>1˚9'50.04"W</td>
                <td>12˚0'20.88"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B52">52</xref>
                  ] (2024b)
                </td>
              </tr>
              <tr>
                <td>Tougou</td>
                <td>Yatenga</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>2˚15'10"W</td>
                <td>13˚40'47"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td>Ghana</td>
                <td>Lawra</td>
                <td>Lawra Jirapa</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>2˚52'57.552"W</td>
                <td>10˚38'45.232"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td rowspan="2">Mali</td>
                <td>Cinzana</td>
                <td>Ségou</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>−5˚57'59.99"W</td>
                <td>13˚14'60.00"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td>Sabenebougou</td>
                <td>Sikasso</td>
                <td>TARSPro, SDC Suisse Confederation funded project/CORAF</td>
                <td>2022-2025</td>
                <td>5˚35'20"W</td>
                <td>11˚27'9"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B52">52</xref>
                  ]
                </td>
              </tr>
              <tr>
                <td rowspan="2">Niger</td>
                <td>Fakara</td>
                <td>Kollo</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>2˚31'27"E</td>
                <td>13˚09'49"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td>Kieche</td>
                <td>Dosso</td>
                <td>TARSPro, SDC Suisse Confederation funded project/CORAF</td>
                <td>2022-2025</td>
                <td>4˚0'46"E</td>
                <td>13˚28'51"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B52">52</xref>
                  ]
                </td>
              </tr>
              <tr>
                <td>Senegal</td>
                <td>Daga Birame</td>
                <td>Kaffrine</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>−15˚32'44.34"W</td>
                <td>14˚06'19.01"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td rowspan="7">East Africa</td>
                <td rowspan="2">Ethiopia</td>
                <td>Doyogena</td>
                <td>Southern Nations, Nationalities, and Peoples, Region/Kembata Tembaro Zone</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>39˚9'15.72"E</td>
                <td>14˚56'52.33"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td>Borona</td>
                <td>Oromia Region</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>38˚15'0''E</td>
                <td>5˚0'0''N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td rowspan="2">Kenya</td>
                <td>Nyando</td>
                <td>Nyanza Province</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>35˚06'60.00"E</td>
                <td>0˚16'60.00"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td>Wote</td>
                <td>Makueni</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>37˚37'43.75"E</td>
                <td>−1˚46'50.84"S</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td>Tanzania</td>
                <td>Lushoto</td>
                <td>Tanga Region</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>38˚16'60"E</td>
                <td>4˚46'60"S</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td rowspan="2">Uganda</td>
                <td>Hoima</td>
                <td>Western Region</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>31˚21'8.68"E</td>
                <td>1˚25'59.30"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td>Rakai</td>
                <td>Central Region</td>
                <td>CCAFS/CGIAR</td>
                <td>2012-2022</td>
                <td>31˚24'59.99"E</td>
                <td>0˚39'59.99"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B13">13</xref>
                  ] (2018a)
                </td>
              </tr>
              <tr>
                <td rowspan="4">Central Africa</td>
                <td rowspan="4">Chad</td>
                <td>Tambling</td>
                <td>Wadi Fira</td>
                <td>TARSPro, SDC Suisse Confederation funded project/CORAF</td>
                <td>2022-2025</td>
                <td>21˚31'85"E</td>
                <td>14˚25'58"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B52">52</xref>
                  ]
                </td>
              </tr>
              <tr>
                <td>Amsinéné</td>
                <td>Province du Salamat</td>
                <td>ProPAD, a World Bank funded Project/CORAF</td>
                <td>2023-2025</td>
                <td>20˚28'33.33"E</td>
                <td>11˚03'33.33"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B5">5</xref>
                  ]
                </td>
              </tr>
              <tr>
                <td>Bédogo 2</td>
                <td>Province de Mandoul</td>
                <td>ProPAD, a World Bank funded Project/CORAF</td>
                <td>2023-2025</td>
                <td>17˚28'04'4.02"E</td>
                <td>8˚37'55.29"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B37">37</xref>
                  ]
                </td>
              </tr>
              <tr>
                <td>Maïbéssé</td>
                <td>Province de Moyen-Chari</td>
                <td>ProPAD, a World Bank funded Project/CORAF</td>
                <td>2023-2025</td>
                <td>18˚14'04'23.99"E</td>
                <td>9˚9'36"N</td>
                <td>
                  [
                  <xref ref-type="bibr" rid="B44">44</xref>
                  ]
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>3.2.2. Conceptualization of CSV Models</p>
        <p>Climate Smart Villages (CSVs) have shown promising results in Sub-Saharan Africa since 2012. Its conceptualization requires collaborative work and the deployment of climate-sensitive technologies. It requires making judicious choices at the level of each of the six components across the six (06) climate smartness, which are: </p>
        <p>1) Seeds and breeds smart technologies implemented in the CSVs across SSA.</p>
        <p>2) Water Smart Technologies and Innovations implemented in the CSVs across SSA.</p>
        <p>3) Nutrient and carbon-smart Technologies and Innovations implemented in the CSVs across SSA.</p>
        <p>4) Institutions, Markets, and Finance-Smart Innovations implemented in CSVs across SSA.</p>
        <p>5) Weather-Smart technologies and innovations implemented in CSVs across SSA.</p>
        <p>6) Knowledge-Smart implemented in the CSVs across SSA.</p>
        <p>An ideal CSV model should incorporate all six components during operationalization ([<xref ref-type="bibr" rid="B10">10</xref>]; [<xref ref-type="bibr" rid="B14">14</xref>]). However, the specific realities did not allow this ideal to be met, given the results of the pilot sites in West- and East Africa and even elsewhere ([<xref ref-type="bibr" rid="B58">58</xref>]). It would be wise to focus during the very first years on the real needs and aspirations of the communities at the grassroots level to identify “the gateway” to a successful operationalization of a CSV. </p>
        <p>[<xref ref-type="bibr" rid="B10">10</xref>] suggest that at least three components of the six must be met to speak of a good Climate Smart Village model. These components are: 1) Weather and Climate Information Services (WCIS), 2) Climate-smart technologies, practices, and innovations, and 3) policies and plans.</p>
        <p>In the SSA, various CSV models were implemented, each using at least three of the six components of the approach. The results for the six (06) climate smartness are presented below.</p>
        <p><bold>1) Seeds and breeds smart technologies implemented in the CSVs across SSA</bold></p>
        <p>Various CSA technologies, such as improved crop varieties, including both local and exotic drought-tolerant, and Extra-early or Short-cycle variety seeds, such as maize, sorghum, pearl millet, beans, and groundnut, have been introduced and tested in West African CSVs in Senegal, Mali, Niger, Ghana, and Burkina Faso ([<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B79">79</xref>]). While knowledge of seed-smart technologies among smallholder farmers is increasing, adoption rates remain low due to socioeconomic, institutional, and biophysical constraints ([<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B33">33</xref>]). Despite challenges, CSVs have shown positive impacts on crop productivity, farmers’ welfare, improving food access, and income ([<xref ref-type="bibr" rid="B46">46</xref>]). </p>
        <p>Breed-smart technologies, such as climate-resilient breeds, efficient milking breeds, and pests and diseases-resilient breeds, are being promoted and adopted across sub-Saharan Africa in some countries, such as Burkina Faso, Ghana, Mali, Niger, Tanzania, Ethiopia, Uganda, and Kenya, to address climate change challenges and enhance food security in the rural communities ([<xref ref-type="bibr" rid="B71">71</xref>]; [<xref ref-type="bibr" rid="B8">8</xref>]; [<xref ref-type="bibr" rid="B40">40</xref>]; [<xref ref-type="bibr" rid="B42">42</xref>]). These climate-smart breeds include cattle, sheep, goats, and poultry ([<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B47">47</xref>]; [<xref ref-type="bibr" rid="B48">48</xref>]). </p>
        <p>To accelerate the adoption of seed or breed technologies, experts recommend building on conventional CSA practices, strengthening linkages between farmers, researchers, and extension practitioners, investors, financing institutions/microcredits, as well as the government’s subsidies, by implementing bottom-up approaches ([<xref ref-type="bibr" rid="B33">33</xref>]; [<xref ref-type="bibr" rid="B8">8</xref>]). </p>
        <p><bold>2</bold><bold>)</bold><bold>Water Smart technologies and innovations implemented in the CSVs across SSA</bold></p>
        <p>Promising CSAs include water harvesting and small-scale irrigation techniques ([<xref ref-type="bibr" rid="B79">79</xref>]). Soil and water conservation techniques such as Zaï, half-moon, and tie ridging in the CSVs in Burkina Faso, Mali, and Niger have been pointed out by [<xref ref-type="bibr" rid="B58">58</xref>]. These technologies are low-cost, affordable, and technically feasible. They are widely adopted by farmers in the Sahel region, especially Burkina Faso, Mali, and Niger ([<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B79">79</xref>]; [<xref ref-type="bibr" rid="B55">55</xref>]).</p>
        <p><bold>3</bold><bold>)</bold><bold>Nutrient and carbon-smart technologies and innovations implemented in the CSVs across SSA</bold></p>
        <p>Climate-smart agriculture (CSA) practices have shown promising results in improving soil fertility and crop productivity across sub-Saharan Africa. In East African Climate Smart Villages, CSA interventions increased soil macro- and micronutrient levels over a six-year period ([<xref ref-type="bibr" rid="B60">60</xref>]). Similarly, in West Africa, techniques such as zaï, half-moons, and stone bounds, combined with organic and inorganic nutrient sources, have proven effective in maintaining food production and securing livelihoods ([<xref ref-type="bibr" rid="B80">80</xref>]; [<xref ref-type="bibr" rid="B58">58</xref>]). Other technologies such as tree planting (agroforestry), farmer-managed natural regeneration (FMNR), integrated soil fertility management techniques (micro-dosing), use of organic manure/compost, and crop association have had positive effects on soil organic, mitigation, thus the greenhouse gas emissions, improving soil fertility, and enhancing crop productivity, especially in West African CSVs ([<xref ref-type="bibr" rid="B58">58</xref>]). These practices are being promoted by various institutions, including research organizations and local entities ([<xref ref-type="bibr" rid="B8">8</xref>]). However, the adoption of modern smart farming technologies by smallholders remains low, with efforts primarily focused on conventional CSA practices ([<xref ref-type="bibr" rid="B8">8</xref>]). To scale up CSA adoption, it is crucial to understand the determinants influencing farmers’ uptake of these technologies ([<xref ref-type="bibr" rid="B58">58</xref>]). Incentive measures and capacity building are needed to empower rural farmers to adopt these climate-smart techniques ([<xref ref-type="bibr" rid="B80">80</xref>]).</p>
        <p>In East Africa, CSVs have demonstrated significant soil carbon sequestration potential, with increases of 20% - 110% compared to control sites (other villages), contributing to emissions reductions through the implementation of Mulching techniques, agroforestry, alley cropping systems, and conservation agriculture ([<xref ref-type="bibr" rid="B6">6</xref>]). The CSVs contributed to a reduction in greenhouse gas emissions by 87 - 420 Mg CO<sub>2</sub> eq ha<sup>−1</sup>. The annual increase in soil carbon sequestration under CSVs ranged from 1.6 to 6.2 Mg C ha<sup>−1</sup>·yr<sup>−1</sup>, with forests sequestering the most carbon in Lushoto (Tanzania), Hoima (Uganda), Wote and Nyando (Kenya), leading to an improvement of soil quality and health ([<xref ref-type="bibr" rid="B6">6</xref>]; [<xref ref-type="bibr" rid="B60">60</xref>]). </p>
        <p>In West Africa’s CSVs, [<xref ref-type="bibr" rid="B79">79</xref>] highlighted the potential of carbon sequestration due to the adoption of carbon-smart technologies such as Agroforestry, Mulching techniques, cover crops and crops residues in Burkina Faso, Mali, Niger, and Senegal, even though there are very few studies done to assess the impact of the climate smart technologies on soil carbon stocks in the CSVs in West Africa intervention sites. </p>
        <p><bold>4</bold><bold>)</bold><bold>Institutions, Markets and Finance-Smart innovations implemented in CSVs across SSA</bold></p>
        <p>The development of regional, sub-regional, and national climate change policies aims to mainstream CSA into agricultural development plans and policies ([<xref ref-type="bibr" rid="B81">81</xref>]). It includes capacity building of actors at all levels, including regional, national, and local levels, taking into consideration gender issues while integrating women and men in a balanced manner ([<xref ref-type="bibr" rid="B70">70</xref>]; [<xref ref-type="bibr" rid="B39">39</xref>]; [<xref ref-type="bibr" rid="B65">65</xref>]). The establishment of national science-policy dialogue platforms at the national level, as well as sub-national or local platforms in the areas of intervention of the CSVs, enables national actors to all issues related to the climate and food insecurity crises. It allows for both mainstreaming and scaling of climate-smart technologies adapted to each geographical area, taking into account the real needs and aspirations of grassroots communities ([<xref ref-type="bibr" rid="B20">20</xref>]; [<xref ref-type="bibr" rid="B39">39</xref>]).</p>
        <p>However, challenges remain in raising awareness and implementing CSA practices. A study in South Africa found that many stakeholders lacked knowledge of CSA policies and practices, highlighting the need for targeted education and awareness initiatives ([<xref ref-type="bibr" rid="B34">34</xref>]). To scale up CSA adoption, it is crucial to understand the determinants of adoption and address obstacles through enabling policies, institutional commitments by local authorities, and improved information dissemination ([<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B79">79</xref>]; [<xref ref-type="bibr" rid="B34">34</xref>]). By taking into consideration all these enabling environments as well as socio-political issues in sub-Saharan Africa, it would be possible in the future to leverage the Climate-Smart Village (CSV) approach to implement the Integrated Land Management (ILM) and therefore assure a climate-smart landscape instead of limiting the scope to climate-smart agriculture only ([<xref ref-type="bibr" rid="B25">25</xref>]).</p>
        <p>Financial commitments from governments and development agencies are crucial for improving large-scale adoption of CSA technologies in Sub-Saharan Africa through the CSVs set up by CCAFS ([<xref ref-type="bibr" rid="B75">75</xref>]; [<xref ref-type="bibr" rid="B79">79</xref>]). The adoption of CSA practices is influenced by resource mobilization and capacity-building in financial services and products to communities, especially farmers ([<xref ref-type="bibr" rid="B38">38</xref>]). Various CSA technologies, including improved crop varieties, soil and water conservation techniques, and agroforestry, have been tested thanks to the microfinance financing mechanisms for the farmers in the CSVs in Burkina Faso and Mali ([<xref ref-type="bibr" rid="B58">58</xref>]). Also, some insurance schemes have been tested and shown promising results, indicating that climatic and weather-based index insurance schemes can scale up in the future ([<xref ref-type="bibr" rid="B41">41</xref>]; [<xref ref-type="bibr" rid="B56">56</xref>]). However, the adoption of modern smart farming technologies remains low among smallholders in SSA, with efforts primarily focused on sustaining conventional CSA practices ([<xref ref-type="bibr" rid="B8">8</xref>]). To improve the adoption and scaling of CSA innovations, it is essential to engage local communities and their indigenous institutions with innovative financing mechanisms ([<xref ref-type="bibr" rid="B38">38</xref>]).</p>
        <p>Farmers in the CSV are encouraged to join local savings and credit groups that can facilitate the adoption of CSA practices. Improved livestock breeders in Uganda have, for instance, formed a savings group to support the development of climate-smart livestock value chains, through the CSV. The availability of credit helped make the diffusion of improved livestock more equitable within CSV than in non-CSV areas ([<xref ref-type="bibr" rid="B47">47</xref>]). It also increased the membership in savings and credit groups, which in turn increased the adoption of improved livestock breeds. These findings point to the importance of community-based savings and loan initiatives in mobilising finance among farmers, enabling them to invest in CSA practices. [<xref ref-type="bibr" rid="B47">47</xref>] have shown in Lushoto CSV in Tanzania (Est Africa) that the introduction of improved breeds in CSVs, thanks to the Village Savings and Loan Association (VSLA), has benefited especially the larger livestock owners by reducing the poverty levels with a reduced Gini index of 0.04. However, the availability of microcredits is found to have mitigated the concentration of improved livestock ownership since the diffusion of improved livestock in CSVs in Uganda, Ethiopia, Kenya, and Tanzania was somewhat more equitable than the (spontaneous) spill-over diffusion in the non-CSVs ([<xref ref-type="bibr" rid="B47">47</xref>]; [<xref ref-type="bibr" rid="B48">48</xref>]).</p>
        <p><bold>5</bold><bold>)</bold><bold>Weather-Smart technologies and innova</bold><bold>tions implemented in CSVs across SSA</bold></p>
        <p>A participatory action research (PAR) approach was used to develop and test CSA options in SSA, with the use of climate information services (CIS) becoming a key component in guiding farmers’ decisions, and capacity building of various stakeholders being a key component to improve understanding and use of climate data and evidence-based decision-making ([<xref ref-type="bibr" rid="B55">55</xref>]). Information and Communication Technologies (ICTs) play a crucial role in adapting to climate change risks in agriculture. ICTs offer potential for recording, transforming, and disseminating information, strengthening adaptability through remote sensing tools, data visualization, machine learning analysis, and seasonal climate forecasting ([<xref ref-type="bibr" rid="B77">77</xref>]). These innovations are essential for sustainable agriculture and food security in the face of climate change.</p>
        <p>Climate information dissemination channels in Climate Smart Villages across sub-Saharan Africa have been implemented to reach farmers and rural communities. Mobile phones, particularly SMS and voice services, are widely used to communicate weather information to smallholder farmers ([<xref ref-type="bibr" rid="B76">76</xref>]). Other channels include radio, newsletters, and interactive voice response systems ([<xref ref-type="bibr" rid="B54">54</xref>]), and the Participatory Integrated Climate Services for Agriculture (PICSA) approach for CIS dissemination to targeted farmers ([<xref ref-type="bibr" rid="B17">17</xref>]), as well as Digital AgroClimatic Advisory applications (DACA) ([<xref ref-type="bibr" rid="B30">30</xref>]; [<xref ref-type="bibr" rid="B31">31</xref>]). </p>
        <p>However, the effectiveness of these channels depends on factors such as language, reliability, farmers’ literacy, and trust in information providers ([<xref ref-type="bibr" rid="B76">76</xref>]; [<xref ref-type="bibr" rid="B55">55</xref>]). Multi-actor partnerships involving research institutions, meteorological services, and NGOs have been crucial in co-designing and implementing climate-smart agriculture strategies ([<xref ref-type="bibr" rid="B58">58</xref>]; [<xref ref-type="bibr" rid="B9">9</xref>]; [<xref ref-type="bibr" rid="B21">21</xref>]; [<xref ref-type="bibr" rid="B35">35</xref>]; [<xref ref-type="bibr" rid="B16">16</xref>]; [<xref ref-type="bibr" rid="B45">45</xref>]; [<xref ref-type="bibr" rid="B7">7</xref>]). </p>
        <p>Despite these efforts, access to agro-weather information remains low among small-scale farmers, with limited outreach and utilization reported in some areas ([<xref ref-type="bibr" rid="B74">74</xref>]). Improving timely access through effective channels like vernacular rural radios and enhanced extension services is recommended to increase adoption of climate-smart practices ([<xref ref-type="bibr" rid="B74">74</xref>]; [<xref ref-type="bibr" rid="B4">4</xref>]; [<xref ref-type="bibr" rid="B72">72</xref>]). </p>
        <p><bold>6</bold><bold>)</bold><bold>Knowledge-Smart innovations implemented in the CSVs across SSA</bold></p>
        <p>The success of CSA adoption relies on incorporating indigenous knowledge and local institutions, which improve information dissemination, resource mobilization, and stakeholder networking ([<xref ref-type="bibr" rid="B38">38</xref>]; [<xref ref-type="bibr" rid="B64">64</xref>]). To scale up CSA technologies, it is crucial to understand adoption determinants and address barriers. Farmers use endogenous knowledge based on their experiences to predict the start of seasons, likely periods of the first rains, and the crops to be planted ([<xref ref-type="bibr" rid="B58">58</xref>]). This endogenous knowledge sometimes includes cultural and religious aspects often attributed to black deities in West Africa ([<xref ref-type="bibr" rid="B55">55</xref>]). Some communities often resort to endogenous relative knowledge based on the certain elements of nature or the environment. Some farmers use the species of plants and animals as indicators, the moon, the sun, the wind, etc. Traditional endogenous forms of organization are involved, for example, in disseminating climate information to the village community. In the CSV of Ouda in Burkina Faso, for example, [<xref ref-type="bibr" rid="B67">67</xref>] relied on churches, mosques, women’s and men’s groups, as well as the town crier of the traditional chiefdom, to convey agro-climatic advisory services to the farmers of Ouda in the south-central part of Burkina Faso. </p>
      </sec>
      <sec id="sec3dot3">
        <title>3.3. Challenges Faced and Lessons Learnt from the CSV Approach in SSA</title>
        <p>Climate-smart agriculture (CSA) is seen as a potential solution to address food insecurity and climate change challenges in sub-Saharan Africa ([<xref ref-type="bibr" rid="B32">32</xref>]; [<xref ref-type="bibr" rid="B73">73</xref>]). However, its implementation faces numerous obstacles. These include lack of practical understanding, inadequate policies, limited financial resources, and insufficient knowledge among smallholder farmers ([<xref ref-type="bibr" rid="B32">32</xref>]; [<xref ref-type="bibr" rid="B73">73</xref>]). The adoption of CSA practices is influenced by factors such as age, farm size, and access to extension services ([<xref ref-type="bibr" rid="B19">19</xref>]). Many climate adaptation projects have failed due to a focus on technology transfer without considering local farming circumstances ([<xref ref-type="bibr" rid="B1">1</xref>]). Upscaling CSA requires addressing social, institutional, environmental, and economic barriers ([<xref ref-type="bibr" rid="B68">68</xref>]). To overcome these challenges, there is a need for improved policy coordination, strengthened institutions, and better linkages between farmers, researchers, and extension practitioners ([<xref ref-type="bibr" rid="B32">32</xref>]; [<xref ref-type="bibr" rid="B73">73</xref>]).</p>
        <p>Key success factors include building strong partnerships, strengthening capacity, and utilizing climate information for livelihood planning ([<xref ref-type="bibr" rid="B9">9</xref>]). CSA can drive rapid food system transformation through implementing climate-resilient technologies, developing weather and climate information services, minimizing resource waste, and realigning policies and finance ([<xref ref-type="bibr" rid="B78">78</xref>]). In West Africa, various CSA practices have been tested in CSVs, including improved crop varieties, soil and water conservation techniques, agroforestry, and integrated soil fertility management ([<xref ref-type="bibr" rid="B58">58</xref>]). However, adoption of these innovations and technologies is influenced by socioeconomic, institutional, infrastructural, biophysical, and political factors, highlighting the need to understand determinants of adoption for effective scaling ([<xref ref-type="bibr" rid="B58">58</xref>]).</p>
        <p>From our review, we can highlight some lessons that can help decision makers, policymakers, researchers, the private sector, and farmer organizations to advocate for taking the CSV approach into the development of climate-smart agriculture-related projects in SSA countries: </p>
        <p>The CSV approach has high potential for scaling out promising climate-smart agricultural technologies, practices, and services. Three major principles of the CSV Vision have been defined and include: 1) participatory action research (PAR) and tailoring the intervention to site-specific and context-specific enabling conditions; 2) focusing on generating greater evidence with the rural communities on CSA effectiveness; and iii) facilitating the co-development of scaling mechanisms at national and subnational levels.The CSVs theory of change integrates complementary bottom-up and top-down approaches, guided by science ([<xref ref-type="bibr" rid="B14">14</xref>]).The implementation of the CSV approach can contribute to transforming food systems in SSA by implementing climate-smart technologies and practices to reroute farming and livelihoods to climate-resilient and low-emission trajectories among small-scale farmers and rural communities in SSA ([<xref ref-type="bibr" rid="B14">14</xref>]). CSA can support the de-risking of livelihoods, farms, and climate-smart value chains through the development and application of weather and climate information services. CSA can minimize waste and mitigate the carbon footprint of food systems by using climate-smart options for growing, processing, packaging, transporting, and marketing food, realigning policies and finance to facilitate action in SSA countries.Various climate-smart agriculture (CSA) technologies and practices tested in the Climate Smart Villages (CSVs) across SSA have shown a positive impact on life and livelihoods of rural communities, even though the adoption rate is very low due to some socioeconomic, institutional, infrastructural, biophysical, and political factors in SSA ([<xref ref-type="bibr" rid="B14">14</xref>]; [<xref ref-type="bibr" rid="B15">15</xref>]). </p>
        <p>[<xref ref-type="bibr" rid="B52">52</xref>] recommended that a CSV can be set up in a period of two (02) to three (03) years at least and could be funded by each local African state budget line. But to do so, it needs a real, actionable commitment and willingness of national and local governments and stakeholders. </p>
      </sec>
      <sec id="sec3dot4">
        <title>3.4. Study Limitations, Gaps and Future Directions</title>
        <p>The in-depth analysis of the concept of the Climate-Smart Village that emerged in our systematic review here has made it possible to identify several limitations both of the conceptual framework and of its operationalization on the ground in SSA. Certainly, the operationalization of the field approach in the 20 CSVs in SSA has been successful with tangible results. However, several aspects did not make it possible to identify the numerical results in each of the 20 CSVs in SSA given the fact that no monitoring and evaluation system specific to the concept of CSV has been developed and is still not available to date. Although [<xref ref-type="bibr" rid="B52">52</xref>] suggested during the workshops with the national implementation teams of the CSV approach in the context of the implementation of the TARSPro project between 2022 and 2024, in Benin, Burkina Faso, Niger, Mali and Chad the design of a monitoring and evaluation system specific to the CSV concept at the strategic level and a monitoring and evaluation plan with predefined operational indicators, nothing has yet been done about it, to date. At the level of CSVs, several aspects related to digitalization are poorly operationalized. This finding has been reported by [<xref ref-type="bibr" rid="B31">31</xref>]. Although the ESSOKO business model in Ghana, for example, has been successful in terms of providing climate information to agrosylvopastoral and fisheries producers in CSVs in Ghana, it has not been successful at all for all CSVs in SSAs. Knowing the reasons behind this low uptake of business models on climate information services and agricultural producers’ willingness to pay has been the subject of research in West Africa by [<xref ref-type="bibr" rid="B57">57</xref>] who noted the persistence of a number of producers’ reluctance to agree to pay for climate information services. In fact, bundled climate information services in the form of input packages at the beginning of the agricultural season and facilitating access to micro-credits for small producers could facilitate the adoption of technologies in CSVs and their scaling out in other neighbouring villages. In the future, therefore, it would be appropriate to: </p>
        <p>1) Design and implement a monitoring and evaluation system specific to the CSV concept. This will have to be done in a participatory manner between the scientists and specialized researchers of the CGIAR International Center for Tropical Agriculture (CIAT), which is the designer of the approach in collaboration with the national agricultural research and extension institutes.</p>
        <p>2) Test the CSV monitoring and evaluation system in the field in the coming years while integrating the post-project impact assessment.</p>
        <p>3) Test research on the different business models of bundled climate information services in the field in the CSVs to come up with the most technically feasible and socially justified models taking into account the specific realities of each CSV. This would allow for good post-project scaling of business models.</p>
        <p>4) Fully integrate digitalization tools and new climate-smart information and communication technologies and digital farming tools as new and last component (7th component) of the CSV approach. This could significantly improve the concept of CSV and transition to what we refer to here as the “Digital Climate Smart Village” or “DIGIT CSV”. This new concept could be an attractive channel for young people of this new generation to get involved in agriculture. This approach, which we call “DIGIT CSV”, should therefore be tested in the future at pilot sites in certain countries.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>4. Conclusion</title>
      <p>This paper analyses and provides insights into the Climate Smart Village approach in Sub-Saharan Africa during the period 2010 to 2025. Results show that twenty (20) CSVs have been successfully implemented in SSA, of which nine (09) are in West Africa, seven (07) are in East Africa, and four (04) are in the Central Africa Region (Only in Chad). This illustrates different examples of the CSV approach in diverse agro-ecological settings in SSA. Key barriers and opportunities for further work are also discussed. The challenges faced and lessons learned at the CSV sites during the implementation period from 2010 to 2025 would be relevant to adaptation planning in a large number of countries, particularly in the Central Africa Region, where the concept is very new. The CSV approach has shown positive impacts on farmers’ welfare, enhancing adaptive capacity and improving food access, asset holding, and income. However, evidence for CSA effectiveness remains geographically and topically clustered, highlighting the need for more comprehensive research to support CSV projects and programs that scale CSA in SSA. Overall, the CSV concept shows promise for promoting CSA adoption and addressing climate change challenges among small-scale farming systems in SSA. The scaling up and scaling out of context-specific and site-specific climate-smart technologies, practices, and innovations, as well as tailored weather and climate information services throughout the CSVs approach, enhanced the adaptive capacity and resilience of smallholder farmers and rural communities. It improves the welfare of farmers by increasing their access to food varieties, improving their asset holdings, and increasing their income. Minimising climate-related risks and shocks through the CSV approach is crucial to building resilient food production systems and achieving the sustainable development goals (SDGs) in vulnerable SSA countries. It ensures that the CSV approach is aligned with local knowledge and can therefore be mainstreamed into climate-sensitive national policies, plans, programs, and projects in each SSA country in the coming decade, 2025-2035.</p>
    </sec>
    <sec id="sec5">
      <title>Authors’ Contributions</title>
      <p>Anani Ogou: Designed the study, performed the methodology, conducted the review, wrote the original draft of the manuscript, reviewed and finalized the manuscript. Christopher Mubeteneh Tankou: Supervised the study, performed the methodology, conducted the review, and edited the manuscript. Honoré Beyegue-Djonko: Performed the methodology, and edited the manuscript. Asafor Henry Chotangui: edited the manuscript. Eric Bertrand Kouam: edited the manuscript. Komi Agboka: Performed the methodology, and edited the manuscript. Komi Kouma Mokpokpo Fiaboe: Supervised, and edited the manuscript. Peter Läderach: Supervised, performed the methodology, and edited the manuscript. All the authors checked and approved the final manuscript for the final publication.</p>
    </sec>
    <sec id="sec6">
      <title>Acknowledgements</title>
      <p>The authors express their warm thanks to the European Union (EU) and African Union (AU) for their funding support to this work, throughout the Higher Education Institutions Mobility Program on Climate-Smart Agrifood Systems (C-SAS) in East and Central Africa Regions.</p>
    </sec>
  </body>
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