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Review

Is Africa Left behind in the Global Climate Finance Architecture: Redefining Climate Vulnerability and Revamping the Climate Finance Landscape—A Comprehensive Review

1
Public Policy in Africa Initiative, Douala, Cameroon
2
School of Mining, Metallurgy and Chemical Engineering, University of Johannesburg, 25 Louisa Street, Doornfontein, Johannesburg 2028, South Africa
3
Department of Economics, University of Botswana, Private Bag, Gaborone 00705, Botswana
4
School of Chemical Engineering, University of Birmingham, Birmingham B15 2TT, UK
*
Authors to whom correspondence should be addressed.
Sustainability 2023, 15(17), 13036; https://doi.org/10.3390/su151713036
Submission received: 29 June 2023 / Revised: 12 August 2023 / Accepted: 28 August 2023 / Published: 29 August 2023

Abstract

:
African countries contribute less than 4% of global carbon emissions and are susceptible to the repercussions of climate change due to pre-existing challenges such as poverty, unemployment, and food insecurity. The Paris Agreement underscores the need for climate finance to support resilience and low-carbon investments. However, African nations struggle to access adequate funds, hindering effective adaptation and mitigation. Against this background, a bibliometric analysis was conducted on climate finance literature for the period 2007–2023 in order to explore the publication trends, emerging themes, and future research directions. Merging 91 documents from Web of Science and 94 from Scopus yielded a dataset of 139 records. Web of Science experienced a 10.58% publication growth rate, while Scopus had a higher publication growth rate of 13.18%. The merged dataset’s publication growth rate was 13.88%, reflecting consistent contributions. The surge in publications from 2019 to 2023 points to intensified discussions on climate change and associated policies. International collaboration between authors is evident, with Web of Science at 37.76%, Scopus at 28.7%, and the merged dataset at 26.62%. Temporally, 2007–2023 saw escalating interest, especially post-2012, reflecting the evolution of climate change and renewable energy policies. Authors were ranked based on article count and fractionalized ranks, with Chirambo D being the lead author in the field of climate finance in Africa. Key articles advocated for supplementary fund integration into government budgets. The UK, USA, and Germany topped in citations, reflecting the availability of research funding, expertise, and collaborations. Leading sources included Climate Policy and Climate and Development. Keyword co-occurrence identified five emerging thematic trends, contributing to an in-depth understanding of climate finance literature’s dynamics and future directions.

1. Introduction

Africa does not make significant contributions to global carbon emissions and is highly vulnerable to the impacts of climate change [1,2,3]. The continent faces a confluence of challenges, including high unemployment rates, widespread poverty, and food insecurity, which exacerbate the effects of climate shocks [3]. An additional challenge is that industrialization is coupled with greenhouse emissions. A restriction on environmental externalities implies that the gap between developing and developed countries is difficult to close since developed nations industrialized without strict limitations on emissions [4]. Moreover, Africa has been grappling with limited access to global climate funding. This situation has often left Africa in the cracks of the climate funding architecture, being marginalized and struggling to adapt to and mitigate climate change.
Vulnerability to climate change shocks is a complex phenomenon that comprises both environmental vulnerabilities and socio-economic vulnerabilities [5,6]. However, past studies have only concentrated on the physical dimensions of climate vulnerability to the exclusion of the socio-economic dimension [7]. Africa’s vulnerability to climate change is rooted in its exposure to various climate-related risks, including droughts, floods, desertification, and rising sea levels [8,9]. These risks pose severe threats to critical sectors, such as agriculture, water resources, infrastructure, and socio-economic development.
Assessing differences in vulnerability levels across countries can facilitate the identification of unique areas where context-specific efforts can be focused to reduce susceptibility to climate variability [10]. Africa’s representation and access to climate finance are hindered by financial, technical, social, cultural, and systemic barriers and biases [11,12]. Climate finance involves the examination of both local and global funding for public and private investments aimed at facilitating the mitigation of and adaptation to climate change [13]. Historically, the distribution of climate finance has favored developed and emerging economies and regions due to their higher emissions [14]. However, the financial and technical needs for climate finance greatly exceed the current availability of funds for developing countries [15]. Limited capacity and resources for project development and implementation, difficulties in accessing international climate funds, and complex bureaucratic processes are some of the challenges that African countries face in effectively channeling climate finance [16,17].
However, over the years, there has been recognition of the need to address this imbalance and support vulnerable regions such as Africa [18]. Leading to the COP 15 in 2009, “Copenhagen Accord” was the specific monetary commitment of USD 10 billion a year from 2010 to 2012, increasing to USD 100 billion by 2020, made by wealthy nations to support developing countries in implementing adaptation and mitigation strategies [19]. Thereafter, several initiatives were launched to increase climate finance for developing countries, including the Green Climate Fund (GCF), the Adaptation Fund, and various bilateral and multilateral initiatives. These mechanisms aim to provide financial resources to support climate change adaptation and mitigation projects in developing countries, including those in Africa. In addition to global climate funds, scholars have also explored the potential of the digital finance and digital economy in unlocking the green energy transition of countries [20,21,22]. The authors showed that digital financial services have a negative correlation with carbon emission in the long run and can leverage inclusivity in finance for adaptation and mitigating strategies [23].
That said, challenges persist in effectively channeling climate finance to African countries. Some key challenges include limited institutional capacity [24], limited resources for project development and implementation, difficulties in accessing international climate funds, and complex bureaucratic processes. Additionally, developing countries often face stringent requirements, which can make it challenging to access the necessary climate finances [25]. In order to make an assessment of the barriers of Africa’s access to climate finance and the potential solutions, this study carried out a bibliometric review addressing the following questions:
(1)
What is the aggregate production and distribution pattern of climate finance studies in the context of Africa as reflected through publication trends, countries of publication, and most productive journals?
(2)
Which articles and authors have wielded a pronounced impact on the domain of climate finance research in Africa, predicated upon citation metrics?
(3)
What are the country collaborations within the purview of climate finance literature?
(4)
What are the emerging themes based on the content analysis of the extant literature in climate finance research, and what recommendations and future research directions can be drawn?
A bibliometric analysis provides a quantifiable evaluation of research excellence and its output, spanning diverse chronological periods, research domains, prominent nations, and other dimensions [26,27,28]. The application of this methodology aids in the detection of research patterns and the evolutionary trajectory within a specific research domain. It further illuminates the influence exerted by research publications, identifies influential authors, and highlights frequently cited works [26,27].
The main contributions of the paper are as follows: The study undertook a comprehensive exploration of the systemic barriers and biases that hinder Africa’s access to climate finance, thereby leaving the continent at a disadvantage in addressing the effects of climate change. While previous research has acknowledged the vulnerability of Africa to climate change, this study delved deeper into the underlying issues related to climate finance. Moreover, the study conducted a bibliometric review and analyzed the publication trends, leading authors, most influential articles, journals, and countries. Moreover, the study showed the emerging themes and solutions to promote a more equitable and inclusive approach to climate finance, emphasizing the need to redefine climate vulnerability and revamp the climate finance landscape.
The remainder of the paper is structured as follows. Section 2 presents the contextual background, and Section 3 presents the methodology employed in conducting the study. Section 4 provides the results and analysis of the study. Section 5 presents the discussions of the paper based on the content analysis of the extant studies, and Section 6 concludes the study.

2. Contextual Background

2.1. Africa’s Unique Climate Risks and Vulnerabilities

Climate risk refers to the interconnectedness of climate-related disasters that arise from diverse climatic hazards. Nonetheless, the extent of these hazards’ impact is contingent upon the susceptibility or vulnerability of the affected systems [29]. Table 1 presents the most common hazards/environmental vulnerabilities in African countries.
The socio-economic dimension serves as a bridge between climate change effects and adaptation [36]. Therefore, it is important to recognize that the vulnerability of countries to climate shocks is not solely determined by environmental hazards but also by the susceptibility of individuals and economic assets to experience loss and damage. Attempts to achieve sustainable development in Africa may be thwarted by climate change. Increased poverty, inequality, and social instability may result from effects on infrastructure, water supplies, agriculture, and marginalized communities [37]. According to [38], the informal sector constitutes 55% of the GDP, and 90% of people work in the informal economy in Africa. The authors in [39] asserted that the size of the informal sector in Africa is a direct measure of the failures of the socio-economic policies.
The formalization of the informal sector makes it insurable by providing legal protection and intellectual property rights and by helping to overcome obstacles to growth, such as limited access to investment capital for adaptation activities as well as government support [40]. Other socio-economic vulnerabilities of African countries include poverty and inequality, social exclusion, and the double burden of food insecurity [3]. Furthermore, large proportions of the African population rely on rain-fed agriculture as their primary source of income. Climate change affects crop productivity, alters rainfall patterns, intensifies temperature extremes, and raises the risk of food insecurity [41]. Additionally, increased flooding has the potential to harm transportation networks and obstruct access to vital services, which can have an impact on business operations and can impede socio-economic development [42].

2.2. Challenges Faced by African Countries in Accessing Climate Finance

The impacts of climate change disproportionately affect African countries due to their limited capacity to respond adequately. Challenges in accessing climate finance, limited resources for project development and implementation, and complex bureaucratic processes hinder effective support for adaptation and mitigation efforts. Additionally, African nations often struggle to meet the stringent requirements and criteria set by international climate funds. These barriers further exacerbate the challenges faced by African countries in addressing climate change. African nations encounter various obstacles when attempting to execute efficient adaptation and mitigation measures and receive climate finance.
The effective use of climate finance is hampered by limited administrative capacity, lack of technical knowhow, and inadequate human resources [43,44]. Inadequate institutional frameworks in African countries pose another barrier to accessing climate finance. Strengthening these frameworks, including governance structures and coordination mechanisms, is essential to enhance the effectiveness and efficiency of climate finance utilization [45]. Weak institutional frameworks include a lack of specialist climate finance units, inadequate laws and regulations, and poor coordination amongst government entities, which make it difficult to allocate and use climate financing resources effectively [46].
Furthermore, allocating sufficient funding for climate-related activities is challenging due to conflicting development goals, such as infrastructure improvement and poverty alleviation [47]. In its current state, climate finance does not necessarily take into account the unique vulnerabilities of African nations. This limits the participation and inclusivity of climate finance, making it difficult to support adaptation projects in Africa. The lack of project development and implementation capacity of climate projects that satisfy the standards of climate financing may be difficult for African countries due to a lack of project development and implementation capabilities.

2.3. The Complex Nature of the Global Architecture of Climate Finance

The global architecture of climate finance is of increasing importance and is highly sophisticated and ever changing [17]. Financial resources are directed through various channels, both within and outside of the UNFCCC Financial Mechanism, including multilateral avenues, bilateral and regional initiatives, and other funding channels [48]. Funds flow through multilateral channels within and outside the UNFCCC Financial Mechanism, bilateral and regional initiatives, and channels [49]. While efforts have been made to allocate funds to developing countries, including those in Africa, there are still gaps and limitations that hinder effective support for the continent’s climate adaptation and mitigation efforts. In the last 25 years, numerous climate funds at the national, regional, and international levels have been established. Each subsequent fund addressed specific requirements and shortcomings that were present at that time.
In the structure of international climate adaptation finance, the allocation can be categorized into three primary streams: bilateral, multilateral, and funds. Bilateral flows presently constitute the largest portion of international adaptation finance. Contributions from Multilateral Development Banks (MDBs) make up a significant portion of multilateral non-fund climate finance. It is worth noting that multilateral climate funds have emerged as a rapidly expanding source of international adaptation finance. Within the institutional framework of the UNFCCC, four major funds—the Least Developed Countries Fund, Special Climate Change Fund, Adaptation Fund, and Green Climate Fund—play pivotal roles in facilitating climate finance. Beyond the UNFCCC, there exist external funding sources such as the Climate Investment Funds (CIFs), which consist of the Clean Technology Fund (CTF) and the Strategic Climate Fund (SCF) [50]. Notably, the CIFs incorporate a clause that mandates their closure once a new climate finance framework, primarily centered around the Green Climate Fund, becomes operational. Since these funds operate independently of the UNFCCC’s governance structure, it is expected that they do not preempt the ongoing deliberations within the UNFCCC [17,45].

2.4. Climate Finance Landscape in Africa

Within the international climate policy regime, climate finance holds a central position and has been a subject of extensive academic research and political debate [19,51]. The landscape of climate finance is often described as institutionally fragmented, characterized by the presence of separate and non-integrated institutions [52,53]. These institutions encompass a range of actors, including those associated with the United Nations Framework Convention on Climate Change (UNFCCC), World Bank-affiliated institutions, and government ministries in both developing and developed countries. Figure 1 illustrates the flows of climate finance in Africa, the sources and intermediaries of the finance, as well as the financial instruments used. Out of the USD 29.5 billion in funding, 85% of climate finance flows into Africa from international sources, with a very small component coming from domestic sources (3.7 billion). Figure 2 shows the allocation of climate finance to mitigation and adaptation activities, as well as the sectors that receive the funds. Traditional grant-based funding from multilateral and bilateral sources continues to dominate the climate finance landscape in Africa, and the energy sector receives the largest share of climate finance.
One of the challenges in the architecture of climate finance is the fragmentation of funds and initiatives [54,55]. With the establishment of multiple funds over the years, each with its own objectives, priorities, and eligibility criteria, it has become difficult for countries, especially developing ones, to navigate through the system and access the necessary funding. This fragmentation also leads to the duplication of efforts and inefficiencies in resource allocation [36]. Moreover, this fragmentation is indicative of deeper political divisions among these actors, as they support different institutions and uphold conflicting norms (various forms of fragmentation are explored in [50]). In light of this situation, a widely held viewpoint emphasizes the vital importance of climate finance coordination to address the adverse effects of institutional fragmentation and to maximize the benefits derived from climate finance. However, despite the recognition of coordination’s significance, climate finance flows continue to display a marked lack of coordination.
Furthermore, there is a lack of predictability and stability in climate finance flows. Many funds operate on a voluntary basis, relying on contributions from donor countries, which can vary from year to year. Moreover, contributor countries may not adhere to multilaterally agreed principles when allocating adaptation finance bilaterally [54]. This unpredictability makes it difficult for developing countries to plan and implement long-term climate projects, as they often require sustained financial support.
Figure 1. Climate finance flows, sources, and instruments in Africa, Source: [56].
Figure 1. Climate finance flows, sources, and instruments in Africa, Source: [56].
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Figure 2. Diversification of financial instruments for mitigation and adaptation in African countries, Source: [56]. * Other & Cross-sectoral flows include financing for capacity building, policy support at national level, disaster risk management, financial inclusion, COVID-19 and other benefits such as healthcare and social security.
Figure 2. Diversification of financial instruments for mitigation and adaptation in African countries, Source: [56]. * Other & Cross-sectoral flows include financing for capacity building, policy support at national level, disaster risk management, financial inclusion, COVID-19 and other benefits such as healthcare and social security.
Sustainability 15 13036 g002

2.5. How Diversified Are the Types of Financial Instruments

The diversification of climate finance instruments varies across different countries and regions [57,58,59,60]. While there has been progress in expanding the range of instruments, the overall level of diversification remains relatively limited and requires integration with other forms of financing, such as micro-finance [61]. Several initiatives have been launched to increase climate finance for developing countries, including the Green Climate Fund (GCF), the Adaptation Fund, and various bilateral and multilateral initiatives. These mechanisms aim to provide financial resources to support climate change adaptation and mitigation projects in developing countries, including those in Africa. However, challenges persist in effectively channeling climate finance to African countries. Table 2 presents the financial instruments used in climate finance in Africa.

3. Methodology

A review of literature is the main approach utilized in this study to examine fresh perspectives arising from prior research. According to the authors in [62], conducting a literature review is a widely employed approach to examine ideas from previous studies and transform them into an objective and systematic framework for defining and evaluating content. The Scopus and Web of Science databases were used to search for relevant articles using specific keywords and search strings shown in Table 3.

3.1. Design of the Review

The initial phase of the study involved conducting an initial literature search on the Web of Science (WoS) and Scopus databases. The assessment of the literature commenced with the identification of papers most aligned with the research scope, drawn from an extensive array of references, particularly those in recent times. The flow chart depicted in Figure 3 shows the steps followed in selecting the literature. The literature review was structured in a logical and systematic manner and clustered into themes. The systematic organization of the literature review facilitated a comprehensive understanding of the topic and served as a foundation for policy recommendations and future research directions.

3.2. Tools and Software Used in the Study

There are several software choices available for conducting bibliometric analyses. These options encompass VOSviewer [63] bibliometrics in R, and Biblioshiny [64]. In this particular study, the authors employed Biblioshiny to acquire descriptive statistics and publication trends. VOSviewer was used for the co-occurrence of keywords [63]. VOSviewer stands out as a widely embraced tool recognized for its capacity to visually represent bibliometric networks. By leveraging these software solutions, the researchers unearthed valuable insights into publication relationships and identified emerging research themes.

3.3. Collection of Data

The initial phase of data collection involved retrieving studies from the Scopus and WoS databases, wherein we collected bibliometric data from a repository of scientific papers. To ensure the selection of relevant papers for our study, specific search criteria were employed. While the Scopus database presented records spanning from 2010 to 2023, the WoS database contained records from 2007 to 2023. The merging of datasets from these two databases offers the distinct advantage of covering a longer time span, ranging from 2007 to 2023. The search in both Scopus and WoS databases incorporated the following keywords in our search strategy: “Africa”, “African countries”, “Sub-Saharan Africa”, “climate finance architecture”, “climate finance system”, “climate funding”, “climate finance” OR “climate finance mechanisms”. The initial merged dataset had 139 records and was retrieved on 1 August 2023.
The second step involved evaluating the retrieved papers. We conducted a thorough assessment to identify and eliminate duplicate records. In total, 53 duplicate records were deleted when merging the datasets. To further narrow down our selection, we closely assessed the full titles, description of abstracts, and authors keywords, excluding those that did not significantly contribute to the subject area of our study. Following this selection process and the exclusion of articles that were not relevant, the dataset consisted of 102 articles. Table 3 summarizes the criteria used for inclusion and exclusion during this stage.

4. Results and Analysis

Table 4 presents information about the data obtained from Web of Science (WoS) and Scopus databases, as well as the merged data from both sources. The data span from 2007 to 2023 and encompass various types of documents, such as articles, book chapters, conference papers, editorial reviews, and letters. While the Scopus database presented records spanning from 2010 to 2023, the WoS database contained records from 2007 to 2023. The merging of datasets from these two databases offers the distinct advantage of covering a longer time span, ranging from 2007 to 2023. This extended time coverage enhances the comprehensiveness and depth of the dataset, providing a more robust foundation for analyzing trends and patterns related to the research topic.

4.1. Summary of Bibliometric Data

Considering the number of documents, WoS contained 91 documents, while Scopus included 94. The merged dataset combined both sets, resulting in a total of 139 documents available for analysis. Furthermore, WoS exhibited a growth rate of 10.58%, indicating a steady increase in document publications over time. Scopus, on the other hand, presented a slightly higher growth rate at 13.18%. The merged dataset shown in Table 4 had a growth rate of 13.88%, which suggests a consistent rise in document contributions overtime. There is a notable jump in the number of publications from 2019 to 2023, and this may be attributed to the rise in discussions and importance of climate change agenda in recent years.
Additionally, the metric of co-authors per document sheds light on the collaborative nature of research efforts. The average co-authors per document stood at approximately 3.71 for WoS, 3.34 for Scopus, and 3.47 for the merged dataset. Moreover, international co-authorships offer insights into the extent of global collaboration within the datasets. WoS recorded a percentage of 37.76% for international co-authorships, while Scopus reflected a slightly lower figure at 28.7%. The merged dataset maintained a significant level of international collaboration at 26.62%. This shows that there are rising global efforts and collaboration between scholars in the field of climate finance.

4.2. Annual Scientific Production

As depicted by Table 5, the distribution of articles over the years revealed an increasing trend from 2007 to 2023. The years 2007, 2010, and 2011 saw a relatively lower number of articles, suggesting a gradual initiation of research interest in climate finance within the context of African countries. There was a notable surge in the number of articles in 2012, indicating a growing focus on the topic. The trend fluctuated and reached its peak in 2022 with 26 articles. This surge could be attributed to several factors, including growing relevance of climate finance, transition to green economy, and policy developments.

4.3. Top 10 Most Prolific Authors

Table 6 showcases the top 10 most productive authors in the field of climate finance in the context of African countries. The authors were ranked based on the number of articles attributed to them and their respective fractionalized ranks. Chirambo D emerges as the most prolific author, leading the list with 11 articles and thereby securing the top rank. Doku I follows with six articles, obtaining the second rank. Phiri A holds the third position with four articles, although their fractionalized rank of 2.00 indicated a competitive presence. Dougill A is in fourth place with three articles.
Ncwadi R and Stringer L are in the fifth and sixth positions, respectively, with each contributing three articles. Ahenkan A and Amadu F, both with two articles, are listed seventh and eighth, respectively. Besson S and Cull T close the list in the ninth and tenth positions, each credited with two articles.

4.4. Most Influential Articles

Table 7 presents the top 10 notable research publications in the field of climate finance, along with details regarding the authors, publication years, journals, total citations (TC), average citations per year (TC/year), normalized total citations (NTC), and corresponding ranks.
As illustrated in Table 7, Muller M (2007) [88] published an article titled “Adapting to climate change: water management for urban resilience” in Environment and Urbanization. The article highlighted that the allocation of supplementary funds is based on the “polluter pays” principle, advocating for these funds to be integrated into government budgets instead of being exclusively earmarked within distinct climate finance mechanisms. The article had 128 total citations and an average of 7.53 citations per year, securing the top rank position. The second position was occupied by an article written by Schwerhoff G (2017) [89]. The article was published in Renewable and Sustainable Energy Reviews. The article is titled “Financing renewable energy in Africa—Key challenge of the sustainable development goals”, and it accumulated 115 total citations and an average of 16.43 citations per year. The article highlighted that governance practices need to be enhanced with the aim of attaining an enhanced credit rating, thereby leading to a reduction in financing costs.

4.5. Research Output by Country

Table 8 shows the top 10 most productive countries based on their total citations in the context of climate finance in Africa. Germany holds the first position with a total of 496 citations, showcasing its strong contribution to the field. The United Kingdom secures the second position with 311 citations. The USA stand in the third position with 274 citations. The positions of Germany, the United Kingdom, and the USA in the top three could be attributed to the availability of research funds and expertise in the field of climate finance, as well as strong scientific collaborations on research projects.
At the bottom four of the top 10 most productive countries there are mostly African countries, namely Ghana, Kenya, and Congo. This could be due to limited research infrastructure and funding resources dedicated to climate finance and green transition, leading to limited research output.

4.6. Most Productive Sources

As illustrated in Table 9, Climate Policy is the leading source, and it has published eight articles, indicating its significant role in disseminating research related to policies and strategies addressing climate change and finance in Africa. The second position is occupied by Climate and Development, which published six articles and contributed to research that explores the nexus of climate change and sustainable development, including climate finance. The last two positions are occupied by African Handbook Of Climate Change Adaptation and Climate Change Management both with 2 publications each.

4.7. Bibliometric Coupling of Countries

Figure 4 illustrates the bibliometric coupling analysis of countries, with circles representing nodes and lines indicating collaborations among these countries. The size of each node reflects the respective country’s impact and influence in the domain of climate finance research in Africa. Larger nodes indicate greater influence within the field. Nodes of similar color denote countries belonging to the same research cluster.
Germany possesses the largest node, signifying its prominent position as a leading country with substantial impact and influence in the field. Collaborative research ties are evident through connecting lines to Japan, the United Kingdom, Sweden, and Austria. Conversely, countries with smaller nodes, such as Nigeria, Ghana, and Ethiopia, exhibit comparatively minimal research influence and impact in the domain.
Regarding African countries, South Africa stands out with the most significant influence and impact in the field, reflected by its larger node size. Additionally, South Africa’s extensive collaborations with other nations beyond the African continent underscore its role as a key contributor to global climate finance research efforts. This could be attributed to the fact that South Africa is one of the largest emitters in Africa, and it continues to seek climate adaptation finance in order to facilitate its transition to a green economy characterized by zero carbon emissions.

4.8. Co-Occurrence of Keywords

Figure 5 shows a visual representation of the co-occurrence of “Keywords” terms. A co-occurrence analysis examines the frequency of keyword occurrences in analyzed documents to evaluate their relationships. The size of each node in the visualization, determined by its diameter, corresponds to the number of articles featuring the respective term, indicating its frequency of appearance. The proximity of keywords within the visualization indicates the extent of their interconnectedness or relatedness.
Figure 5 depicts that the keywords “Climate Change” and “Climate Finance” stand out as the most frequently utilized terms, represented by their large node size compared to others. Climate Finance is frequently associated with other terms, such as “renewable energy”, “energy policy”, “private sector”, “sustainable development”, “financial services”, “alternative energy”, and “energy access”. This indicates that researchers focus on understanding the implications for climate finance for energy access and sustainable development in Africa. The color coding of nodes in Figure 5 reveals that there are five clusters of keywords nodes. Based on the keyword co-occurrence, the study identified the following emerging themes in the literature (see Table 10): (i) exploring renewable energy, policies, and investments for a sustainable energy transition; (ii) climate change resilience and smart agriculture: navigating adaptation and the mitigation finance landscape; (iii) enhancing sustainable development through capacity building, governance, and informed decision making; (iv) advancing climate change mitigation and emission reduction in the developing world: policy implications under the United Nations Framework Convention on Climate Change; (v) the role of microfinance in achieving sustainable development and financial inclusion for entrepreneurs in climate change adaptation.

5. Discussion

Africa’s active participation in global climate action is essential for addressing the continent’s unique vulnerabilities and promoting a sustainable future. Based on the content analysis of the extant studies, this study discussed the following key aspects;
(1)
Redefining climate vulnerability;
(2)
Exploring financing mechanisms to improve access and distribution of climate finance in Africa
(a)
Scaling up concessional finance, a vital step towards building regional resilience;
(b)
Harnessing the untapped potential of climate funds as a crucial funding source for climate mitigation and adaptation in Africa;
(c)
Mobilizing pension funds as a strategic source of investments for climate action;
(3)
Mobilizing political will and commitment;
(4)
Addressing low sovereign credit ratings and the de-risking of projects in Africa;
(5)
Gendered climate finance and investment;
(6)
Strengthening domestic resource mobilization;
(7)
Coordinating and harmonizing climate finance mechanisms.

5.1. Redefining Climate Vulnerability

To date, there is no consensus on the definition of vulnerability to climate change [94]. However, scholars agree that it consists of physical exposure and sensitivity to natural hazards and adaptive capacity [95]. To ensure that Africa receives adequate support to tackle climate change, it is necessary to redefine climate vulnerability and revamp the existing climate finance landscape. Identifying countries that are vulnerable to climate change requires political and normative decisions that are hard to capture with quantitative indicators [96]. This would involve considering additional criteria that reflect the unique vulnerabilities of African countries, such as climate-related risks, geographic vulnerability, and socio-economic indicators.
Redefining vulnerability would enable a fairer distribution of climate finance to African nations. Policymakers face the challenge of operationalizing vulnerability, which is further complicated by the lack of a scientific consensus on conceptually defining and measuring it [97,98].
There are three primary indices widely recognized for measuring and ranking countries’ vulnerability to climate change. Firstly, the ND-GAIN (Global Adaptation Index), developed by the Notre Dame Global Adaptation Initiative, assesses vulnerability through a comprehensive set of indicators, encompassing exposure to climate hazards, sensitivity to climate impacts, and adaptive capacity at the country or regional level. Notably, among the top ten most vulnerable nations worldwide, eight are located in sub-Saharan Africa, as indicated by ND-GAIN [99]. Secondly, there is the INFORM index INFORM, [100] and thirdly, there is the World Risk Index World Risk Report [101]. It is worth noting that these indices may yield slightly divergent rankings for countries.
Based on the aforementioned indices, a limited body of research has previously aimed to track international adaptation finance and examine the extent to which bilateral, multilateral, and fund-based adaptation finance are aligned with the vulnerability of recipient countries [51]. Studies focusing specifically on bilateral adaptation finance have indicated that donors do consider vulnerability when allocating funds for adaptation purposes [102]. However, an examination of the variables used to measure vulnerability revealed that physical vulnerability or exposure appear to have a greater influence than factors related to socio-economic vulnerability [98,102,103].
Against the above background, redefining climate vulnerability and reaching a consensus are crucial to address the disparities faced by African nations in accessing climate finance [103]. A comprehensive and context-specific approach is needed, considering factors such as food insecurity, water scarcity, ecosystem fragility, and social vulnerability [104]. By broadening the definition of vulnerability and mapping vulnerability to multiple stressors, African nations can receive a fairer share of climate finance and better address their specific challenges [105].
Against the above background, this review study argues that the following aspects need to be taken into consideration when re-defining climate vulnerability in African countries:
i
Ecosystem fragility: The diverse African ecosystems offer vital services to nearby communities, such as food, water, and livelihoods. The fragility and resilience of ecosystems, such as forests, wetlands, and coastal areas, which are essential for maintaining biodiversity, regulating the climate, and providing ecosystem services, should be taken into consideration when assessing vulnerability [106].
ii
Exposure to climate-related hazards: As indicated before, Africa is significantly exposed to a variety of climate-related problems. Any vulnerability assessment should focus on this exposure. When assessing vulnerability, one should take into account elements such as flood frequency and intensity, sea-level rise projections, and temperature extremes [107].
iii
Reliance on rain-fed agriculture: Many African countries heavily rely on rain-fed agriculture, making them particularly vulnerable to climate change and fluctuation. Analyzing the reliance on agriculture, the accessibility of irrigation systems, the availability of agricultural supplies, and the ability to modify farming operations in response to shifting climatic conditions are all important components of assessing susceptibility [41].
iv
Social vulnerability and governance: Social factors have a big impact on climate change vulnerability. The ability of communities to deal with and adapt to issues associated with climate change is influenced by factors such as poverty, inequality, access to healthcare and education, social cohesiveness, and governance systems. Indicators of social vulnerability, such as demographic traits, social cohesion, and government efficiency, should be taken into account when assessing vulnerability [108].
v
Water shortage and access: Lack of access to clean water is a serious problem in Africa, which is made worse by climate change. Water resource availability and quality should be taken into account when assessing vulnerability, as well as the ability to manage water shortages through infrastructure, water-saving techniques, and effective water allocation mechanisms [109].
Moreover, to ensure equitable participation and avoid leaving behind countries with limited institutional capacity and high vulnerability, it is essential for funds to enhance their existing mechanisms. This includes strengthening the emerging simplified approval track, which would enable the inclusion of countries facing significant challenges. It is crucial to prioritize the needs of these countries and their populations in the long run, as emphasized in the studies by [7,45].
The international community can better appreciate the distinct difficulties faced by African nations by adopting a more thorough and context-specific approach to measuring vulnerability. To address the unique needs and to promote resilience in these countries, specialized interventions, policies, and support structures can be based on this understanding. It is essential for policymakers, academics, local communities, and international organizations to work together to ensure that vulnerability assessments accurately reflect the multifaceted and unique character of climate vulnerability in Africa.

5.2. Exploring Financing Mechanisms to Improve Access and Distribution of Climate Finance in Africa

Leveraging private sector investments, climate bonds, insurance mechanisms, and partnerships with international financial institutions can help bridge the gap and ensure funds reach those who need them the most.
Efforts should be made to increase the overall funding available for climate finance and ensure a more equitable distribution across regions. Developed countries and international institutions should fulfill their commitments to mobilize USD 100 billion annually by 2020 to support climate action in developing countries, as pledged under the United Nations Framework Convention on Climate Change [110].
To improve the scalability of projects and ensure stable funding, African countries need to diversify financial instruments, shifting focus from grants to loans and private capital. This strategic shift will enhance the predictability of funds and enable sustainable funding mechanisms for ambitious projects in the region [60].

5.2.1. Scaling Up Concessional Finance: A Vital Step towards Building Regional Resilience

Concessional climate finance should be considered as additional funding, complementing existing development aid flows instead of competing and substituting them [111]. It is worth emphasizing that concessional finance for African countries should be targeted at projects that will add value not only to the environment, but also to the economy and society, such as investments in infrastructure to produce energy that most sub-Saharan African (SSA) countries desperately need to transform their economies and increase productivity. Climate financial intermediary funds (FIFs) stand as significant reservoirs of multilateral grants and concessional finance specifically designated for climate-related purposes, encompassing middle-income countries (MICs) as beneficiaries [112].

5.2.2. Harnessing the Untapped Potential of Climate Funds as a Crucial Funding Source for Climate Mitigation and Adaptation in Africa

Climate funds, although they play a valuable role in supporting climate goals, constitute only a small portion of sub-Saharan Africa’s overall climate finance landscape. Donors perceive these funds as convenient and specialized funds for channeling assistance specifically for climate-related objectives. The financing for climate funds is typically sourced from bilateral donors or multilateral financial institutions, which are then allocated to various recipients, such as governments, national development banks, (non-governmental organizations) NGOs, and the private sector.
It is worth highlighting that climate funds have resulted in a surplus, with disbursements falling short of the funds received. The overall deposits in global climate funds have reached USD 35 billion, following initial pledges of USD 43 billion [111]. However, actual disbursements has been less than USD 11 billion [111].
Collaborative capacity-building efforts are essential to equip individuals with the skills necessary to develop projects that are likely to secure funding from the Green Climate Fund (GCF) and from the CFU [113]. This capacity building should involve close cooperation with the funds themselves, local universities, and relevant government departments. It is crucial to ensure that the funds are directed towards the right destinations, as highlighted in the preceding section on the rise in concessional funding. Therefore, the projects should: (a) align with the country’s key priorities, as outlined in the national development plan and vision document; (b) concentrate on infrastructure development to enhance economic productivity and foster competition in strategic sectors of the economy; (c) incorporate independent civil society representation, including the presence of a free press, in committees responsible for monitoring and evaluating budget allocations and fund utilization. This inclusion will fortify transparency and accountability mechanisms.

5.2.3. Mobilizing Pension Funds as Strategic Source of Investments for Climate Action

Engaging pension funds in climate finance and investment through suitable financial instruments is crucial. The key challenge is that, traditionally, pension funds have a low risk appetite due to liquidity requirements. While some North African countries have achieved a pension coverage rate of approximately 80%, sub-Saharan Africa still has a relatively low coverage rate of around 10%. Pension funds are particularly robust in South Africa and Botswana. The total assets under management in 12 emerging markets in Africa amount to nearly USD 400 billion. According to reports, it was anticipated that the assets under management of African pension funds would increase to approximately USD 1.1 trillion by 2020. The vehicle for green investing for climate change adaptation and mitigation includes green bonds, structured green products, and green infrastructure funds.

5.3. The Importance of Political Will and Commitment

Political will plays a crucial role in addressing the challenges faced by African countries in accessing climate finance [114]. Commitment to the pace of change and the realignment of financial flows towards low-emission and climate-resilient investments is necessary. Political will is a critical determinant of the success or failure of environmental policies and interventions [115]. This requires collective efforts from governments, international institutions, and stakeholders to ensure that Africa receives adequate support to tackle climate change and build climate resilience. For example, South Africa is amongst the few African countries with a climate change bill (B9-2022) introduced in February 2022 by the Minister of Forestry, Fisheries, and Environment to encourage low carbon transition and climate resilience.

5.4. Africa’s Credit Rating and De-Risking Projects

Countries in Africa have lower sovereign credit ratings that make it difficult for them to access climate finance [116]. Climate change vulnerability has adverse effects on sovereign credit ratings, even after taking into account conventional macroeconomic determinants of sovereign bond spreads and credit worthiness [117]. Improving the resilience of African countries to climate change can reduce the likelihood of sovereign debt default and improve capital flows to mitigation and adaptation projects, especially renewable energy [118]. Other challenges of climate finance in Africa include the lack of collateral, significant initial capital requirements for investment projects, and uncertain long-term horizons for infrastructure initiatives. Moreover, obvious risks associated with climate capital flows to African countries include currency risk, regulatory and political risk, business-related risk, and technical risks. These risks introduce uncertainties and potential negative outcomes that can discourage investors or alter expected returns. Multilateral development banks should prioritize the financial de-risking of investment projects within African countries as a strategy to unlock the vast renewable energy potential present in the African region [87,119,120].

5.5. Gendered Climate Finance and Investment

There are several advantages in bridging the gender gap within the energy sector, including a wider availability of the skilled labor workforce. Some academic studies suggest that women as corporate leaders may tend to be more balanced in their ambition vis-à-vis the environmental consequences [121,122]. Furthermore, the African Development Bank has shown that about 90% of the informal labor force constitutes women who are mostly engaged in agricultural activities. However, the informal sector remains largely uninsured from climate risks, and this makes women more prone to climate change shocks since the agricultural sector is one of the hardest hit by climate hazards. This requires innovation on gendered financial instruments, which will channel adaptation funding to women-owned projects across susceptible sectors, especially agriculture [123,124].

5.6. Strengthening Domestic Resource Mobilization

Promoting sustainable and inclusive economic growth, enhancing governance frameworks, and fostering partnerships between governments, the private sector, and civil society organizations are crucial for strengthening domestic resource mobilization in African countries. By mobilizing and raising funds domestically through carbon taxes on most emitting sectors, countries can raise adaptation funds.
Building local capacity in African countries to access, manage, and utilize climate finance effectively is essential. This involves promoting sustainable and inclusive economic growth, enhancing governance frameworks, and fostering partnerships between governments, the private sector, and civil society organizations. By strengthening domestic resource mobilization, African countries can become more resilient to climate change and can reduce their dependence on external funding.

5.7. Coordinating and Harmonizing Climate Finance Mechanisms

Fragmented governance characterizes the management of climate finance for mitigation and adaptation in developing countries, both at the international and national levels. Fragmented governance refers to the decentralized and disjointed management of public climate finance for mitigation and adaptation in developing countries, both at the international and national levels. This fragmentation is characterized by the involvement of numerous actors with overlapping mandates, preferences, and areas of expertise in climate finance [125].
To address the challenges posed by this fragmentation, coordination among these actors has emerged as a necessary approach. The authors in [60] highlighted the importance of harmonization and raised a crucial question: What distinguishes the operations of the Global Climate Fund from the existing climate funds that provide financial resources for climate change activities in Africa?
The coordination and harmonization of climate funds are essential to tackle the complexity and inefficiencies in the climate finance architecture. This requires closer engagement between the secretariats and governing bodies of these funds to minimize the duplication of efforts and streamline processes. By harmonizing fund requirements, application procedures can be simplified and consistent standards for accessing funds can be established. Furthermore, enhancing coordination and harmonization allows for a clearer division of labor and specialization among funds. This means that different funds can focus on supporting specific thematic areas, project sizes, and risk levels, effectively addressing gaps and overlaps in climate finance support.
Overall, by promoting coordination, harmonization, and specialization among climate funds, the management of public climate finance can become more efficient, streamlined, and effective in supporting mitigation and adaptation efforts in developing countries.

6. Conclusions

Africa faces significant challenges in accessing climate finance and addressing climate vulnerability. This study carried out a bibliometric analysis to determine the publication trends, productive authors, journals, and country collaborations. Moreover, the study showcased leading articles in the field of climate finance in Africa, as well as the emerging themes. Finally, the study unearthed and discussed critical topics from the content analysis of the extant literature. The study combined bibliometric data retrieved from the Scopus and Web of Sciences databases.
Web of Science (WoS) contained 91 documents, while Scopus included 94. Merging these datasets resulted in a total of 139 documents available for analysis. WoS showed a growth rate of 10.58%, while Scopus exhibited a slightly higher rate of 13.18%. The merged dataset had a growth rate of 13.88%, indicating a consistent rise in document contributions over time. There was a significant increase in publications from 2019 to 2023, possibly due to the growing importance of climate change discussions. Moreover, international collaboration was evident, with WoS recording 37.76% for international co-authorships, Scopus recording 28.7%, and the merged dataset recording 26.62%. This suggests increased global collaboration among scholars in the field of climate finance.
Leading authors were identified based on their published documents and fractionalization. Chirambo D ranks first with 11 articles, followed by Doku I with 6. The leading article based on the number of citations is by Muller M published in 2007, and the article is titled “Adapting to climate change: water management for urban resilience”. It discusses the allocation of funds based on the “polluter pays” principle, suggesting the integration of renewable energy costs into government budgets. The second-most influential article was published by Schwerhoff G in 2017. The article is titled “Financing renewable energy in Africa—Key challenge of the sustainable development goals”, and it accumulated 115 citations and focused on renewable energy financing.
Germany is the leading productive country and it holds the top position with 496 citations, followed by the United Kingdom with 311 citations, and the USA with 274 citations, reflecting their strong contributions to the field of climate finance in African countries. These countries likely benefit from research funding, expertise, and scientific collaborations. The top sources are Climate Policy with eight articles and Climate and Development with six, highlighting their leading roles in publishing and disseminating climate finance research.
Through keyword co-occurrence analysis, this study unveiled several emerging themes within the climate finance literature. These themes shed light on various dimensions of research in the field. The first theme delves into research exploring the dynamics of renewable energy, policy frameworks, and investments, with the ultimate goal of facilitating a smooth transition towards sustainable energy sources. The second theme focuses on the intricate relationship between climate change resilience, smart agricultural practices, and the complex financial landscape of adaptation and mitigation efforts. The third theme revolves around the pursuit of sustainable development through capacity building, effective governance, and informed decision-making processes. The fourth theme addresses the critical challenge of advancing climate change mitigation efforts and emission reduction strategies in developing nations, with a specific focus on policy implications guided by the United Nations Framework Convention on Climate Change. The fifth theme highlights the crucial role of microfinance in facilitating sustainable development and financial inclusion, particularly for entrepreneurs seeking to adapt to the impacts of climate change. Future research, both qualitative and quantitative, must endeavor to explore these themes further.

Author Contributions

Conceptualization, P.T., M.M., M.B., H.N. and H.O.; methodology, P.T.; formal analysis, P.T. and M.M.; writing—original draft preparation, P.T., M.M., M.B. and H.N.; writing—review and editing, P.T., M.M., H.O. and H.N. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 3. Flow chart of literature retrieval and analysis.
Figure 3. Flow chart of literature retrieval and analysis.
Sustainability 15 13036 g003
Figure 4. Bibliometric coupling of countries.
Figure 4. Bibliometric coupling of countries.
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Figure 5. Keyword co-occurrence mapping and clusters.
Figure 5. Keyword co-occurrence mapping and clusters.
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Table 1. Environmental vulnerabilities in African countries.
Table 1. Environmental vulnerabilities in African countries.
Hazard TypeDescriptionCountries Most Affected
DesertificationAfrica is very concerned with desertification, which is the growth of arid and semi-arid areas. It is influenced by a number of variables, including population pressure, deforestation, climate change, and unsustainable land management techniques [30]. The degradation of agricultural land and biodiversity loss and the reduction in access to water supplies are all consequences of desertification [31].Algeria, Morocco, and Tunisia
DroughtsThe frequent and protracted droughts that occur in Africa have a serious impact on agriculture, water supplies, and food security. Millions of people rely on agriculture for their livelihoods, and droughts can cause crop failures, animal losses, and water shortages [32].Ethiopia, Kenya, Madagascar, and Somalia.
FloodsDevastating floods occur in Africa, especially in low-lying coastal areas and locations with poor drainage systems. Floods can cause fatalities, community uprooting, infrastructure damage, crop destruction, and an increase in the spread of waterborne diseases [33].Niger, Sudan, South Sudan, Mali, Burundi, South Africa, and Zimbabwe
Rising sea levelsDue to Africa’s extensive coastline, both coastal communities and ecosystems are seriously threatened. One of the effects that can have serious social, economic, and environmental repercussions is coastal erosion [34]. Other effects include saltwater intrusion into freshwater sources and a greater vulnerability to storm surges.Exposures to coastal countries.
WildfiresEnergy infrastructure, such as power plants, transmission lines, and oil and gas installations, is at risk from wildfires [35]. Critical infrastructure may be destroyed or damaged by these fires, resulting in power outages, disruptions in the energy supply, and financial losses.Algeria, Tunisia, and Morocco
Table 2. Financial instruments used in climate finance in Africa.
Table 2. Financial instruments used in climate finance in Africa.
GrantsThis refers to financial assistance that is provided without the expectation of repayment or reimbursement. They are primarily allocated for purposes such as technical assistance, early-stage project development, and capacity building efforts. Grants play a crucial role in supporting activities that facilitate the advancement of climate-related initiatives, particularly in terms of enhancing technical expertise, fostering project inception, and strengthening the capabilities of stakeholders involved. For example, the Ethiopian government initiated the Productive Safety Net Program in 2005.
Project financeClimate finance investments of this nature entail direct injections of debt or equity into individual projects. These investments can take the form of fully commercial arrangements or can incorporate elements of concessional finance, such as loan guarantees, first loss debt, and off-taker guarantees.
Financing facilitiesClimate finance instruments of this type pertain to the provision of debt or equity funding targeted at a portfolio of projects, companies, or individuals, as opposed to individual projects. They may encompass a range of concessional levels, which can include subordinate debt or equity, extended debt tenors or fund horizons, or additional grant capital.
Results-based financeClimate finance instruments falling under this category entail the provision of debt or grant capital for a specific project or a portfolio of projects, with funding contingent upon the attainment of specific climate adaptation outcomes. The disbursement of financial resources is linked to the achievement of predefined targets or milestones related to climate adaptation, ensuring that the allocated funds are effectively utilized to enhance resilience and address climate-related challenges.
Debt for climate swapsClimate debt swaps refer to a specific form of debt swap mechanism wherein a debtor nation, rather than making external debt payments in a foreign currency, redirects those payments in local currency towards financing domestic climate projects based on mutually agreed terms. This arrangement allows the debtor nation to channel the funds that would have been used for debt servicing into climate initiatives within their own borders, thereby promoting sustainable development and climate action within the country.
Liquidity instrumentsClimate finance instruments in the form of rapid-response grants or debt facilities are specifically designed to facilitate prompt access to capital. These facilities are typically established with the objective of assisting governments, businesses, or individuals in meeting their immediate financial requirements following a significant climate-related event. By providing expedited access to funding, these facilities aim to support timely response and recovery efforts in the aftermath of such events, helping to address urgent needs and to promote resilience in the face of climate challenges.
InsuranceThe predominant risk transfer mechanism in climate finance encompasses various instruments, such as catastrophe bonds, parametric insurance, index insurance, and risk pooling. These instruments are widely utilized to mitigate risks associated with climate-related events by transferring them to external parties, enabling the effective management of climate risks and enhancing resilience in vulnerable regions.
Table 3. Summary of criteria used for the inclusion and exclusion of articles.
Table 3. Summary of criteria used for the inclusion and exclusion of articles.
Criteria
Logical Statement in ScopusTITLE-ABS-KEY ((Africa OR “African countries” OR “Sub-Saharan Africa”) AND (“climate finance architecture” OR “climate finance system” OR “climate funding” OR “climate finance” OR “climate finance mechanisms”)).
Logical Statement in WoSTS = ((Africa OR “African countries” OR “Sub-Saharan Africa”) AND (“climate finance architecture” OR “climate finance system” OR “climate funding” OR “climate finance” OR “climate finance mechanisms”))
Inclusion Criteria
  • Document is located in SCOPUS/WoS databases;
  • Documents include the keywords Africa, African countries, sub-Saharan Africa; climate finance architecture; climate finance system; climate funding; climate finance; climate finance mechanisms;
  • Documents are written in the English language.
Exclusion Criteria
  • Document is not written in English;
  • Documents do not include the scope of the key words;
  • Documents are not in Scopus and WoS.
Table 4. Summary bibliometric data obtained from the Scopus and WoS databases and the merged dataset.
Table 4. Summary bibliometric data obtained from the Scopus and WoS databases and the merged dataset.
Main InformationWoSScopusMerged
Timespan2007:20232010:20232007:2023
Sources (journals, books, etc.)6676102
Documents9194139
Annual growth rate %10.5813.1813.88
Document average age4.644.544.43
Average citations per doc17.6813.4113.65
Average citations per year per doc3.2452.2212.548
DOCUMENT TYPES
Article7559100
Article; early access2 2
Book chapter 1717
Conference paper 22
Conference review 11
Editorial 11
Editorial material3 3
Letter111
Review12912
Note 4
DOCUMENT CONTENTS
Keywords plus (ID)279357380
Author’s keywords (DE)301257375
AUTHORS
Authors324257421
Author appearances364314483
Authors of single-authored docs172230
AUTHORS COLLABORATION
Single-authored docs223141
Documents per author0.3020.3660.33
Co-authors per doc3.713.343.47
International co-authorships %37.7628.726.62
Table 5. Annual output of publications.
Table 5. Annual output of publications.
YearsArticles
20071Sustainability 15 13036 i001
20101
20111
20126
20137
20147
20156
20169
201710
201811
20199
202014
202123
202226
20238
Table 6. Most productive authors.
Table 6. Most productive authors.
Refs.AuthorsArticlesAuthorsArticles
Fractionalized
Rank
[59,61,65,66,67,68,69,70,71,72,73]Chirambo D11Chirambo D111
[35,74,75,76,77,78]Doku I6Doku I2.832
[35,75,77,78]Phiri A4Islam M2.003
[79,80,81]Dougill A3Phiri A1.504
[35,75,77]Ncwadi R3Pauw W1.335
[79,80,81]Stringer L3Ahenkan A1.256
[54,55,82,83]Ahenkan A2Diko S1.177
[84,85]Amadu F2Aassouli D1.008
[60,86]Besson S2Afful-Koomson T1.009
[86,87]Cull T2Arezki R1.0010
Table 7. Top 10 articles per citation.
Table 7. Top 10 articles per citation.
Ref.AuthorsYearJournalTCTC/YearNTCRank
[88]Muller M2007Environment and Urbanization1287.531.001
[89]Schwerhoff G2017Renewable and Sustainable Energy Reviews11516.433.052
[90]Blasiak R2017Plos One9713.862.573
[79]Stringer L2012Environmental Science and Policy766.333.104
[59]Chirambo D2018Renewable and Sustainable Energy Reviews6611.004.275
[91]Lobell D.B2013Environmental Research Letters655.913.926
[80]Dougill A.J2012Philosophical Transactions of The Royal Society B615.082.497
[85]Amadu F.O2020World Development5614.004.138
[92]Bracking S,2015Third World Quarterly566.221.879
[93]Yang Q2022Resources Policy5226.008.7810
Table 8. Top 10 most productive countries measured by citations.
Table 8. Top 10 most productive countries measured by citations.
RankingCountryTotal CitationsAverage Article Citations
1Germany49621.57
2United Kingdom31120.73
3USA27418.27
4South Africa24313.50
5China11516.43
6Japan9949.50
7Ghana618.71
8Kenya498.17
9Congo4040.00
10Switzerland3210.67
Table 9. Most relevant sources.
Table 9. Most relevant sources.
SourcesArticles
Climate Policy8Sustainability 15 13036 i002
Climate And Development6
Environmental Research Letters4
International Journal Of Climate Change Strategies And Management3
Renewable and Sustainable Energy Reviews3
World Development3
Advances In Climate Change Research2
Advances In Science Technology And Innovation2
African Handbook Of Climate Change Adaptation2
Climate Change Management2
Table 10. Summary of keyword clusters and emerging themes.
Table 10. Summary of keyword clusters and emerging themes.
ClusterNode ColorKeywordsEmerging Theme(s)
1red“alternative energy”, “clean development mechanisms”, “energy access”, “energy efficiency”, “energy policy”, “financial services”, “investments”, “private sector”, “renewable energy”, “stakeholder”, “sustainable development goal”Exploring renewable energy, policies, and investments for a sustainable energy transition.
2green“climate change”, “adaptation”, “agriculture ”, “climate”, “climate change adaptation”, “climate smart agriculture”, “finance”, “global climate”, “mitigation”Climate change resilience and smart agriculture: navigating adaptation and mitigation finance landscape.
3blue“developing world”, “climate finance”, “adaptive management”, “capacity building”, “decision making”, “development”, “environmental economics”, “environmental policy”, “governance approach”, “poverty alleviation”, “sustainability”Enhancing sustainable development through capacity building, governance, and informed decision making.
4lemon“climate change mitigation”, “developing countries”, “developing world”, “economics”, “emission control”, “greenhouse gases”, “united nations framework convention on climate change”Advancing climate change mitigation and emission reduction in the developing world: policy implications under the United Nations Framework Convention on Climate Change.
5purple“entrepreneurship”, “financial inclusion”, “food security”, “microfinance”, “sustainable development”The role of microfinance in achieving sustainable development and financial inclusion for entrepreneurs in climate change adaptation.
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Tamasiga, P.; Molala, M.; Bakwena, M.; Nkoutchou, H.; Onyeaka, H. Is Africa Left behind in the Global Climate Finance Architecture: Redefining Climate Vulnerability and Revamping the Climate Finance Landscape—A Comprehensive Review. Sustainability 2023, 15, 13036. https://doi.org/10.3390/su151713036

AMA Style

Tamasiga P, Molala M, Bakwena M, Nkoutchou H, Onyeaka H. Is Africa Left behind in the Global Climate Finance Architecture: Redefining Climate Vulnerability and Revamping the Climate Finance Landscape—A Comprehensive Review. Sustainability. 2023; 15(17):13036. https://doi.org/10.3390/su151713036

Chicago/Turabian Style

Tamasiga, Phemelo, Malesela Molala, Malebogo Bakwena, Hugue Nkoutchou, and Helen Onyeaka. 2023. "Is Africa Left behind in the Global Climate Finance Architecture: Redefining Climate Vulnerability and Revamping the Climate Finance Landscape—A Comprehensive Review" Sustainability 15, no. 17: 13036. https://doi.org/10.3390/su151713036

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