CGD NOTES

MDB Strategies in the Most Climate-Vulnerable Countries: Is Adaptation a Priority?

Africa, developing Asia excluding China, and Latin America have contributed less than 20 percent of cumulative global carbon emissions. But they are on the receiving end of negative climate impacts on growth, poverty reduction, and human development. They disproportionately confront heat, droughts, floods, declining food production, and climate-related natural disasters. The World Bank estimates that climate change may push between 32 and 132 million people into extreme poverty by 2030. 2.4 billion people are already food insecure, with climate change and its impact on agricultural output and productivity a major driver. For the most vulnerable countries, climate-related priorities are adaptation and resilience. They look to multilateral development banks (MDBs) to help them address these increasingly urgent challenges.

MDBs have responded with commitments to increase finance for adaptation and resilience. Joint MDB reports show that the collective volume of MDB adaptation finance for emerging markets and developing economies (EMDEs) has indeed risen but significantly lags that of mitigation finance. In 2022, MDBs together committed $23 billion in adaptation finance to EMDEs, as compared to $38 billion in mitigation finance.

At COP28, MDB heads pledged to increase volumes and shares of adaptation finance. World Bank President Ajay Banga has targeted a 50-50 allocation between adaptation and mitigation for combined IBRD and IDA commitments, in the context of an overall target of 45 percent for the share of climate-related finance in total World Bank Group (WBG) finance commitments. Estimates of climate finance gaps point up the need for a much larger collective effort by MDBs and other public finance sources. The World Resources Institute (WRI) projects that the developing world will need $340 billion per year in adaptation finance by 2030. The Climate Policy Institute estimated average annual public and private global adaptation finance flows for 2021 and 2022 at only $63 billion. Absent sizable increases in adaptation financing, annual shortalls will exceed hundreds of billions of dollars.   

But the size of MDB adaptation finance is not all that matters. MDBs are well placed to support diagnostics that identify countries’ greatest climate risks and vulnerabilities and the most effective public spending, policies, new technologies and production techniques, and other innovations to lower risk and increase resilience. They can help countries grapple with temporal tradeoffs—how to set priorities for spending today rather than tomorrow—which are especially difficult for adaptation and resilience investments where benefits are stretched out over time and hard to project given uncertainties associated with extreme events. And they can help design public investments and policies able to meet multiple objectives: raising productivity, creating jobs, reducing inequality, preserving natural capital, reducing vulnerability and increasing resilience, and connecting to evolving global supply chains. More narrowly focused climate vertical funds, trust funds, or financial intermediary funds do not have that capacity. 

Measuring MDB success in supporting adaptation therefore cannot be judged simply by tracking volumes of MDB adaptation finance. It must be assessed in the larger context of MDB country engagement, especially in vulnerable countries (i.e., the quality of the investments). This note focuses on the central building block of MDB partner engagement: country strategies. It explores whether and how MDBs integrate adaptation goals into their country strategies for the most climate-vulnerable countries in the world.  

Analysis

We constructed a sample of 41 climate-vulnerable countries using the Notre Dame Global Adaptation Initiative (ND-GAIN) index, which assesses a country’s adaptation status based on its vulnerability and its capacity to implement adaptation investments. The sample, shown below, was chosen to include different kinds of climate-vulnerable countries with active WBG, AfDB, or ADB strategies. 

Box 1. Countries in sample

Sub-Saharan Africa (15)

Asia (24)

Palau*, †

Burkina Faso

Afghanistan

Papua New Guinea*

Comoros*

Bangladesh

Philippines

Chad

Bhutan

Samoa*, †

Democratic Republic
of the Congo

Cambodia

Timor-Leste

Eritrea

Fiji*

Tonga*, †

Ethiopia

India

Tuvalu*, †

Guinea-Bissau*

Kiribati*, †

Vanuatu*, †

Liberia

Lao PDR

Viet Nam

Madagascar

Maldives*

 

Mali

Marshall Islands*, †

Caribbean (2)

Niger

Micronesia*, †

Dominican Republic*

Sierra Leone

Myanmar

Haiti*

Somalia

Nauru*, †

Sudan

Nepal

Uganda

Pakistan

Note:* Indicates a small island developing state; † indicates a country grouped under the World Bank’s Regional Partnership Framework for Pacific Islands.

Figure 1. Map of sample countries

Map of sample countries

For this sample, we examined 47 MDB country strategies (over the period 2015 to 2024) from the WBG, African Development Bank (AfDB), and Asian Development Bank (ADB). These institutions were chosen because their clients include the most climate-vulnerable countries in the world. 

For each strategy, we assessed the focus on adaptation at three levels: (1) priority areas, (2) objectives, and (3) results indicators for programs and projects supported. The aim is to determine whether adaptation is well integrated throughout MDB country strategies, not only in the high-level descriptive language, but also in the objectives that drive the activities and in the way that performance is measured. 

Although terminologies differ, the MDBs in our sample use the same general three-tier hierarchy in the structure of their country strategies. What we term priority areas are broad country-level goals pursued in a strategy. An example is “inclusive growth”. To make progress on these priority areas, the MDBs identify objectives that define sectors and reforms where investments and other interventions are needed. An example is an “improved business regulatory environment and access to finance.” Results indicators are used to quantify the outputs and outcomes of MDB interventions targeting these objectives. They are the most concrete elements of the country strategy activities. An example might be setting a target for the number of days it takes to register and obtain a business license.  

For these three tiers, we focused on elements that are related to adaptation. The WBG’s FY2023-2027 Country Partnership Framework for Bangladesh includes many examples. One of its three priority areas is “Enhanced climate and environmental resilience.” Beneath this high-level goal, more specific sectors and reforms are targeted by objectives like “Improved effectiveness of delta management to accelerate climate resilience building.” The country’s progress towards this outcome is tracked by quantifiable results indicators which include the number of people benefiting from enhanced resilience to riverbank erosion.  

Figure 2. Structure of strategy papers

Structure of strategy papers: Priority Areas (top), Objectives(middle), Results Indicators (bottom)

After constructing a list of the priority areas, objectives, and results indicators for all MDB strategies covering our sample of countries, we assessed whether each level was linked to climate adaptation. This was straightforward in some cases like the priority area “enhanced climate resilience”. In others, the terminology was too broad or general, and we had to analyze the explanatory text for adaptation-relatedness. We looked for language related to climate adaptation, resilience, drought, flood, other extreme weather events, climate-related fragility, climate-related shocks, and climate vulnerabilities. If we did not find it, we did not designate that priority area as adaptation related.  

For example, the ADB’s 2021-2025 strategy for Bangladesh includes just a single reference to “sustainable and climate resilient” infrastructure development in its description of the priority area: “Boost competitiveness, employment, and private sector development”. There was no adaptation-related objective or results indicator under this priority area. Thus, the priority was not counted as being adaptation related.

The analysis explores the following questions:

  • Is adaptation an overall priority in country strategies for vulnerable countries? Is it a priority in strategic objectives and in results indicators? 
  • Are there differences across institutions? 
  • Has the focus on adaptation increased over time? 
  • Are there differences across country strategies for different country income groups? 
  • Does the focus on adaptation rise with country vulnerability? 
  • What sectors are targeted for measuring the results of adaptation activities? 

One caveat is important for all of this analysis. The priorities, objectives, and results indicators for MDB country strategies are a joint product of discussions between country authorities and MDB staff. The outcomes of these discussions are shaped by supply factors on the MDB side—staff analysis, financial and non-financial product offerings, organizational priorities, and shareholder guidance--and demand factors from recipient country governments. Both countries and their MDB partners must prioritize adaptation if it is to be prioritized in country strategies. Certainly, adaptation will not be the only priority in vulnerable countries, as they tend to be low-income or lower middle-income with an array of challenges. 

Findings: Adaptation in country strategies: priorities, objectives, and results metrics 

Figure 3 compares the frequency of adaptation shares as it appears at different levels of country strategies across the three institutions. As one would expect, adaptation is a significant overall priority in a large share of country strategies for the most vulnerable countries, averaging 46 percent across the three institutions.  

Figure 3. Adaptation shares across strategy elements by MDB

Bar graph of adaptation shares across strategy elements by MDB:Priority Areas (highest), Objectives(diddle), Results Indicators (lowest)

Interestingly, the adaptation shares are similar across the three institutions for the three different strategy levels: adaptation accounts for more than 40 percent of priorities; it drops to about 20 percent of objectives, and 10 percent or less of results indicators. This suggests similarities in vulnerable countries’ engagement with different MDBs and similar MDB approaches in vulnerable countries.

The sharp drop in adaptation shares in objectives and the even sharper drop in adaptation shares of results indicators are noteworthy. However, the three shares are not directly comparable as the denominators differ greatly. There are many more results indicators in country strategies than high-level priorities.  We cannot assume that if adaptation accounts for 40 percent of strategy priorities, adaptation results indicators should also be 40 percent of total indicators.

Nevertheless, the fact that the results indicator shares range from only 3 to 11 percent does raise some questions about whether adaptation matters as much in interventions and results measurement as in strategy rhetoric. Figure 4 shows numbers of adaptation-related indicators relative to all results indicators in the three institutions.

Figure 4. Shares of adaptation-related indicators in MDB country strategies

Bar graph of shares of adaptation-related indicators in MDB country strategies

It is hard to know what accounts for this pattern of low adaptation indicators shares. We know that it is difficult to measure adaptation outputs and outcomes effectively and in a standardized way, both conceptually and in practice – a problem that affects all three MDBs. The development of standardized metrics to measure adaptation results has lagged the focus on adaptation objectives.

At COP28, the Multilateral Development Banks (MDBs) agreed to develop a common approach for measuring climate results, recognizing that measuring climate finance does not measure the results of that finance. The MDBs have published a note, MDB Common Approach to Measuring Climate Results, which is the first common framework for defining and measuring climate results, including adaptation.

Another possibility is that country/MDB preferences as revealed in results frameworks show that other outputs and outcomes are valued more. One other possibility is that adaptation results are subsumed in indicators that are not explicitly tagged as adaptation: e.g., productivity metrics. In any case, to ensure that growing adaptation resources are well spent, it is clear that results measurement capabilities, including at the country level, must keep pace with the increasing focus on, and finance for, adaptation.

Trends over time

As climate change costs and risks multiply, we would expect the focus on adaptation to rise. Trends over time in the shares of adaptation in priorities, objectives, and results indicators are shown in Figure 5.

Figure 5. Adaptation shares in country strategies over time across MDBs

Line graph of adaptation shares in country strategies over time across MDBs: Priority Areas (67), Objectives(31), Results Indicators (22).

Figure 5 shows significant upward trends in all three. The exception for climate adaptation as a priority area in 2020 at the onset of the pandemic is not surprising. But the upward trend quickly resumed. 

Patterns for country income groups

Figure 6 compares adaptation shares across country income groups to examine whether country strategies for poorer countries focus more or less on adaptation. The data show broadly the same pattern in low-income countries (LICs), lower-middle-income countries (LMICs), and upper-middle-income countries (UMICs). LICs have the lowest shares at all three strategy levels—not a surprising finding given the array of challenges confronting the poorest countries. Interestingly, UMICs have the highest share of adaptation priorities, indicating that UMICs, contrary to what is sometimes assumed, are focused on adaptation as well as mitigation.

Figure 6. Adaptation shares by country income level

Bar graph of Adaptation shares by country income level: Low, Lower-middle, Upper-middle.

The relationship between vulnerability and adaptation focus in country strategies 

One other way to look at whether there is enough focus in country strategies on adaptation results is to examine whether the adaptation share of results indicators is correlated with vulnerability. Greater vulnerability should be associated with more adaptation interventions and therefore more adaptation results indicators. Figure 7 does show that relationship.

Figure 7. The relationship between country ND-GAIN index scores and shares of adaptation-related results indicators across MDBs

Line plot that shows the relationship between country ND-GAIN index scores and shares of adaptation-related results indicators across MDBs

Note: For countries with strategies from more than one MDB, the average share of adaptation-related results indicators was taken.

The share of adaptation-related results indicators in country strategies declines as vulnerability declines. (ND-GAINs scores rise as countries become less vulnerable.) The correlation coefficient (-0.57) is significant at the 1 percent level.

What sectors do MDBs target for adaptation results

We looked in detail at all adaptation-related indicators to identify the sectors where most MDB adaptation activities are concentrated. Figure 8 shows the distribution of adaptation-related results indicators by sector across all vulnerable countries and all three institutions.

Figure 8. Distribution of adaptation-related results indicators across sectors

Bar graph of adaptation-related results indicators across sectors

Over half of the indicators used to assess MDB adaptation interventions are concentrated in infrastructure and agriculture. Examples of adaptation results indicators in these sectors are kilometers of resilient roads built and land area covered by sustainable agriculture practices. The next most important category is technical assistance to governments and firms, followed by flood and drought resistance.

These results highlight the reality that most adaptation activities must be pursued through sectoral investments, which also address development objectives. This finding reinforces the importance of effectively and systematically integrating adaptation objectives into MDB country strategies.

We explored whether there are differences across institutions in the types of adaptation results measured.

Figure 9. Distribution of adaptation-related results indicators across sectors by MDB

Bar graph showcasing distribution of adaptation-related results indicators across sectors by MDB: ADB, AfDB, WBG.

Figure 9 does show some differences. WBG concentrates most on measuring the results of adaptation activities in infrastructure and agriculture. The regional banks have a larger share of results indicators than the WBG in technical assistance to governments and firms. Non-specific language in ADB results metrics makes many hard to classify by sector.

Conclusion

This analysis helps confirm the important and increasing role that MDBs are playing in supporting climate adaptation in climate-vulnerable countries. While this paper does not address the allocation of MDB adaptation finance (the subject of forthcoming analysis), we do see evidence that MDBs are integrating climate adaptation and resilience in their country strategies. We find that nearly half the priorities in the strategies of the WBG, AfDB, and ADB for climate vulnerable countries are related to adaptation. And roughly a fifth of the strategy objectives, which drive the activities and interventions, supported target adaptation. 

The adaptation focus is growing over time. And the focus is stronger the more vulnerable the country. The largest share of MDB adaptation activities as defined in their country strategies are in the infrastructure and agriculture sectors, highlighting the interdependence between investments for adaptation and investments for development. 

Belying fears that poorer countries have other priorities than adaptation, this evidence supports the proposition that vulnerable LICs and LMICs do prioritize and seek support for climate adaptation from the MDBs. UMICs do as well. It also suggests that if MDBs are given additional lending capacity, their integration of adaptation in country strategies positions them well to respond effectively to country demand for adaptation support. 

The relatively low share of adaptation in results metrics suggests that, so far, the results indicators and measurement capabilities have lagged behind adaptation ambition. Nearly a fifth of the vulnerable country strategies examined lack any results indicator measuring adaptation progress in their results frameworks. This reinforces the importance and urgency of current joint MDB efforts to develop and deploy standardized adaptation metrics.  

Adaptation, similar to poverty reduction, is a macroeconomic – as well as microeconomic – challenge. It is crucial that these results metrics not only facilitate objective tracking of adaptation progress at the project level, but also can be aggregated to assess adaptation performance, both successes and shortfalls, at the country level.  


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