Public International Funding of Nature-Based Solutions for Adaptation: A Landscape Assessment

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APPENDIX A: METHODOLOGY

This paper seeks to estimate donor funding for NbSA through traditional development assistance channels. Estimates are based on the OECD’s CRS database, which tracks ODA and nonconcessional development finance flows. These include the bilateral outflows provided by donors, primarily the OECD’s Development Assistance Committee (DAC) members, and plurilateral/multilateral fund and institution outflows to recipient countries.

CRS projects are classified by sector. Donors and donor agencies tag some of these projects with the Rio markers, which indicate either the primary or significant intent of the funding, such as mitigation, adaptation, or biodiversity. Sector classifications are exclusive—a funding flow cannot be tagged with more than one sector. Markers are not exclusive—funding flows can be tagged with more than one marker.

The authors used the following methodology to estimate total NbSA flows:

  • A list of sectors was selected that encompasses likely NbS projects (see Table A1 for the full list of sectors).
  • Projects were filtered from these sectors, counting those marked with both adaptation and biodiversity markers to produce a lower-bound estimate.
  • Projects tagged as adaptation only were used to produce an upper-bound estimate.
  • Committed flows for NbSA were then calculated for 2012, 2015, and 2018 (the most recent year available).

The lower-bound estimates do not include funding from and through multilateral channels, such as MDBs or climate funds, given how multilateral data is reported to the OECD.

When reporting climate finance data, additional coefficients are sometimes applied to discount projects marked as significant versus those marked principal. For example, some donors report 100 percent of the commitment for projects marked as principal, while a smaller share (varying between 0 percent and 100 percent) is reported for significant flows (OECD n.d.). Following the practice of these donors, 100 percent of amounts for flows marked principal have been reported, whereas a coefficient of 50 percent was applied to flows marked significant.

In summary, the upper and lower bounds were constructed as follows:

  • Lower bound:
    • Projects marked with both adaptation and biodiversity Rio markers.
    • All reported at 100 percent unless both markers are significant, in which case the project value is discounted 50 percent.
  • Upper bound: The upper bound encompasses the lower bound as a baseline; in addition, the following flows were added:
    • Projects marked as having either a principal or significant focus on adaptation and no focus on biodiversity.
    • Projects marked principal were reported at 100 percent.
    • Projects marked significant were reported at 50 percent.

These bounds are summarized in Figure A1.

Figure A1 | Summary of Reporting Coefficients for Upper-/Lower-Bound Analysis

Source: Climate Finance Advisors.

Without a clear definition or marker for NbS writ large, this methodology can only estimate flows toward projects that are likely related to NbSA; thus, all flows derived are not necessarily representative of actual flows for NbSA projects.

Table A1 | List of OECD DAC CRS Sector Codes Included

DAC 5

CRS

Voluntary Code

Description

Clarifications/Additional Notes on Coverage

Code

Code

140

 

Water supply & sanitation

 

14010

 

Water sector policy and administrative management

Water sector policy and governance, including legislation, regulation, planning, and management as well as transboundary management of water; institutional capacity development; activities supporting the Integrated Water Resource Management approach.

14015

 

Water resources conservation (including data collection)

Collection and usage of quantitative and qualitative data on water resources; creation and sharing of water knowledge; conservation and rehabilitation of inland surface waters (rivers, lakes etc.), groundwater, and coastal waters; prevention of water contamination.

14040

 

River basins development

Infrastructure-focused integrated river basin projects and related institutional activities; river flow control; dams and reservoirs (excluding dams primarily for irrigation [31140] and hydropower [23220] and activities related to river transport [21040]).

310

 

Agriculture, forestry, fishing

 

311

 

Agriculture

 

31110

 

Agricultural policy and administrative management

Agricultural sector policy, planning, and programs; aid to agricultural ministries; institution capacity building and advice; unspecified agriculture.

31120

 

Agricultural development

Integrated projects; farm development.

31130

 

Agricultural land resources

Including soil degradation control; soil improvement; drainage of water-logged areas; soil desalination; agricultural land surveys; land reclamation; erosion control, desertification control.

31140

 

Agricultural water resources

Irrigation, reservoirs, hydraulic structures, ground water exploitation for agricultural use.

312

 

Forestry

 

31210

 

Forestry policy and administrative management

Forestry sector policy, planning, and programs; institution capacity building and advice; forest surveys; unspecified forestry and agroforestry activities.

31220

 

Forestry development

Afforestation for industrial and rural consumption; exploitation and utilization; erosion control, desertification control; integrated forestry projects.

31261

 

Fuelwood/charcoal

Sustainable forestry development with the primary purpose of producing fuelwood and charcoal. Further transformation of biomass in biofuels is coded under 32173.

31281

 

Forestry education/training

 

31282

 

Forestry research

Including artificial regeneration, genetic improvement, production methods, fertilizer, harvesting.

313

 

Fishing

 

31310

 

Fishing policy and administrative management

Fishing sector policy, planning, and programs; institution capacity building and advice; ocean and coastal fishing; marine and freshwater fish surveys and prospecting; fishing boats/equipment; unspecified fishing activities.

410

 

General environmental protection

 

41010

 

Environmental policy and administrative management

Environmental policy, laws, regulations, and economic instruments; administrational institutions and practices; environmental and land-use planning and decision-making procedures; seminars, meetings; miscellaneous conservation and protection measures not specified below.

41020

 

Biosphere protection

Air pollution control, ozone layer preservation; marine pollution control.

41030

 

Biodiversity

Including natural reserves and actions in the surrounding areas; other measures to protect endangered or vulnerable species and their habitats (e.g., wetlands preservation).

41081

 

Environmental education/training

 

41082

 

Environmental research

Including establishment of databases, inventories/accounts of physical and natural resources; environmental profiles and impact studies if not sector specific.

430

 

Other multisector

 

43010

 

Multisector aid

 

43030

 

Urban development and management

Integrated urban development projects; local development and urban management; urban infrastructure and services; municipal finances; urban environmental management; urban development and planning; urban renewal and urban housing; land information systems.

43031

Urban land policy and management

Urban development and planning; urban management, land information systems.

43032

Urban development

Integrated urban development projects; local development; urban infrastructure and services; municipal finances; urban environment systems; urban renewal and urban housing.

43040

Rural development

Integrated rural development projects (e.g., regional development planning); promotion of decentralized and multisectoral competence for planning, coordination, and management; implementation of regional development and measures (including natural reserve management); land management; land-use planning; land settlement and resettlement activities (excluding resettlement of refugees and internally displaced persons [72010]); functional integration of rural and urban areas; geographical information systems.

 

43041

Rural land policy and management

Regional development planning; promotion of decentralized and multisectoral competence for planning, coordination, and management; land management; land-use planning; geographical information systems.

 

43042

Rural development

Integrated rural development projects; implementation of regional development and measures (including natural reserve management); land settlement and resettlement activities (excluding resettlement of refugees and internally displaced persons [72010]); functional integration of rural and urban areas.

 

43060

 

Disaster risk reduction

Disaster risk reduction activities if not sector specific. Comprises risk assessments, structural prevention measures (e.g., flood prevention infrastructure), preparedness measures (e.g., early warning systems), normative prevention measures (e.g., building codes, land-use planning), and risk transfer systems (e.g., insurance schemes, risk funds). Also includes building local and national capacities and supporting the establishment of efficient and sustainable national structures able to promote disaster risk reduction.

43071

Food security policy and administrative management

Food security policy, programs, and activities; institution capacity strengthening; policies, programs for the reduction of food loss/waste; food security information systems, data collection, statistics, analysis, tools, methods; coordination and governance mechanisms; other unspecified food security activities.

43072

Household food security programs

Short- or longer-term household food security programs and activities that improve the access of households to nutritionally adequate diets (excluding any cash transfers within broader social welfare programs that do not have a specific food security, food acquisition, or nutrition focus, which should be reported under code 16010).

43082

Research/scientific institutions

When sector cannot be identified.

Table A2 | Breakdown of Geographical Regions

Regions

OECD Regions and Countries Included

Sub-Saharan Africa

Africa, regional; South of Sahara, regional; Angola; Benin; Botswana; Burkina Faso; Burundi; Cabo Verde; Cameroon; Central African Republic; Chad; Comoros; Congo; Côte d’Ivoire; Democratic Republic of the Congo; Djibouti; Equatorial Guinea; Eritrea; Eswatini; Ethiopia; Gabon; Gambia; Ghana; Guinea; Guinea-Bissau; Kenya; Lesotho; Liberia; Madagascar; Malawi; Mali; Mauritania; Mauritius; Mozambique; Namibia; Niger; Nigeria; Rwanda; Saint Helena; São Tomé and Principe; Senegal; Sierra Leone; Somalia; South Africa; South Sudan; Sudan; Tanzania; Togo; Uganda; Zambia; Zimbabwe

Latin America and Caribbean

America, regional; Caribbean, regional; Caribbean & Central America, regional; South America, regional; Antigua and Barbuda; Argentina; Belize; Bolivia; Brazil; Colombia; Costa Rica; Cuba; Dominica; Dominican Republic; Ecuador; El Salvador; Grenada; Guatemala; Guyana; Haiti; Honduras; Jamaica; Mexico; Montserrat; Nicaragua; Panama; Paraguay; Peru; Saint Lucia; Saint Vincent and the Grenadines; Suriname; Venezuela

South and Central Asia

Asia, regional; Central Asia, regional; South & Central Asia, regional; South Asia, regional; Afghanistan; Armenia; Azerbaijan; Bangladesh; Bhutan; Georgia; India; Kazakhstan; Kyrgyzstan; Maldives; Myanmar; Nepal; Pakistan; Sri Lanka; Tajikistan; Turkmenistan; Uzbekistan

East Asia and the Pacific

Far East Asia, regional; Oceania, regional; Cambodia; China (People’s Republic of); Cook Islands; Democratic People’s Republic of Korea; Fiji; Indonesia; Kiribati; Lao People’s Democratic Republic; Malaysia; Marshall Islands; Micronesia; Mongolia; Nauru; Niue; Palau; Papua New Guinea; Philippines; Samoa; Solomon Islands; Thailand; Timor-Leste; Tokelau; Tonga; Tuvalu; Vanuatu; Vietnam; Wallis and Futuna

Europe

Europe, regional; Albania; Belarus; Bosnia and Herzegovina; Kosovo; Moldova; Montenegro; North Macedonia; Serbia; states of the former Yugoslavia, unspecified; Turkey; Ukraine

Middle East and North Africa

Middle East, regional; North of Sahara, regional; Algeria; Egypt; Iran; Iraq; Jordan; Lebanon; Morocco; Syrian Arab Republic; Tunisia; West Bank and Gaza Strip; Yemen

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