Abstract
This report examines how clean energy access is financed in low- and middle-income countries and why finance is not reaching the people who lack electricity and clean cooking. It matches access gaps in 118 countries (World Bank WDI, latest year) with the international public financial flows for clean energy that each received in 2015–2024 (SDG indicator 7.a.1, OECD and IRENA, constant 2023 dollars), and examines the cost of capital, currency and fiscal risk, and household affordability.
In the latest data, 671 million people in these countries lack electricity, 89% of them in sub-Saharan Africa and 80% in rural areas, and about 2 billion lack clean cooking. Sub-Saharan Africa received 28% of the $172 billion of attributable flows, about $82 per person without electricity over the decade, against $606 in East Asia and $2,405 in Latin America. The 20 largest gaps hold 78% of people without power and received 20% of the money; 25 'forgotten frontier' countries with 486 million people without electricity, including Nigeria ($19 per person) and DR Congo ($12), received 7%, while 57 near-universal countries received 53%. Flows to sub-Saharan Africa averaged about $4.1 billion a year in 2020–2024, against an IEA estimate of $25 billion a year for universal access in Africa.
Finance that does arrive is expensive. The cost of capital for clean energy in emerging and developing economies is more than twice that in advanced economies; median commercial lending rates are 14.3% in sub-Saharan Africa against 10.5% elsewhere; and currencies such as the naira (−87%), birr (−75%) and cedi (−74%) lost much of their dollar value in 2015–2024. Because access technologies are paid for up front, a project financed at 15% costs 2.4 times as much a year as one financed at 3%. Poverty is correlated with lack of access at −0.86, and only 22% of households without electricity can afford a basic solar kit. The report argues for a financing stack aimed at the frontier: grants and results-based subsidies where affordability binds, concessional loans and guarantees to lower the cost of capital, and local-currency finance to remove exchange risk.
Interactive features include charts of the access gap and of finance flows by region, a typology of countries by gap and finance, need-against-flows comparisons, a cost-of-capital calculator, currency, fiscal and affordability charts, a financing-stack simulator, a country calculator for the cost of universal access, and a seven-layer atlas with a sortable table.
Overview
The technology to give everyone electricity and clean cooking is cheap and proven. The money is not reaching the people who lack them, and when it does, it arrives at a price that the poorest households and governments cannot carry.
Clean energy access, meaning a reliable electricity connection and a way to cook without smoke, is among the highest-return investments in development. It powers clinics, schools, water pumps, phones, refrigeration and small enterprises, and it ends the household air pollution that kills millions. Solar home systems, mini-grids and grid densification can now deliver it at a fraction of past costs. Yet in the latest World Bank data, 671 million people in low- and middle-income countries still live without electricity and about 2 billion without clean cooking, and progress in the poorest countries is too slow to close the gap by 2030.
This dashboard asks why, by following the money. It matches the access gap in 118 low- and middle-income countries with the international public finance for clean energy that each received between 2015 and 2024 (the official SDG 7.a.1 series compiled by the OECD and IRENA). It then examines the three things that decide whether finance can work where the gap is: the cost of capital, currency and fiscal risk, and household affordability. A financing-stack simulator and a country calculator let readers test how grants, concessional loans and guarantees change what access costs.
The argument in brief
The gap is concentrated; the money is not. Sub-Saharan Africa has 89% of the world's people without electricity but received 28% of international public clean-energy finance in 2015–2024, about $82 for each person without power over the decade. The 20 countries with the largest gaps hold 78% of the people without electricity and received 20% of the money; 57 countries that are already near universal access received 53%. The flows are far below the need. Sub-Saharan Africa has received about $4 billion a year since 2020 for all clean energy, against an IEA estimate of $25 billion a year for universal access in Africa alone. The money that does arrive is expensive. Capital for clean energy costs more than twice as much as in advanced economies, median lending rates in sub-Saharan Africa are 14%, and currencies such as the naira, cedi and birr have lost three quarters or more of their dollar value since 2015. Because solar and mini-grids are paid for almost entirely up front, the price of money is the price of power. And most of the unconnected are too poor to pay full cost: only 22% can afford even a basic solar kit. The answer is a financing stack, with grants and results-based subsidies where affordability binds, concessional loans and guarantees to cut the cost of capital, and local-currency finance to remove exchange risk, directed at the countries where the gap actually is.
Data: access to electricity (urban and rural) and clean cooking, population, lending rates, risk premiums, exchange rates, government revenue, debt service and poverty at $3.00 a day (2021 PPP) from the World Bank's World Development Indicators, latest available year. Finance: SDG indicator 7.a.1, international financial flows to developing countries in support of clean energy research and development and renewable energy production, including hybrid systems, by recipient (OECD and IRENA via Our World in Data, constant 2023 dollars). These flows fund renewable power in general, not only access, so they measure where clean-energy finance goes rather than access spending itself.
Section 1 maps the access gap and section 2 follows the money. Section 3 measures finance per person without power and sorts countries into a typology. Section 4 compares flows with need. Sections 5 to 7 examine the cost of capital, currency and fiscal risk, and affordability. Section 8 is a financing-stack simulator and section 9 a country calculator. Section 10 is the atlas and table, section 11 sets out solutions, and section 12 the method.
1. The Access Gap
Almost nine in ten people without electricity live in sub-Saharan Africa, most of them in rural areas. The clean-cooking gap is three times larger and more widely spread.
Where people without electricity and clean cooking live
The largest gaps
594 m
People without electricity in sub-Saharan Africa, 89% of the total
80%
Share of people without electricity who live in rural areas
24 → 55%
Share of sub-Saharan Africans with electricity, 2000 against the latest year
89 · 87 m
People without electricity in Nigeria and DR Congo, together more than a quarter of the world total
Of the 671 million people without electricity in the latest data for these 118 countries, 594 million live in sub-Saharan Africa. Nigeria (89 million) and DR Congo (87 million) together account for more than a quarter of the total, followed by Ethiopia, Tanzania, Uganda, Mozambique, Niger, Madagascar and Malawi. The 2025 Tracking SDG7 report gives a global figure of 666 million for 2023, 85% of them in sub-Saharan Africa; the slightly different numbers reflect country coverage and data years.
Progress is real but uneven. The share of sub-Saharan Africans with electricity rose from 24% in 2000 to 39% in 2015 and 55% in the latest data, but population growth has absorbed much of the gain. Four in five of those still without power live in rural areas, often far from the grid and in low-density settlements, which is why off-grid solar and mini-grids are now the least-cost route for a large share of new connections.
The clean-cooking gap is three times larger and differently distributed: about 2 billion people, half in sub-Saharan Africa and a fifth in South Asia, with large numbers in East Asia too. Many people without clean cooking already have electricity, so cooking access is partly a matter of fuels, stoves and their financing rather than of new infrastructure. The IEA estimates that universal clean cooking by 2030 would require about $8 billion a year, roughly half of it concessional.
2. Where the Money Goes
International public finance for clean energy recovered to about $25 billion in 2024. Less than a fifth of it reaches sub-Saharan Africa.
International public finance for clean energy
Share of the gap, share of the money
International public flows for clean energy to developing countries peaked at $31 billion in 2016 (constant 2023 dollars), fell to $14 billion in 2020, and recovered to $24.6 billion in 2024. Over the decade 2015–2024 they totalled about $201 billion, of which $172 billion can be attributed to the 118 countries in this dashboard. The least-developed countries received about $41 billion, or about $3.2 billion a year since 2020.
Sub-Saharan Africa received $48.6 billion, 28% of the attributable total, while holding 89% of the people without electricity. South Asia received 15% with almost none of the electricity gap, Latin America 18% with 2%, and Europe and Central Asia 13% with none. The money is concentrated: the ten largest recipients, led by India ($19.1 billion), Pakistan, Türkiye, South Africa, Brazil and Egypt, took 45% of the total.
This is not, in itself, misallocation. These flows fund renewable generation of every kind, and large middle-income power systems decarbonising quickly is a global good. But it shows that the existing channel of international public finance for clean energy is not an access channel: it follows bankable projects in large, creditworthy systems. Access in the poorest countries depends on finance that is designed for it.
3. Finance per Person Without Power
The countries with the largest gaps received the least per person who needs a connection. A typology sorts the 118 countries by gap and by money.
Gap against finance
The 20 largest gaps
Dividing each country's decade of clean-energy finance by its number of people without electricity gives a crude but revealing ratio. In sub-Saharan Africa it is $82; in East Asia $606, the Middle East and North Africa $863, Latin America $2,405 and South Asia, which has almost closed its gap, $8,681. Among countries with at least a million people without power, the median is about $50.
The typology uses that threshold. The forgotten frontier is 25 countries with at least a million people without electricity and less than $50 per person received: Nigeria ($19), DR Congo ($12), Ethiopia, Tanzania, Mozambique, Malawi, Niger, Sudan, Chad and others, holding 486 million people without power but only 7% of the finance. The funded frontier is 25 countries with large gaps but more finance, including Kenya, Uganda, Ghana, Senegal, Rwanda and Zambia: 175 million without power and 39% of the money. The last mile is 10 smaller countries below 95% access, and the near-universal group 57 countries with 6 million without power and 53% of the finance.
The forgotten frontier is not random. It includes most of the world's fragile and conflict-affected states, which donors and investors find hardest to reach, and several of the largest economies of sub-Saharan Africa, where macroeconomic crises have raised the cost of capital. Eleven of the 25 have lending rates of 15% or more or currencies that lost at least half their value since 2015, and 15 have government revenue below 15% of GDP or debt service above 15% of exports. They are where access finance has to be most concessional and most patient.
4. Flows Against Need
Every estimate of what universal access costs is several times what currently flows to the places that need it.
Annual need against annual flows
The IEA's Africa Energy Outlook 2022 estimated that universal access to modern energy in Africa by 2030 would require about $25 billion a year. The IEA's 2023 clean-cooking report put universal clean cooking worldwide at about $8 billion a year. The 2024 Off-Grid Solar Market Trends report estimated that reaching universal access through off-grid solar alone would require about $21 billion of investment, of which $9.2 billion would be needed to close the affordability gap through subsidies.
Against these, international public clean-energy finance to sub-Saharan Africa averaged about $4.1 billion a year in 2020–2024, and to the least-developed countries about $3.2 billion. Even if every dollar went to access rather than to large power projects, it would cover about a sixth of the IEA's estimate for Africa. Domestic budgets, utilities and private investors add to these flows, but in the forgotten-frontier countries all three are constrained by the macroeconomic conditions examined in the next sections.
The ESMAP study Mini Grids for Half a Billion People estimated that 210,000 mini-grids, mostly solar hybrids, could serve 490 million people at least cost by 2030 for about $220 billion, if their cost fell to $0.20 per kWh. The World Bank and the African Development Bank launched Mission 300 in 2024 to connect 300 million Africans by 2030. These are the right scale of ambition; the question is whether the finance can be made cheap and targeted enough.
5. The Price of Money
Solar, batteries and mini-grids are paid for almost entirely up front. When money is expensive, so is power.
Left: annual payment needed to recover $100 of investment over the asset's life (capital recovery factor), by cost of capital, for 5-, 20- and 30-year assets; dot = your settings · right: commercial bank lending rate, latest year since 2018, low- and middle-income countries with data (WDI), sub-Saharan Africa highlighted
A diesel generator's cost is mostly fuel, paid over time; a solar home system's or a mini-grid's cost is mostly equipment, paid up front and recovered over years. That makes the cost of capital the largest single driver of the price of clean access. Recovering $100 over 20 years costs $6.72 a year at a 3% cost of capital, $10.19 at 8%, $15.98 at 15% and $20.54 at 20%. The same asset is 2.4 times as expensive to run each year when financed at 15% instead of 3%.
That gap is the normal condition of the countries with the largest access deficits. The IEA finds that the cost of capital for utility-scale solar in emerging and developing economies is more than twice that in advanced economies, driven by currency, regulatory, offtaker and country risks, and estimates that narrowing the gap by one percentage point would save about $150 billion a year in financing costs. The median commercial lending rate in the 27 sub-Saharan African countries with data is 14.3%, against 10.5% in other low- and middle-income countries; in Malawi it is 37% and in DR Congo 24%.
For access companies the problem is sharper still: pay-as-you-go solar and mini-grid developers borrow working capital to finance the customer's purchase, so their cost of debt passes directly into monthly payments. A concessional loan or a guarantee that lowers the cost of capital by a few points therefore buys more access than the same money spent as a grant on a few projects, as the simulator in section 8 shows.
6. Currency and Fiscal Risk
Access revenues are earned in local currency; most finance is borrowed in dollars. Where currencies fall and budgets are squeezed, risk is priced in.
Currencies that lost the most
Fiscal space and access
An access company in Lagos or Addis Ababa earns naira or birr from its customers and often owes dollars to its lenders and suppliers. Between 2015 and 2024 the naira lost about 87% of its value against the dollar, the Angolan kwanza 86%, the Egyptian pound 83%, the Ethiopian birr 75% and the Ghanaian cedi 74%. A company with dollar debt in those markets faced a multiplied debt burden just as customers' incomes fell. Lenders price that risk in, or stay away.
Public budgets carry the other half of the risk. Universal access needs public money for grid extension, utility viability and subsidies for poor households, but government revenue (excluding grants) is a median 15.8% of GDP in sub-Saharan Africa against 21.3% in other developing countries, and many governments spend a large share of revenue and exports on debt service. Where utilities are insolvent, private generators and mini-grid operators demand guarantees, which governments with thin budgets struggle to provide.
Two instruments target this directly. Local-currency finance, provided by local banks, by development-bank local-currency lending or by currency-hedging facilities, removes the mismatch between revenue and debt. Guarantees and political-risk insurance from multilateral banks transfer the risks that private lenders price highest to institutions better able to bear them. Both reduce the cost of capital more than they cost the public purse.
7. Affordability
Most people without electricity are too poor to pay the full cost of even a basic solar kit. Some public money has to reach households directly.
Poverty and access
Who can pay
Tier 1: basic lighting and phone charging; Tier 2: lighting, phone charging, a television or fan. Figures as reported in coverage of the 2024 report.
Across 106 countries, the share of people living on less than $3.00 a day is correlated with access to electricity at −0.86. The median poverty rate is 39% in sub-Saharan Africa and 2.4% in other developing countries. Where most people are extremely poor, even a kit costing a few dollars a month competes with food, school fees and health care, and payment collection suffers: the 2024 Off-Grid Solar Market Trends report found that only 22% of households without electricity could afford a basic Tier 1 kit on pay-as-you-go terms, and 1% a Tier 2 system.
That is why the same report estimated that $9.2 billion of the $21 billion needed for universal off-grid access would have to close an affordability gap, rather than earn a commercial return. Results-based financing, which pays companies a fixed amount for each verified connection in poor or remote areas, and end-user subsidies targeted through social registries or digital payments, are the main tools. They keep competition and private delivery while lowering the price that the poorest households pay.
Affordability also depends on what electricity does. Connections that power productive uses, such as irrigation pumps, mills, cold storage and workshops, raise incomes and so the ability to pay, and they make mini-grids viable by adding daytime demand. Pairing access finance with finance for appliances and productive equipment is one of the most effective ways to make access self-sustaining.
8. Build a Financing Stack
Blend grants, concessional loans, guarantees and commercial finance, and see what it does to the cost of access and to how far public money goes.
The simulator divides the investment in a connection into three layers. Grants or results-based subsidies are not repaid. Concessional loans are repaid at a low rate. Commercial debt and equity are repaid at the commercial cost of capital, which a guarantee or local-currency finance can lower. The annual capital charge, which customers ultimately pay through tariffs or kit payments, is the sum of each repaid layer's capital recovery. The public money used is the grant plus the concessional loans.
With the default settings ($300 per person, a 10-year life, 20% grant, 30% concessional at 1.5%, and commercial finance at 16%), the blended cost of capital is about 11% and the annual capital charge about $41 per person, a third less than with all-commercial finance. Raising the grant share lowers the charge but spreads public money over fewer people. A 4-point guarantee on the commercial layer delivers much of what a bigger grant would, cutting the charge to about $36, without spending more public money up front.
The figures are illustrative. Real projects add operating costs, taxes, foreign-exchange hedging and company margins, and the right blend depends on the technology and the country. But the arithmetic is general: in high-cost-of-capital countries, money spent lowering the cost of capital for everyone goes further than money spent subsidising a few projects at full cost, while grants are irreplaceable where households cannot pay.
9. Country Calculator
What would universal access cost in a given country, and how does it compare with what it receives today?
The calculator multiplies the number of people without electricity and without clean cooking by an illustrative investment per person, spreads it over the years to the target, and compares the annual investment with three yardsticks: the international public clean-energy finance the country received on average in 2020–2024, its GDP and its government revenue. It also shows the annual capital charge that the investment carries at the chosen cost of capital, which is what customers and budgets must eventually service.
For Nigeria, at $300 per person for electricity and $30 for clean cooking, universal access by 2030 needs about $32 billion, or roughly $6.4 billion a year, 30 times the average international public clean-energy flows of about $0.2 billion a year in 2020–2024. For DR Congo the burden is proportionally larger still: about $5.9 billion a year, more than 30 times its average flows and about 6.5% of GDP. For many funded-frontier and last-mile countries, by contrast, universal access is within reach of existing flows if they are directed at it.
The investment-per-person values are deliberately adjustable because estimates vary widely. Densifying an existing grid in a town costs less per person than extending lines to dispersed villages; a solar home system for lighting costs far less than a mini-grid that can run a mill. Population growth adds to the totals over time and is not included. The point of the calculator is the order of magnitude and the comparison, not a project budget.
10. The Atlas
Each country's access gap, the finance it receives and the conditions that set its cost.
Country
Hover or tap a country
Finance = international public flows for clean energy received 2015–2024 (OECD/IRENA, constant 2023 $) · $ per person without = finance ÷ people without electricity · currency loss = fall in value against the US dollar, 2015–2024 · poverty = % below $3.00 a day (2021 PPP)
11. Financing Access: What Works
Direct concessional money to the frontier, use it to lower the cost of capital, take currency risk off companies and households, and pay for outcomes.
Target the frontier. Access finance should follow the gap, not the pipeline of bankable projects. National electrification plans that map least-cost technologies settlement by settlement, as Mission 300's national energy compacts aim to do, give financiers a pipeline in the countries that most need it. Concessional resources, including IDA, the African Development Fund and climate funds, are scarce, so they should be concentrated where the gap is large and private finance is absent: the forgotten frontier.
Lower the cost of capital. Guarantees, first-loss capital and political-risk insurance let a small amount of public money unlock much larger private finance at lower rates. Local-currency lending and hedging facilities remove the exchange risk that makes dollar debt so costly in Lagos or Lusaka. Standardised contracts, transparent procurement and credible regulators lower risk premiums at no fiscal cost, and utility reform that makes offtakers creditworthy reduces risk for every generator.
Pay for outcomes and close the affordability gap. Results-based financing that pays a fixed amount per verified connection, adjusted for poverty and remoteness, has helped scale off-grid solar while keeping competition. Targeted end-user subsidies, delivered through digital payments, reach households that cannot pay full cost. For clean cooking, finance for stoves and fuels, liquefied petroleum gas or electric-cooking distribution, and carefully verified carbon finance can lower prices. Finance for productive-use appliances raises incomes and demand together.
Target
Follow the gap
486 m people without power live in countries that received 7% of the finance. Concentrate concessional money there.
Cost of capital
Guarantee, don't just grant
A few points off the cost of capital cuts the annual cost of access by a quarter or more.
Currency
Lend in local money
Revenues are in naira, cedi and kwacha. Hedging facilities and local banks remove the mismatch.
Affordability
Pay for results
Only 22% can afford a basic kit. Results-based subsidies reach the rest without ending competition.
Cooking
Fund stoves and fuels
About $8 bn a year for universal clean cooking, half of it concessional, a small fraction of energy subsidies.
Systems
Plan, reform, connect
Least-cost national plans, creditworthy utilities and productive-use finance make access last.
12. Method
Data, definitions, calculations and caveats.
Countries: 118 low- and middle-income economies (World Bank classification) with at least 0.5 million people. Access gaps = population × (100 − access rate) for electricity (EG.ELC.ACCS.ZS) and clean cooking (EG.CFT.ACCS.ZS), latest year since 2015; rural share of the electricity gap from rural population and rural access. Finance: SDG 7.a.1 international public flows for clean energy R&D and renewable energy production, including hybrid systems, by recipient (OECD/IRENA via Our World in Data, constant 2023 US$), summed 2015–2024; flows not attributed to a country are excluded from country totals.
Typology: forgotten frontier = at least 1 million without electricity and under $50 of 2015–2024 finance per person without electricity; funded frontier = at least 1 million and $50 or more; last mile = under 1 million and access below 95%; near universal = access of 95% or more. Cost of capital: capital recovery factor r / (1 − (1 + r)^−n). Stack: annual charge = cost × (concessional share × CRF(rc) + commercial share × CRF(rp − guarantee)); grants are not repaid; blended rate = rate that gives the same charge on the repaid layers. Currency loss = 1 − rate₂₀₁₅ ÷ rate₂₀₂₄ (local currency per dollar).
Caveats: SDG 7.a.1 covers international public flows for renewables in general, not access spending, and excludes private, domestic and many non-OECD flows. Investment per person is illustrative. Lending rates are commercial bank averages, not project costs of capital, and are missing for many countries. Access figures differ slightly from Tracking SDG7 because of coverage and data years. Need estimates are from the cited reports and are not additive.
Sources
Data and literature consulted in October 2026.
- OECD and IRENAInternational financial flows to developing countries in support of clean energy (SDG 7.a.1), via Our World in Data.
- World BankWorld Development Indicators: access to electricity and clean cooking, population, lending rates, exchange rates, revenue, debt service, poverty.
- IEA, IRENA, UNSD, World Bank, WHOTracking SDG7: The Energy Progress Report 2025.
- IEAAfrica Energy Outlook 2022; A Vision for Clean Cooking Access for All (2023); Reducing the Cost of Capital (2024) and press release.
- ESMAP and GOGLAOff-Grid Solar Market Trends Report 2024.
- ESMAPMini Grids for Half a Billion People: Market Outlook and Handbook for Decision Makers (2022).
- World Bank and AfDBMission 300.
- H HeuristicsFrom Payments to Power (2026-19); The Clean Cooking Transition (2026-54); The Clean Energy Trajectory (2026-72).
- Mike Bostockworld-atlas: country boundaries.
Metadata
- Keywords
- energy accesselectricity accessclean cookingdevelopment financecost of capitalconcessional financeblended financeguaranteeslocal currency financeoff-grid solarmini-gridsresults-based financingSDG 7Mission 300sub-Saharan Africadashboard
- JEL classification
- Q48, Q42, O13, F35, G21, H54, O55 — energy government policy; alternative energy sources; energy and development; foreign aid; banks and lending; infrastructure; Africa
- Data and method
- World Bank WDI (latest year since 2015): access to electricity (total, urban, rural) and clean cooking, population, lending rates, official exchange rates, revenue, debt service, poverty at $3.00 (2021 PPP). Finance: SDG 7.a.1 international public flows for clean energy R&D and renewable energy production by recipient (OECD/IRENA via Our World in Data, constant 2023 US$), 2015–2024. Typology by people without electricity (≥ 1 m) and finance per person without electricity (≥ $50). Capital recovery factor r/(1−(1+r)^−n); financing-stack and country calculators use illustrative investment per person. Needs from IEA Africa Energy Outlook 2022 and A Vision for Clean Cooking Access for All (2023); affordability from ESMAP/GOGLA Off-Grid Solar Market Trends 2024. SDG 7.a.1 covers renewables in general, not access spending.
- Report
- H Heuristics Digital Report № 2026-73 · Published 30 October 2026
- Licence
- CC BY-NC-ND 4.0
- Cite as
- Hunter Hughes (2026). Financing Clean Energy Access in Emerging Economies: Following the money to the 671 million people without electricity and the 2 billion without clean cooking. H Heuristics Digital Report 2026-73. https://digitalreports.hheuristics.com/reports/financing-clean-energy-access/