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Methods

How we collect, check and label data

Commissioned surveys and official data are different kinds of evidence. We label each one every time.

Surveys

Designed samples, weighted to census, published with the methods listed below.

Official data

Directory and election facts come from government and electoral commission sources, linked on every page with the date we last checked them.

Survey modes

ModeWhen we use itMain limitation
Phone (CATI)National trackers and fast surveysUnder-covers rural, poorer, older and low-literacy adults
Web (CAWI)A supplement, or specific online groupsSkews young, urban and educated. Never used alone for national claims
Mixed modeDefault for donor and evaluation workHighest cost, best coverage
Face-to-faceWhere phone coverage is weakSlower and more costly per interview

Quality checks

CheckWhat we look forWhat happens
SpeedingInterviews shorter than a set thresholdReviewed, usually dropped
StraightliningThe same answer down a gridDropped if the pattern holds
DuplicatesSame device or phone twice in a waveDuplicates dropped, number blocked
Location mismatchStated region does not match number or IPManual review
GPS and time stampsFace-to-face interviews outside area or hoursChecked against the field plan
Back checksA share of interviews re-contactedFailed cases dropped, field partner scored

What every survey release states

Each survey result we publish carries a methods box with these fields: sponsor, fieldwork dates, sample, mode, sampling frame, weighting, margin of error and the exact question wording.

  • Weighted and unweighted counts are both reported.
  • Toplines and question wording are published as web pages, with PDF as a copy.

Standards and corrections · Contacted by us?

Survey methods

Sponsor
Who paid for the study
Fieldwork
The dates interviews were collected
Sample
Number of completed interviews, and how people were selected
Population
Who the results describe
Mode
Phone, web, face-to-face or mixed
Weighting
What the results were weighted to
Margin of error
Calculated on the effective sample size after weighting
Questions
Exact wording, published as a web page with PDF as a copy

Sampling frames and sample design

A sample is only as good as the list it is drawn from. We choose the frame to fit the question and say in every release which frame we used.

  • Phone frame. Our Nigerian phone sampling frame holds 11,000+ numbers. It supports fast national phone fieldwork in our home market, and we draw from it with quotas and weights so that results are not driven by who is easiest to reach.
  • Household samples. For baselines and evaluations we use a clustered design: areas are selected first, then households, then one adult in each household. Clusters are chosen from the latest census geography.
  • Programme populations. For beneficiary studies the frame is the programme's own register, checked for duplicates and gaps before we sample from it.
  • Web panels and online groups. Used as a supplement or for specific online populations. Never used alone for a national claim.

Sample size is set from the precision the buyer needs for the smallest group they want to report, not only for the national total. We state the sample size by group in the release.

Questionnaire design and translation

We write questions in plain language and test them for one meaning only. Standard items are reused where a comparable question already exists, so that results line up with earlier rounds. The named country expert reviews the instrument before it is finalised.

The phone script and the web form are built from one source, so wording matches across modes. Translation is done by a native speaker and checked by a second person who translates it back to English. Differences are resolved before the pilot. Exact wording is published with every release, in English and in each fielded language.

Piloting

Every study runs a short pilot before main fieldwork. We look at timing, routing, refusals, items people misunderstand and interviewer notes. Wording and routing are fixed before launch, and pilot interviews are not mixed into the final dataset unless the questionnaire is unchanged.

Interviewer training and supervision

Interviewers are trained on the questionnaire, consent, neutral probing and the rules for recording refusals. They practise on mock interviews before they call or visit anyone. Supervisors listen to a sample of calls and review field notes. Interviewers who fail a check are retrained or removed. Field partners sign our data protection and anti-fraud annex before award.

Live quality checks and back-checks

The table above lists the checks that run on every wave. Live checks run while interviews come in, so a problem is caught within the day. Back-checks come afterwards: a share of completed interviews is re-contacted and a few key answers are asked again. Failed cases are dropped and count against the field partner.

Weighting and margin of error

We weight to the latest census by age, sex, region and urban or rural, so that the sample matches the adult population. Weighting corrects who answered. It cannot correct who was never reachable, which is why we state the mode and its limits.

The margin of error is calculated on the effective sample size after weighting, not the raw count. Weights reduce the effective sample, so the margin is wider than a headline interview count suggests. Both weighted and unweighted counts are reported. Margins are for the whole sample; groups within it carry wider margins.

Disclosure standard

Every release states the sponsor, fieldwork dates, sample, population, mode, sampling frame, weighting, margin of error and the exact question wording. If a release cannot state any of these, it does not publish.

Data protection and ethics

Respondents are adults aged 18 and over. Studies with minors go ahead only when the client funds a full consent process. Consent is recorded with time, channel, privacy notice version and country. We do not collect ethnicity, religion or party affiliation unless an approved research need requires it and local law allows it. We work under Nigeria's Data Protection Act 2023, Kenya's Data Protection Act 2019, Ghana's Data Protection Act 2012 (Act 843) and Uganda's Data Protection and Privacy Act 2019. We take no work from political parties or candidates, and we follow each country's rules on publishing polls before an election.

Corrections

If we get something wrong we correct the page and add a dated note that says what changed. Report an error to corrections@pollsafrica.com with the page link and a source. The full policy is in standards and corrections.

Reader polls are not surveys

A reader poll on this site is open to whoever visits and chooses to vote. Respondents select themselves, the sample is not weighted to the population and the result says nothing reliable about a country. Reader polls are labelled as such and never carry a margin of error. A scientific survey uses a designed sample, quality checks and weighting, and carries the methods box above.

Related

See how these methods apply on development partner studies, in our research services and in insights. Country context is on the country pages, including Nigeria.

Frequently asked questions

How are your polls conducted?

We draw a sample, interview adults aged 18 and over by phone, web or face-to-face, check every interview against quality rules, weight the results to the latest census and publish the methods box with every release.

What is your margin of error based on?

The effective sample size after weighting, not the raw number of interviews. Weighting and design effects reduce the effective sample, so the margin is wider than a simple random sample of the same size would give.

Is a reader poll on your website a scientific survey?

No. Reader polls are open to anyone who visits, so respondents select themselves. They show what visitors think and cannot be generalised to a country. We label them as reader polls and never present them as survey results.

How do CATI surveys work in Nigeria?

Trained interviewers call numbers drawn from our 11,000+ number Nigerian phone sampling frame and record answers directly into the questionnaire. Supervisors listen to a sample of calls and live checks flag problem interviews.

Who signs off a survey before it is released?

A named university expert from the country, working as a paid key expert, reviews the instrument and signs off the topline before release.

How do I report an error?

Write to corrections@pollsafrica.com with the page link and a source. We fix the page and add a dated note that says what changed.

Government budgets

The budgets pages use official documents for every budget figure: the finance ministry, treasury or budget office of each country, the World Bank for population, GDP and exchange rates, the International Budget Partnership for transparency scores, and WHO and UNESCO for the targets. Press reports and third-party summaries are not used for figures. Where a document could not be obtained, the page shows the gap and does not fill it.

Each government reports its budget on its own basis, and what the headline total covers differs by country. Shares of the budget compare each country with its own total, so read them with the coverage note given for that country below.

Nigeria

Coverage. Federal government only. States and local governments fund much of primary education and primary health care.

Sources. Budget Office of the Federation; State House, Nigeria.

Approved and actual

Approved is the total in the Appropriation Act. Actual is aggregate federal expenditure in the Budget Implementation Report, on a cash-release basis. Some reports are marked provisional by the Budget Office. The reports give sector spending only as capital releases, not full spending, so the pages show approved sector budgets and do not show sector actuals.

Notes on the comparison

2023 compares spending with the spending report's own approved total of ₦24.82tn, which includes government-owned enterprises and project-tied loans. The signed budget headline was ₦21.83tn.

2025 actual spending covers nine months to September and is not a full-year figure. The same report lists an amended 2025 budget of ₦48.32tn. The amending Act was not available, so the pages use the original approved figure of ₦54.99tn.

Amended and original 2024

The 2024 budget has two versions. The Act as first signed set spending at ₦28.78tn. After the amendment the operative budget for the full year was ₦35.06tn. The pages use the amended Act for 2024, including its sector figures, and say so wherever the year appears.

Partial years

A sector figure is marked partial when the official documents obtained do not contain every line that belongs to it. 2023: health is complete; education leaves out TETFund and the other sectors count ministry budgets only; 2025: health is complete; education leaves out TETFund and the other sectors count ministry budgets only. A partial figure is shown as published and is never estimated upward, so a partial share understates the sector. Changes between years are measured between years that are not partial where possible.

What each sector contains

Sector totals are the figures or sums of the lines listed below, read from the official budget documents.

Education
2023, partial. Federal Ministry of Education MDA total (personnel + overhead + capital) from the 2023 Act. The MDA total already includes UBEC (N169,019,087,737, scheduled as MDA 0517003001). TETFund has no appropriation line in the 2023 Act volume (only a N12,899,000,000 refund of borrowed funds and, in the BIR, a recurrent line), so the TETFund part of the definition used for 2024 cannot be completed.
  • Federal Ministry of Education
2024. Federal Ministry of Education + UBEC + TETFund (recurrent and capital) + Student Loan Scheme. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Figures are read from the Act's First Schedule summary pages (scanned; OCR checked against printed sub-totals and read visually where they disagreed).
  • Federal Ministry of Education, recurrent (Part L)
  • Federal Ministry of Education, capital (Part M)
  • Federal Ministry of Education, multilateral/bilateral loan-funded capital
  • Universal Basic Education Commission (statutory transfer)
  • TETFund (recurrent)
  • TETFund (capital)
  • Student Loan Scheme (capital supplementation)
2025, partial. Federal Ministry of Education MDA total (includes UBEC) + Student Loan Scheme (same lines as 2024 except TETFund). TETFund recurrent and capital are not in the Act volumes obtained.
  • Federal Ministry of Education (HQTRS and agencies, incl. UBEC)
  • Student Loan Scheme
2026. Federal Ministry of Education + UBEC. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Read from the Act's First Schedule summary pages (scanned images); every ministry line was read from the page image and the Part L and Part M executive sub-totals and the loan-funded total foot exactly.
  • Federal Ministry of Education, recurrent (Part L)
  • Federal Ministry of Education, capital (Part M)
  • Federal Ministry of Education, multilateral/bilateral loan-funded capital
  • Universal Basic Education Commission (statutory transfer)
Health
2023. Federal Ministry of Health MDA total (personnel + overhead + capital; already includes BHCPF, scheduled as MDA 0521050001) + GAVI/Immunisation service-wide vote (economic code 22021076). Same definition as 2026.
  • Federal Ministry of Health
  • GAVI/Immunisation
2024. Federal Ministry of Health and Social Welfare + BHCPF + GAVI/Immunisation. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Figures are read from the Act's First Schedule summary pages (scanned; OCR checked against printed sub-totals and read visually where they disagreed).
  • Federal Ministry of Health and Social Welfare, recurrent (Part L)
  • Federal Ministry of Health and Social Welfare, capital (Part M)
  • Federal Ministry of Health and Social Welfare, multilateral/bilateral loan-funded capital
  • Basic Health Care Provision Fund (statutory transfer)
  • GAVI/Immunisation (service-wide vote)
2025. Federal Ministry of Health and Social Welfare MDA total (includes BHCPF) + GAVI/Immunisation, Malaria Vaccination and Vaccines/Devices Tracking (economic code 22021076). Same definition as 2024 and 2026.
  • Federal Ministry of Health and Social Welfare (HQTRS and agencies, incl. BHCPF)
  • GAVI/Immunisation
  • Malaria Vaccination of Infants
  • Vaccines and Devices Tracking System
2026. Federal Ministry of Health and Social Welfare + BHCPF + GAVI/Immunisation + Malaria vaccination. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Read from the Act's First Schedule summary pages (scanned images); every ministry line was read from the page image and the Part L and Part M executive sub-totals and the loan-funded total foot exactly.
  • Federal Ministry of Health and Social Welfare, recurrent (Part L)
  • Federal Ministry of Health and Social Welfare, capital (Part M)
  • Federal Ministry of Health and Social Welfare, multilateral/bilateral loan-funded capital
  • Basic Health Care Provision Fund (statutory transfer)
  • GAVI/Immunisation (service-wide vote)
  • Malaria Vaccination of Infants (service-wide vote)
Defence and security
2023, partial. Ministry of Defence + Federal Ministry of Police Affairs + Office of the National Security Adviser + Ministry of Interior (each: personnel + overhead + capital). Service-wide security votes are not in the files obtained.
  • Ministry of Defence
  • Federal Ministry of Police Affairs
  • Office of the National Security Adviser
  • Federal Ministry of Interior
2024. Defence + Interior + Police Affairs + National Security Adviser + the three named security service-wide votes. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Figures are read from the Act's First Schedule summary pages (scanned; OCR checked against printed sub-totals and read visually where they disagreed).
  • Ministry of Defence, recurrent (Part L)
  • Ministry of Defence, capital (Part M)
  • Ministry of Interior, recurrent (Part L)
  • Ministry of Interior, capital (Part M)
  • Ministry of Interior, multilateral/bilateral loan-funded capital
  • Ministry of Police Affairs, recurrent (Part L)
  • Ministry of Police Affairs, capital (Part M)
  • National Security Adviser, recurrent (Part L)
  • National Security Adviser, capital (Part M)
  • Military Operations: Lafiya Dole and other operations (service-wide vote)
  • Police Operations Fund (service-wide vote)
  • NSCDC Special Operations Fund (service-wide vote)
2025, partial. Defence + Interior + Police Affairs + National Security Adviser MDA totals.
  • Ministry of Defence
  • Ministry of Interior
  • Federal Ministry of Police Affairs
  • National Security Adviser
2026. Defence + Interior + Police Affairs + National Security Adviser + the named security service-wide votes and the NAF helicopter obligations line. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Read from the Act's First Schedule summary pages (scanned images); every ministry line was read from the page image and the Part L and Part M executive sub-totals and the loan-funded total foot exactly.
  • Ministry of Defence, recurrent (Part L)
  • Ministry of Defence, capital (Part M)
  • Ministry of Interior, recurrent (Part L)
  • Ministry of Interior, capital (Part M)
  • Ministry of Police Affairs, recurrent (Part L)
  • Ministry of Police Affairs, capital (Part M)
  • National Security Adviser, recurrent (Part L)
  • National Security Adviser, capital (Part M)
  • Military Operations: Lafiya Dole and other operations (service-wide vote)
  • Police Operations Fund (service-wide vote)
  • NSCDC Special Operations Fund (service-wide vote)
  • DSS Special Operations Fund (service-wide vote)
  • NAF outstanding obligations on spares, arms and ammunition for T-129 ATAK and Mi-35 helicopters (capital supplementation)
Infrastructure
2023, partial. Federal Ministry of Works and Housing + Power + Transport + Aviation + Water Resources (each: personnel + overhead + capital). Marine and blue economy did not exist as a separate 2023 ministry in the files. Roads/rail items under Service-Wide Votes are not in the files obtained.
  • Federal Ministry of Works and Housing
  • Federal Ministry of Power
  • Federal Ministry of Transport
  • Federal Ministry of Aviation
  • Federal Ministry of Water Resources
2024. Works + Housing and Urban Development + Power + Transportation + Aviation and Aerospace + Marine and Blue Economy + Water Resources (ministry lines only). Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Figures are read from the Act's First Schedule summary pages (scanned; OCR checked against printed sub-totals and read visually where they disagreed).
  • Federal Ministry of Works, recurrent (Part L)
  • Federal Ministry of Works, capital (Part M)
  • Federal Ministry of Works, multilateral/bilateral loan-funded capital
  • Federal Ministry of Housing and Urban Development, recurrent (Part L)
  • Federal Ministry of Housing and Urban Development, capital (Part M)
  • Federal Ministry of Power, recurrent (Part L)
  • Federal Ministry of Power, capital (Part M)
  • Federal Ministry of Power, multilateral/bilateral loan-funded capital
  • Federal Ministry of Transportation, recurrent (Part L)
  • Federal Ministry of Transportation, capital (Part M)
  • Federal Ministry of Aviation and Aerospace, recurrent (Part L)
  • Federal Ministry of Aviation and Aerospace, capital (Part M)
  • Federal Ministry of Marine and Blue Economy, recurrent (Part L)
  • Federal Ministry of Marine and Blue Economy, capital (Part M)
  • Federal Ministry of Water Resources and Sanitation, recurrent (Part L)
  • Federal Ministry of Water Resources and Sanitation, capital (Part M)
  • Federal Ministry of Water Resources and Sanitation, multilateral/bilateral loan-funded capital
2025, partial. Works + Housing and Urban Development + Power + Transport + Aviation and Aerospace + Marine and Blue Economy + Water Resources MDA totals.
  • Federal Ministry of Works
  • Federal Ministry of Housing and Urban Development
  • Federal Ministry of Power
  • Federal Ministry of Transport
  • Federal Ministry of Aviation and Aerospace Development
  • Federal Ministry of Marine and Blue Economy
  • Federal Ministry of Water Resources
2026. Works + Housing and Urban Development + Power + Transportation + Aviation and Aerospace + Marine and Blue Economy + Water Resources (ministry lines only). Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Read from the Act's First Schedule summary pages (scanned images); every ministry line was read from the page image and the Part L and Part M executive sub-totals and the loan-funded total foot exactly.
  • Federal Ministry of Works, recurrent (Part L)
  • Federal Ministry of Works, capital (Part M)
  • Federal Ministry of Works, multilateral/bilateral loan-funded capital
  • Federal Ministry of Housing and Urban Development, recurrent (Part L)
  • Federal Ministry of Housing and Urban Development, capital (Part M)
  • Federal Ministry of Power, recurrent (Part L)
  • Federal Ministry of Power, capital (Part M)
  • Federal Ministry of Power, multilateral/bilateral loan-funded capital
  • Federal Ministry of Transportation, recurrent (Part L)
  • Federal Ministry of Transportation, capital (Part M)
  • Federal Ministry of Aviation and Aerospace, recurrent (Part L)
  • Federal Ministry of Aviation and Aerospace, capital (Part M)
  • Federal Ministry of Marine and Blue Economy, recurrent (Part L)
  • Federal Ministry of Marine and Blue Economy, capital (Part M)
  • Federal Ministry of Water Resources and Sanitation, recurrent (Part L)
  • Federal Ministry of Water Resources and Sanitation, capital (Part M)
  • Federal Ministry of Water Resources and Sanitation, multilateral/bilateral loan-funded capital
Agriculture
2023, partial. Federal Ministry of Agriculture and Rural Development total allocation (personnel + overhead + capital).
  • Federal Ministry of Agriculture and Rural Development
2024. Federal Ministry of Agriculture and Food Security + Livestock Development Programme. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Figures are read from the Act's First Schedule summary pages (scanned; OCR checked against printed sub-totals and read visually where they disagreed).
  • Federal Ministry of Agriculture and Food Security, recurrent (Part L)
  • Federal Ministry of Agriculture and Food Security, capital (Part M)
  • Federal Ministry of Agriculture and Food Security, multilateral/bilateral loan-funded capital
  • Livestock Development Programme (capital supplementation)
2025, partial. Agriculture and Food Security + Livestock Development MDA totals.
  • Federal Ministry of Agriculture and Food Security
  • Federal Ministry of Livestock Development
2026. Federal Ministry of Agriculture and Food Security + Federal Ministry of Livestock (new in 2026). Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Read from the Act's First Schedule summary pages (scanned images); every ministry line was read from the page image and the Part L and Part M executive sub-totals and the loan-funded total foot exactly.
  • Federal Ministry of Agriculture and Food Security, recurrent (Part L)
  • Federal Ministry of Agriculture and Food Security, capital (Part M)
  • Federal Ministry of Agriculture and Food Security, multilateral/bilateral loan-funded capital
  • Federal Ministry of Livestock, recurrent (Part L)
  • Federal Ministry of Livestock, capital (Part M)
Social protection
2023, partial. Ministry of Humanitarian Affairs, Disaster Management and Social Development total allocation. NSIP, HGSFP and other service-wide social lines are not in the files obtained.
  • Ministry of Humanitarian Affairs, Disaster Management and Social Development
2024. Humanitarian Affairs and Poverty Alleviation + NSIPA + National Poverty Reduction with Growth Strategy + National Home-Grown School Feeding. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Figures are read from the Act's First Schedule summary pages (scanned; OCR checked against printed sub-totals and read visually where they disagreed).
  • Ministry of Humanitarian Affairs and Poverty Alleviation, recurrent (Part L)
  • Ministry of Humanitarian Affairs and Poverty Alleviation, capital (Part M)
  • Ministry of Humanitarian Affairs and Poverty Alleviation, multilateral/bilateral loan-funded capital
  • National Social Investment Programme Agency (recurrent, service-wide)
  • National Social Investment Programme Agency (capital)
  • National Poverty Reduction with Growth Strategy (recurrent, service-wide)
  • National Poverty Reduction with Growth Strategy (capital)
  • National Home-Grown School Feeding Programme (service-wide)
2025, partial. Humanitarian Affairs and Poverty Alleviation MDA total. NSIP and school-feeding lines held as service-wide votes under Finance/Budget MDAs are not separated here.
  • Federal Ministry of Humanitarian Affairs and Poverty Alleviation
2026. Humanitarian Affairs and Poverty Alleviation + NSIPA + National Poverty Reduction with Growth Strategy + National Home-Grown School Feeding. Each ministry: recurrent (Part L) + capital (Part M) + loan-funded capital where listed. Read from the Act's First Schedule summary pages (scanned images); every ministry line was read from the page image and the Part L and Part M executive sub-totals and the loan-funded total foot exactly.
  • Ministry of Humanitarian Affairs and Poverty Alleviation, recurrent (Part L)
  • Ministry of Humanitarian Affairs and Poverty Alleviation, capital (Part M)
  • National Social Investment Programme Agency (recurrent, service-wide)
  • National Social Investment Programme Agency (capital)
  • National Poverty Reduction with Growth Strategy (recurrent, service-wide)
  • National Poverty Reduction with Growth Strategy (capital)
  • National Home-Grown School Feeding Programme (service-wide)

Population, GDP and exchange rate

Per person is a sector amount divided by the total population in that year. Share of GDP is the amount divided by GDP at current prices. US dollar figures use the official exchange rate, period average. All three come from the World Bank, retrieved 2026-10-10: Population, total; GDP, current local currency; Official exchange rate, period average. A year without a published figure shows as pending and is left out of the chart.

Targets and transparency

The health target is the Abuja Declaration pledge of 15% of public spending. The education benchmark is the Education 2030 Framework for Action range of 15 to 20% of public spending. Both are set for total public spending, not for a single budget. The transparency score is the 2023 Open Budget Survey result from the International Budget Partnership, out of 100.

Ghana

Coverage. Central government.

Sources. Ministry of Finance, Ghana.

Approved and actual

Approved is the total appropriation in the Appropriation Act. It includes repayment of debt principal, arrears clearance and retained internally generated funds. Actual is total expenditure on a commitment basis, as reported by the Ministry of Finance in its budget statements and mid-year reviews. The pages compare actual spending with the approved expenditure on the same basis. Actual figures are provisional outturns. The Ministry does not publish sector actuals, so the pages show approved sector budgets and do not show sector actuals.

Sectors

Each sector is the sum of the Ministry of Finance's allocation lines for the ministries and statutory funds named under it below, across all funding sources. The lines agree with the Third Schedule of each Appropriation Act.

Notes on the comparison

Approved here is the Ministry of Finance's own expenditure total before debt amortisation and arrears clearance, the basis on which it reports actual spending. Shares of the budget use the larger total in the Appropriation Act.

2024: actual spending includes expenditure claims committed but not released in cash that year, which is why it is above the approved figure.

2025: actual spending is the provisional outturn, which the Ministry prints as a chart label rounded to one decimal place in billions of cedis.

2026: actual spending covers January to June only.

What each sector contains

Sector totals are the figures or sums of the lines listed below, read from the official budget documents.

Education
2023. Ministry of Education (all funding sources: GoG, ABFA, IGF, development partners) plus the GETFund statutory transfer. Amounts are the Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix of the Budget Statement.
  • Ministry of Education (all funding sources)
  • Ghana Education Trust Fund (GETFund), statutory transfer
2024. Ministry of Education (all funding sources: GoG, ABFA, IGF, development partners) plus the GETFund statutory transfer. Amounts are the Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix of the Budget Statement.
  • Ministry of Education (all funding sources)
  • Ghana Education Trust Fund (GETFund), statutory transfer
2025. Ministry of Education (all funding sources: GoG, ABFA, IGF, development partners) plus the GETFund statutory transfer. Amounts are the Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix of the Budget Statement.
  • Ministry of Education (all funding sources)
  • Ghana Education Trust Fund (GETFund), statutory transfer
2026. Ministry of Education (all funding sources: GoG, ABFA, IGF, development partners) plus the GETFund statutory transfer. Amounts are the Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix of the Budget Statement.
  • Ministry of Education (all funding sources)
  • Ghana Education Trust Fund (GETFund), statutory transfer
Health
2023. Ministry of Health (all funding sources) plus the National Health Fund (NHIF) statutory transfer. Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix.
  • Ministry of Health (all funding sources)
  • National Health Fund (NHIF), statutory transfer
2024. Ministry of Health (all funding sources) plus the National Health Fund (NHIF) statutory transfer. Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix.
  • Ministry of Health (all funding sources)
  • National Health Fund (NHIF), statutory transfer
2025. Ministry of Health (all funding sources) plus the National Health Fund (NHIF) statutory transfer. Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix.
  • Ministry of Health (all funding sources)
  • National Health Fund (NHIF), statutory transfer
2026. Ministry of Health (all funding sources) plus the National Health Fund (NHIF) statutory transfer. Grand Total, All Funding Sources column of the MoF MDA Expenditure Allocation appendix.
  • Ministry of Health (all funding sources)
  • National Health Fund (NHIA) including the Ghana Medical Trust Fund, statutory transfer
Defence and security
2023. Ministry of Defence plus Ministry of the Interior (police, immigration, prisons, fire service), all funding sources. National Security is shown as a memo where it is a separate vote and is not added.
  • Ministry of Defence (all funding sources)
  • Ministry of the Interior (all funding sources)
2024. Ministry of Defence plus Ministry of the Interior (police, immigration, prisons, fire service), all funding sources. National Security is shown as a memo where it is a separate vote and is not added.
  • Ministry of Defence (all funding sources)
  • Ministry of the Interior (all funding sources)
2025. Ministry of Defence plus Ministry of the Interior (police, immigration, prisons, fire service), all funding sources. National Security is shown as a memo where it is a separate vote and is not added.
  • Ministry of Defence (all funding sources)
  • Ministry of the Interior (all funding sources)
2026. Ministry of Defence plus Ministry of the Interior (police, immigration, prisons, fire service), all funding sources. National Security is shown as a memo where it is a separate vote and is not added.
  • Ministry of Defence (all funding sources)
  • Ministry of the Interior (all funding sources)
Infrastructure
2023. Ministries of Water Resources and Sanitation, Works and Housing, Roads and Highways, Communications and Digitalisation, Railways Development and Transport (the MoF Infrastructure sector) plus the Road Fund transfer and the Ghana Infrastructure Investment Fund ABFA capex vote.
  • Ministry of Water Resources and Sanitation
  • Ministry of Works and Housing
  • Ministry of Roads and Highways
  • Ministry of Communications and Digitalisation
  • Ministry of Railways Development
  • Ministry of Transport
  • Road Fund, statutory transfer
  • Ghana Infrastructure Investment Fund (ABFA capex vote)
2024. Ministries of Sanitation and Water Resources, Works and Housing, Roads and Highways, Communications and Digitalisation, Railways Development and Transport (the MoF Infrastructure sector) plus the Road Fund transfer and the Ghana Infrastructure Investment Fund ABFA capex vote.
  • Ministry of Sanitation and Water Resources
  • Ministry of Works and Housing
  • Ministry of Roads and Highways
  • Ministry of Communications and Digitalisation
  • Ministry of Railways Development
  • Ministry of Transport
  • Road Fund, statutory transfer
  • Ghana Infrastructure Investment Fund (ABFA capex vote)
2025. Ministries of Works, Housing and Water Resources, Roads and Highways, Communication, Digital Technology and Innovations and Transport (the MoF Infrastructure sector) plus the Road Fund transfer and the Big Push CAPEX vote. The Ghana Infrastructure Investment Fund vote of earlier years is no longer a separate line.
  • Ministry of Works, Housing and Water Resources
  • Ministry of Roads and Highways
  • Ministry of Communication, Digital Technology and Innovations
  • Ministry of Transport
  • Road Fund, statutory transfer
  • Big Push CAPEX (ABFA-funded road and infrastructure programme vote)
2026. Ministries of Works, Housing and Water Resources, Roads and Highways, Communication, Digital Technology and Innovations and Transport (the MoF Infrastructure sector) plus the Road Fund transfer and the Big Push CAPEX vote.
  • Ministry of Works, Housing and Water Resources
  • Ministry of Roads and Highways
  • Ministry of Communication, Digital Technology and Innovations
  • Ministry of Transport
  • Road Fund, statutory transfer
  • Big Push CAPEX (ABFA-funded road and infrastructure programme vote)
Agriculture
2023. Ministry of Food and Agriculture, all funding sources (includes its flagship programmes). The Ministry of Fisheries and Aquaculture is a separate ministry and is not included.
  • Ministry of Food and Agriculture (all funding sources)
2024. Ministry of Food and Agriculture, all funding sources (includes its flagship programmes). The Ministry of Fisheries and Aquaculture is a separate ministry and is not included.
  • Ministry of Food and Agriculture (all funding sources)
2025. Ministry of Food and Agriculture, all funding sources (includes its flagship programmes). The Ministry of Fisheries and Aquaculture is a separate ministry and is not included.
  • Ministry of Food and Agriculture (all funding sources)
2026. Ministry of Food and Agriculture, all funding sources (includes its flagship programmes). The Ministry of Fisheries and Aquaculture is a separate ministry and is not included.
  • Ministry of Food and Agriculture (all funding sources)
Social protection
2023. Ministry of Gender, Children and Social Protection (all funding sources) plus the Social Benefits vote shown as its own line in the MoF allocation table (LEAP cash transfers and lifeline electricity consumers).
  • Ministry of Gender, Children and Social Protection
  • Social Benefits vote (Lifeline consumers of electricity plus LEAP transfers)
2024. Ministry of Gender, Children and Social Protection (all funding sources) plus the Social Benefits vote shown as its own line in the MoF allocation table (LEAP cash transfers and lifeline electricity consumers).
  • Ministry of Gender, Children and Social Protection
  • Social Benefits vote (Lifeline consumers of electricity plus LEAP transfers)
2025. Ministry of Gender, Children and Social Protection (all funding sources) plus the Social Benefits vote shown as its own line in the MoF allocation table (LEAP cash transfers and lifeline electricity consumers).
  • Ministry of Gender, Children and Social Protection
  • Social Benefits vote (Lifeline consumers of electricity plus LEAP transfers)
2026. Ministry of Gender, Children and Social Protection (all funding sources) plus the Social Benefits vote shown as its own line in the MoF allocation table (LEAP cash transfers and lifeline electricity consumers).
  • Ministry of Gender, Children and Social Protection
  • Social Benefits vote (Lifeline consumers of electricity plus LEAP transfers)

Population, GDP and exchange rate

Per person is a sector amount divided by the total population in that year. Share of GDP is the amount divided by GDP at current prices. US dollar figures use the official exchange rate, period average. All three come from the World Bank, retrieved 2026-10-10: Population, total; GDP, current local currency; Official exchange rate, period average. A year without a published figure shows as pending and is left out of the chart.

Targets and transparency

The health target is the Abuja Declaration pledge of 15% of public spending. The education benchmark is the Education 2030 Framework for Action range of 15 to 20% of public spending. Both are set for total public spending, not for a single budget. The transparency score is the 2023 Open Budget Survey result from the International Budget Partnership, out of 100.

Kenya

Coverage. National government only. Counties deliver most primary health care.

Sources. National Treasury; Controller of Budget.

Headline total

The headline is the Treasury's expenditure and net lending. It includes the allocation to the counties and interest on debt, and leaves out repayment of debt principal, which the Treasury treats as financing. The Controller of Budget reports a different, larger gross budget that includes principal repayments and leaves out the county equitable share. That figure is not used for shares.

Approved and actual

Approved is the Treasury figure at budget stage, from the Budget Summary and the Budget Statement. Actual is the Treasury's preliminary outturn on the same basis. Where the Treasury has not yet published an outturn, the page shows no actual. The Controller of Budget publishes sector spending for national ministries, but the sector lines on these pages are the Treasury's approved allocations, so the pages do not show sector actuals.

Fiscal years

Kenya's fiscal year runs from 1 July to 30 June and the pages use the Treasury's label for it. Population, GDP and exchange rates are matched to the calendar year in which the fiscal year ends.

Sectors and gaps

Sector totals are the totals the Treasury states. Where it states no total for a sector, the page shows that the figure is not published and does not add lines up. The Treasury's sector definitions differ slightly between documents. Health is national government only: counties run most primary health care and are funded from the county allocation, so the health share is marked partial in every year.

Notes on the comparison

2025/26: the Treasury has not published its spending figure yet. The Controller of Budget reports KSh4.75tn, but that figure includes repayment of debt principal, which the headline budget leaves out, so it is not compared with the approved total.

2026/27: the year began on 1 July 2026, so there is no spending report yet.

Partial years

A sector figure is marked partial when the official documents obtained do not contain every line that belongs to it. 2023/24: health is national government only and leaves out county health spending; Treasury states no total for infrastructure, agriculture or social protection; 2024/25: health is national government only and leaves out county health spending; Treasury states totals for some sectors only; 2025/26: health is national government only and leaves out county health spending; Treasury states totals for some sectors only; 2026/27: health is national government only and leaves out county health spending; Treasury states no total for infrastructure. A partial figure is shown as published and is never estimated upward, so a partial share understates the sector. Changes between years are measured between years that are not partial where possible.

What each sector contains

Sector totals are the figures or sums of the lines listed below, read from the official budget documents.

Education
2023/24. Treasury-stated 'Educational Sector' thematic allocation (Key Allocations to Thematic Areas, Table 4).
2024/25. Treasury-stated: Budget Statement para 98 'total allocation of Ksh 656.6 billion or 27.6 percent of total expenditures to the Education Sector' (TSC 358.2, Basic 142.3, Higher 128.0, TVET 30.7).
2025/26. Treasury-stated: Budget Statement para 127 'total allocation of Ksh 702.7 billion to the Education Sector' (TSC 387.2bn).
2026/27. Treasury-stated 'Education Sector' thematic allocation, Table 5.
Health
2023/24, partial. Treasury-stated 'Health Sector' thematic allocation (Table 4). National government only: counties run primary health care and receive health funding through their equitable share and conditional grants.
2024/25, partial. Treasury-stated: para 87 'allocation of Ksh 127.0 billion' to the health sector. National government only; counties fund much primary care.
2025/26, partial. Treasury-stated: para 112 'allocation of Ksh 138.1 billion to the health sector'. National government only; counties fund much primary care.
2026/27, partial. Treasury-stated 'Health Sector' thematic allocation, Table 5. National government only; counties fund much primary care.
Defence and security
2023/24. Treasury-stated 'National Security' thematic: National Intelligence Service 43,801.0 + Defence 143,243.2 + National Police Service 99,026.3 + Prison Services 31,320.7 + police vehicle leasing, insurance and other lines (KSh million).
  • Defence
  • National Intelligence Service
  • National Police Service
  • Prison Services
2024/25. Treasury-stated: para 109 'allocation of Ksh 377.5 billion to support operations of the National Police Service, Defence, the National Intelligence Service and Prison Services' (Defence 173.1, NPS 110.6, NIS 46.3, Prisons 32.7).
  • Defence
  • National Police Service
  • National Intelligence Service
  • Prisons Services
2025/26, not published. Budget Statement para 136 (p100) states component allocations (Defence 202.3, NPS 125.7, NIS 51.4, Internal Security 32.5, Prisons 38.1 KSh billion) but no total; no total is stated in the documents obtained (Budget Summary FY2025/26 not obtained).
  • Defence
  • National Police Service
  • National Intelligence Service
  • Internal Security and National Administration
  • Prisons Services
2026/27. Treasury-stated 'National Security' thematic allocation, Table 5 (24.2 percent of thematic total). Budget Statement p141: Defence 252.1, NPS 144.7, NIS 64.1, Internal Security 63.9, Prisons 42.6 KSh billion.
  • Defence
  • National Police Service
  • National Intelligence Service
  • Internal Security and National Administration
  • Prisons Services
Infrastructure
2023/24, not published. Treasury does not state an infrastructure sector total in the documents obtained (thematic table lists Roads, Energy 61,076.3, Housing 31,320.0, ICT 15,325.0 separately). CoB sector figure is in approved_revised_cob.
2024/25, not published. No Treasury sector total stated in documents obtained; CoB figure in approved_revised_cob.
2025/26, not published. No Treasury sector total stated in documents obtained; CoB figure in approved_revised_cob.
2026/27, not published. Treasury Table 5 lists Roads 230,339.2, Transport 51,781.9, Energy and Petroleum 27,011.5, Housing 135,810.6, ICT 10,472.5 (KSh million) separately; no sector total stated and none is summed here.
Agriculture
2023/24, not published. Treasury sector total not stated; see approved_revised_cob.
2024/25, not published. As above.
2025/26, not published. As above.
2026/27, partial. Treasury thematic 'Agriculture and Food Security' (Table 5).
Social protection
2023/24, not published. Treasury sector total not stated; see approved_revised_cob.
2024/25, not published. As above.
2025/26, not published. As above.
2026/27, partial. Treasury thematic 'Social Protection and Affirmative Action' (Table 5).

Population, GDP and exchange rate

Per person is a sector amount divided by the total population in that year. Share of GDP is the amount divided by GDP at current prices. US dollar figures use the official exchange rate, period average. All three come from the World Bank, retrieved 2026-10-10: Population, total; GDP, current local currency; Official exchange rate, period average. A year without a published figure shows as pending and is left out of the chart.

Targets and transparency

The health target is the Abuja Declaration pledge of 15% of public spending. The education benchmark is the Education 2030 Framework for Action range of 15 to 20% of public spending. Both are set for total public spending, not for a single budget. The transparency score is the 2023 Open Budget Survey result from the International Budget Partnership, out of 100.

South Africa

Coverage. Consolidated government, including the nine provinces.

Sources. National Treasury.

Headline total

The headline is consolidated government expenditure in the Budget Review: national departments, the nine provinces, social security funds and public entities financed from their own revenue. The provinces spend most of the education and health budget. Spending by municipalities from their own revenue is not included, only the transfers they receive from the national budget.

Approved and actual

Approved is the budget tabled before the year began. Where a budget was withdrawn and replaced, the one Parliament appropriated is used. Actual is the audited outcome in the latest Budget Review. Where the consolidated outcome is not yet published, the page shows no actual. The Treasury publishes outcomes by a different classification from its budget functions, so the pages do not show sector actuals.

Fiscal years

South Africa's fiscal year runs from 1 April to 31 March and the pages use the Treasury's label for it. Population, GDP and exchange rates are matched to the calendar year in which the fiscal year begins.

Notes on the comparison

2025/26: the Treasury has not yet published the consolidated outcome for this year.

What each sector contains

Sector totals are the figures or sums of the lines listed below, read from the official budget documents.

Education
2023/24. Basic education plus Post-school education and training, two sub-functions of Treasury's 'Learning and culture' function group in consolidated government expenditure by function (national, provincial, public entities, social security funds). The sum of the two stated lines is ours; each line is Treasury-stated. Excludes Arts, culture, sport and recreation, which Treasury places in Learning and culture.
  • Basic education (Treasury function sub-group)
  • Post-school education and training (Treasury function sub-group)
2024/25. Basic education plus Post-school education and training, two sub-functions of Treasury's 'Learning and culture' function group in consolidated government expenditure by function (national, provincial, public entities, social security funds). The sum of the two stated lines is ours; each line is Treasury-stated. Excludes Arts, culture, sport and recreation, which Treasury places in Learning and culture.
  • Basic education (Treasury function sub-group)
  • Post-school education and training (Treasury function sub-group)
2025/26. Basic education plus Post-school education and training, two sub-functions of Treasury's 'Learning and culture' function group in consolidated government expenditure by function (national, provincial, public entities, social security funds). The sum of the two stated lines is ours; each line is Treasury-stated. Excludes Arts, culture, sport and recreation, which Treasury places in Learning and culture.
  • Basic education (Treasury function sub-group)
  • Post-school education and training (Treasury function sub-group)
2026/27. Basic education plus Post-school education and training, two sub-functions of Treasury's 'Learning and culture' function group in consolidated government expenditure by function (national, provincial, public entities, social security funds). The sum of the two stated lines is ours; each line is Treasury-stated. Excludes Arts, culture, sport and recreation, which Treasury places in Learning and culture.
  • Basic education (Treasury function sub-group)
  • Post-school education and training (Treasury function sub-group)
Health
2023/24. Health function group of consolidated government expenditure by function, as stated by Treasury (provincial health departments, national department, entities).
  • Health (Treasury function group)
2024/25. Health function group of consolidated government expenditure by function, as stated by Treasury (provincial health departments, national department, entities).
  • Health (Treasury function group)
2025/26. Health function group of consolidated government expenditure by function, as stated by Treasury (provincial health departments, national department, entities).
  • Health (Treasury function group)
2026/27. Health function group of consolidated government expenditure by function, as stated by Treasury (provincial health departments, national department, entities).
  • Health (Treasury function group)
Defence and security
2023/24. Peace and security function group as stated by Treasury: defence and state security, police services, law courts and prisons, and home affairs. The group total is Treasury-stated, not our sum.
  • Defence and state security
  • Police services
  • Law courts and prisons
  • Home affairs
2024/25. Peace and security function group as stated by Treasury: defence and state security, police services, law courts and prisons, and home affairs. The group total is Treasury-stated, not our sum.
  • Defence and state security
  • Police services
  • Law courts and prisons
  • Home affairs
2025/26. Peace and security function group as stated by Treasury: defence and state security, police services, law courts and prisons, and home affairs. The group total is Treasury-stated, not our sum.
  • Defence and state security
  • Police services
  • Law courts and prisons
  • Home affairs
2026/27. Peace and security function group as stated by Treasury: defence and state security, police services, law courts and prisons, and home affairs. The group total is Treasury-stated, not our sum.
  • Defence and state security
  • Police services
  • Law courts and prisons
  • Home affairs
Infrastructure
2023/24. Economic regulation and infrastructure sub-function of the Economic development function group, as stated by Treasury: roads and rail transfers, water resource and bulk infrastructure, energy and transport regulation. It is the infrastructure line inside consolidated spending; it excludes school and hospital buildings (those sit in Learning and culture and Health) and state-owned company capex.
  • Economic regulation and infrastructure (sub-function of Economic development)
2024/25. Economic regulation and infrastructure sub-function of the Economic development function group, as stated by Treasury: roads and rail transfers, water resource and bulk infrastructure, energy and transport regulation. It is the infrastructure line inside consolidated spending; it excludes school and hospital buildings (those sit in Learning and culture and Health) and state-owned company capex.
  • Economic regulation and infrastructure (sub-function of Economic development)
2025/26. Economic regulation and infrastructure sub-function of the Economic development function group, as stated by Treasury: roads and rail transfers, water resource and bulk infrastructure, energy and transport regulation. It is the infrastructure line inside consolidated spending; it excludes school and hospital buildings (those sit in Learning and culture and Health) and state-owned company capex.
  • Economic regulation and infrastructure (sub-function of Economic development)
2026/27. Economic regulation and infrastructure sub-function of the Economic development function group, as stated by Treasury: roads and rail transfers, water resource and bulk infrastructure, energy and transport regulation. It is the infrastructure line inside consolidated spending; it excludes school and hospital buildings (those sit in Learning and culture and Health) and state-owned company capex.
  • Economic regulation and infrastructure (sub-function of Economic development)
Agriculture
2023/24. Agriculture and rural development sub-function of the Economic development function group, as stated by Treasury.
  • Agriculture and rural development (sub-function of Economic development)
2024/25. Agriculture and rural development sub-function of the Economic development function group, as stated by Treasury.
  • Agriculture and rural development (sub-function of Economic development)
2025/26. Agriculture and rural development sub-function of the Economic development function group, as stated by Treasury.
  • Agriculture and rural development (sub-function of Economic development)
2026/27. Agriculture and rural development sub-function of the Economic development function group, as stated by Treasury.
  • Agriculture and rural development (sub-function of Economic development)
Social protection
2023/24. Social protection sub-function of the Social development function group, as stated by Treasury: social grants and provincial social development. Excludes social security funds and public-sector pensions, which the wider Social development group adds.
  • Social protection (sub-function of Social development)
2024/25. Social protection sub-function of the Social development function group, as stated by Treasury: social grants and provincial social development. Excludes social security funds and public-sector pensions, which the wider Social development group adds.
  • Social protection (sub-function of Social development)
2025/26. Social protection sub-function of the Social development function group, as stated by Treasury: social grants and provincial social development. Excludes social security funds and public-sector pensions, which the wider Social development group adds.
  • Social protection (sub-function of Social development)
2026/27. Social protection sub-function of the Social development function group, as stated by Treasury: social grants and provincial social development. Excludes social security funds and public-sector pensions, which the wider Social development group adds.
  • Social protection (sub-function of Social development)

Population, GDP and exchange rate

Per person is a sector amount divided by the total population in that year. Share of GDP is the amount divided by GDP at current prices. US dollar figures use the official exchange rate, period average. All three come from the World Bank, retrieved 2026-10-10: Population, total; GDP, current local currency; Official exchange rate, period average. A year without a published figure shows as pending and is left out of the chart.

Targets and transparency

The health target is the Abuja Declaration pledge of 15% of public spending. The education benchmark is the Education 2030 Framework for Action range of 15 to 20% of public spending. Both are set for total public spending, not for a single budget. The transparency score is the 2023 Open Budget Survey result from the International Budget Partnership, out of 100.

Economy pages

The economy pages cover 54 African countries from 2015 to 2025. Figures come from three official publishers: the World Bank (World Development Indicators and International Debt Statistics, retrieved through the World Bank APIs on 2026-10-10), the International Monetary Fund (Direct Investment Positions by Counterpart Economy, retrieved 2026-10-10) and the United Nations (UN Comtrade, retrieved 2026-10-10). The Nigeria page also uses the National Bureau of Statistics, Nigeria capital importation release. Every series is refreshed every month. A year a publisher has not released is shown as not published. It is never estimated or carried forward from another year, and countries are ranked on their own latest published year, which the pages show beside each figure.

Economy snapshot

GDP is gross domestic product in current US dollars (NY.GDP.MKTP.CD). Real GDP growth is the annual percentage change in GDP at constant prices (NY.GDP.MKTP.KD.ZG). GDP per person is GDP divided by the mid-year population, in current US dollars (NY.GDP.PCAP.CD).

Who invests: positions, not flows

The investing-country chart uses the IMF Coordinated Direct Investment Survey (series INWD_D_NETLA_FALL_ALL). It shows positions: the total stock of foreign direct investment held in the country at the end of the year, by the country the investment comes from. It is not the same as the flow shown in the remittances chart (BX.KLT.DINV.CD.WD), which is the net new investment during one year, and the two will not match. The investing country is the immediate investor, so a holding company in a financial centre can appear in place of the final owner. Where a country has not reported its own positions, the IMF derives them from what investing countries report, and the page says so.

Capital importation in Nigeria

Capital importation is the National Bureau of Statistics count of foreign capital that entered Nigeria and was registered with the central bank, in US dollars. It has three types: foreign direct investment, portfolio investment (shares, bonds and money market instruments) and other investment (mainly loans and trade credit). It is a registration count of capital coming in, not a measure of the investment position, and it is not the same as the balance-of-payments flow used elsewhere on the page. The latest quarter and latest full year come from Nigeria Capital Importation Q2 2024, published 8 October 2024: NBS e-library record. Types and sectors add up to the stated total; country of origin shows the largest sources.

Trade in goods

Trade figures come from UN Comtrade annual merchandise trade data. Exports are valued at the border (free on board) and imports include insurance and freight, as each country reports them. Products are grouped by chapter of the Harmonized System, the international customs classification. Partner countries are the immediate destination of exports and the country of origin of imports, so goods that pass through a trading hub are counted against the hub. Areas that are not single countries, such as free zones or unspecified regions, are left out of the partner rankings.

Reporting gaps and partner data. Some African countries report late or not at all. Where a country has no report in recent years, the page uses what its trading partners report instead and marks it as reported by trading partners: partners' imports from the country stand in for its exports, and partners' exports to it for its imports. These are the partners' own figures, they cover only the countries that have reported, and they differ from what the country itself would report, mainly because of freight and insurance. We use a partner year only when most of the reporting partners have filed it. Where neither the country nor its partners publish, the page says not published.

Remittances, reserves, debt and aid

Remittances are personal remittances received: money sent home by workers abroad and other personal transfers, in current US dollars (BX.TRF.PWKR.CD.DT) and as a share of GDP (BX.TRF.PWKR.DT.GD.ZS).

Foreign direct investment is net inflows in the balance of payments: new investment from abroad less investment taken out, in current US dollars (BX.KLT.DINV.CD.WD) and as a share of GDP (BX.KLT.DINV.WD.GD.ZS). It can be negative. A negative year means more investment left the country than came in. When both are positive, the country page compares remittances with foreign direct investment by dividing one by the other for the latest year in which both are published.

Reserves are total reserves including gold, in current US dollars (FI.RES.TOTL.CD). Months of imports (FI.RES.TOTL.MO) is the number of months of goods and services imports those reserves would pay for.

External debt stock is total external debt owed to non-residents and repayable in foreign currency, goods or services, in current US dollars (DT.DOD.DECT.CD). The creditor chart splits public and publicly guaranteed debt by type of creditor: multilateral (DT.DOD.MLAT.CD), bilateral (DT.DOD.BLAT.CD), bonds (DT.DOD.PBND.CD) and commercial banks (DT.DOD.PCBK.CD). The grey part is the total less those four types, which includes other private creditors, IMF credit, short-term debt and private debt without a public guarantee. The dashed line is public debt owed to China (DT.DOD.DPPG.CD), which is part of the bilateral and commercial bank figures. These series come from the World Bank International Debt Statistics.

Aid is net official development assistance and official aid received, in current US dollars (DT.ODA.ODAT.CD).

Country Pulse

Country Pulse shows what a country's news outlets are reporting today. It is a reading list, not a newsroom. We do not write, edit or summarise any story.

How sources are chosen

We list national outlets that publish a public feed, the newsrooms of official institutions such as the presidency, parliament, the central bank and the electoral commission, and independent fact-checking organisations. An outlet is in the update only while its feed can be read. Owners are shown on the sources page so readers can weigh each outlet for themselves.

What we collect

Every half hour we read each public feed and keep the outlet name, headline, link and time. We keep the feed's own short description only to help match headlines, and we never store or publish article text. We follow each site's robots.txt.

How topics are formed

Headlines from the past day are compared by their shared words and names. Headlines about the same event are grouped into one topic. A topic is listed only when more than one outlet covers it, and the topics are ranked by the number of different outlets. The headline shown for a topic is a real headline from one of those outlets, the one closest to the rest of the group.

The ranking measures how widely a story is reported. It says nothing about whether a story is important or accurate. Official releases and fact-checks are listed apart from the ranking and are not counted in it.

Links to our data

A topic gets a related-data link when its headlines use words that match one of our data pages, for example budgets, elections or the economy. The match is by keyword and is not an editorial judgement.

To report a wrong link or a missing outlet, write to corrections@pollsafrica.com.

Reader reactions

Under each story, readers can say how it makes them feel and whether it affects them. We show the share of readers who chose each answer, and how many readers have answered.

Not a scientific poll

Anyone who visits the page can answer, so the readers choose themselves. They are more likely to be online, urban, younger and interested in the news than the country as a whole, and a story shared in a group chat can draw a crowd of like-minded people. The figures describe the readers who reacted. They are not an estimate of what the whole country thinks, and they carry no margin of error. Our surveys, which use designed samples and are weighted, are described above and are the place to look for national results.

One reaction per device

You do not need an account. The first time you react, your browser stores a random code that we sign, and each device can react once to each story. Clearing your browser data, or using another device, can allow a second reaction, so the counts are not fully protected from repeat voting. To limit abuse, we also cap how often one connection can submit reactions. We keep a scrambled version of the connection address for that cap only. It cannot be turned back into an address, it is made with a key that changes every day, and it is not stored with your reaction.

The mood gauge

The mood gauge adds up the feelings readers chose over the last day. Worried and angry count to one side, hopeful and happy to the other, and "don't care" is left out of the needle. It is shown only once enough readers have reacted.

Which stories can be reacted to

We pick stories on public-interest topics, by keyword: politics and government, the economy, security, public services, education, health, infrastructure, energy and sport. Foreign news with no link to the country is left out. Entertainment gossip and other lighter stories are listed apart, with reactions closed. The rules are plain keyword lists and no one writes or rewrites a story. Nigeria's stories and reactions are on NigeriaPolls, which uses the same service and the same rules.