Africa2036

AI, Work & Inclusion · featured chamber

Nigeria

Implementation and inclusion at national scale, including informality and infrastructure distribution.

The scale case. Whether these mechanisms can produce inclusive employment and better public services across a very large, highly informal and unequal economy — and what happens to a headline national target by the time it reaches a state, a town, a trader.

Deep review 13 reviewed documents 9/12 decision areas

Evidence across most decision areas, with multiple primary or official sources.

Scale case. Nigeria is examined as a question about scale: whether these mechanisms can produce inclusive employment and better public services across a very large, highly informal and unequal economy. It is not the standard against which the others are judged, and nothing here treats its size as achievement or its figures as the norm.

Scenarios and horizons

What could materially change by 2031 and 2036?

MomentumAccelerationDisruption
202620312036202620312036202620312036
Output per person$1,227$1,241$1,256$1,259$1,450$1,669$1,195$1,058$937
Electricity access64%67.4%70.5%64.7%69.6%73.8%63.5%65.8%67.9%
Internet use44.6%52.1%58.6%46.2%56.8%65.2%43.4%48.6%53.2%
Working-age population137.9m158.2m177.7m137.9m158.2m177.7m137.9m158.2m177.7m

Scenarios are arithmetic on observed history under a published assumption. They are not predictions and carry no probability. 2026, 2031, 2036 are the only formal horizons — no value is projected for any year between them.

Youth labour-market entry

How many young people may enter working age, and what does entering the labour market look like?

Youth unemployment 5.3% (2025)
Unemployment 3.1% (2025)
Under 15 40.5% (2025) 96.2m people
Working age 56.4% (2025) 134m people
Working age (proj.) 56.9% (2026) 135.1m people
Secondary enrolment 46.9% (2023)
  • Partially operational

    Nigeria’s Three Million Technical Talent programme, executed by the Federal Ministry of Communications, Innovation and Digital Economy with NITDA, states on its own site a target of 300,000 young Nigerians across phases 1 and 2; phase 1 launched in December 2023 with 30,000 fellows selected across all 36 states and the FCT, and phase 2 is to train 270,000 in three cohorts.

    What this does not establish. The operative target published by the programme itself is 300,000 — one tenth of the three million in its name. The site publishes no completion figure, so the number actually trained is not established here.

    3 Million Technical Talent (3MTT) National Information Technology Development Agency, 2026 · Primary

What kinds of work dominate

Where do people actually work, and how might that change?

Farm employment 33.5% (2025)
Services employment 49.5% (2025)
Manufacturing 8.3% (2025)
Services 58.2% (2025)
Female participation rate 80.7% (2025)

Female participation rate — Labor force participation rate, female (% of female population ages 15+) (modeled ILO estimate). Percentage of the FEMALE population aged 15 and over who are in the labour force, employed or unemployed.

No reviewed document in this platform's research record bears on this question for this country. That is a gap in the evidence, not a finding about the country.

Infrastructure constraints

What are the physical limits — connection, power, and where they reach?

Fixed broadband 0.1 / 100 (2024)
Internet use 41.2% (2024) 97.9m people
Mobile subscriptions 70.8 / 100 (2024)
Electricity access 62.5% (2024) 148.5m people
Rural electricity 23.5% (2024) 55.8m people

Education and practical AI skills

What is the education base, and what is being built on top of it?

Secondary enrolment 46.9% (2023)
Tertiary enrolment 9.7% (2011)
Adult literacy 70.4% (2024)
Education spend 0.3% (2023)
R&D spend 0.3% (2019)
  • Partially operational

    Nigeria’s Three Million Technical Talent programme, executed by the Federal Ministry of Communications, Innovation and Digital Economy with NITDA, states on its own site a target of 300,000 young Nigerians across phases 1 and 2; phase 1 launched in December 2023 with 30,000 fellows selected across all 36 states and the FCT, and phase 2 is to train 270,000 in three cohorts.

    What this does not establish. The operative target published by the programme itself is 300,000 — one tenth of the three million in its name. The site publishes no completion figure, so the number actually trained is not established here.

    3 Million Technical Talent (3MTT) National Information Technology Development Agency, 2026 · Primary

  • Partially operational

    Nigeria’s Federal Ministry of Communications, Innovation and Digital Economy announced on 19 August 2025 an expanded AI skilling alliance with Microsoft targeting one million Nigerians by 2026, reporting at that point that over 7,000 young Nigerians had taken part in the associated LinkedIn Premium AI Challenge.

    What this does not establish. The 7,000 figure counts participation in one challenge, not completion of AI training, and is roughly 0.7% of the one-million target announced alongside it.

    3MTT Nigeria and Microsoft Deepen Alliance to Build Nigeria’s Future Tech Workforce Federal Ministry of Communications, Innovation and Digital Economy, 2025-08-19 · Primary

Informal enterprise and MSMEs

How may informal enterprises and small firms be affected, and what would let one grow?

Farm employment 33.5% (2025)
Services employment 49.5% (2025)
Private credit 9.6% (2022)
Account ownership (incl. mobile money) 63.3% (2024) 150.3m people

Account ownership (incl. mobile money) — Account ownership at a financial institution or with a mobile-money-service provider (% of population ages 15+). Percentage of the population aged 15 and over. Counts an account at a bank or other financial institution, OR personal use of a mobile-money service in the past 12 months. Mobile money IS included.

No reviewed document in this platform's research record bears on this question for this country. That is a gap in the evidence, not a finding about the country.

Financial inclusion

Who can be paid, save or borrow — and on what definition?

Account ownership (incl. mobile money) 63.3% (2024) 150.3m people
Private credit 9.6% (2022)
Remittances 7.8% (2025)

Account ownership (incl. mobile money) — Account ownership at a financial institution or with a mobile-money-service provider (% of population ages 15+). Percentage of the population aged 15 and over. Counts an account at a bank or other financial institution, OR personal use of a mobile-money service in the past 12 months. Mobile money IS included.

No reviewed document in this platform's research record bears on this question for this country. That is a gap in the evidence, not a finding about the country.

Digital public services

What can a citizen do with the state without queueing?

Internet use 41.2% (2024) 97.9m people
Account ownership (incl. mobile money) 63.3% (2024) 150.3m people
Govt effectiveness -1.01 (2024)
Regulatory quality -0.63 (2024)

Account ownership (incl. mobile money) — Account ownership at a financial institution or with a mobile-money-service provider (% of population ages 15+). Percentage of the population aged 15 and over. Counts an account at a bank or other financial institution, OR personal use of a mobile-money service in the past 12 months. Mobile money IS included.

  • Operational

    The same IMF consultation recorded poverty at 63% against Nigeria’s national poverty line, with an estimated 27 million people facing food insecurity in the autumn of 2025, and warned that both were likely to worsen in the prevailing external environment.

    IMF Executive Board Concludes 2026 Article IV Consultation with Nigeria International Monetary Fund, 2026-06 · Primary

Agriculture and creative enterprise

Two sectors that employ many and are measured badly. What is known?

Agriculture 23% (2025)
Farm employment 33.5% (2025)
Arable land 40.5% (2023)

Local innovation, compute and technology ownership

Is capability being built here, or rented from elsewhere?

R&D spend 0.3% (2019)
High-tech exports 2.7% (2024)

Regional inequality

Does the national figure describe the country, or its capital?

Urban share 63.8% (2025) 151.5m people
Urban population 151.5m (2025)
Electricity access 62.5% (2024) 148.5m people
Rural electricity 23.5% (2024) 55.8m people
Informal settlement 48.5% (2022)

Gender and rural exclusion

Who is left out of the measured gains, and is it measured at all?

Female participation rate 80.7% (2025)
Rural electricity 23.5% (2024) 55.8m people
Safe water 29.9% (2024) 71m people
Adult literacy 70.4% (2024)

Female participation rate — Labor force participation rate, female (% of female population ages 15+) (modeled ILO estimate). Percentage of the FEMALE population aged 15 and over who are in the labour force, employed or unemployed.

  • Operational

    The same IMF consultation recorded poverty at 63% against Nigeria’s national poverty line, with an estimated 27 million people facing food insecurity in the autumn of 2025, and warned that both were likely to worsen in the prevailing external environment.

    IMF Executive Board Concludes 2026 Article IV Consultation with Nigeria International Monetary Fund, 2026-06 · Primary

  • Partially operational

    Nigeria’s Three Million Technical Talent programme, executed by the Federal Ministry of Communications, Innovation and Digital Economy with NITDA, states on its own site a target of 300,000 young Nigerians across phases 1 and 2; phase 1 launched in December 2023 with 30,000 fellows selected across all 36 states and the FCT, and phase 2 is to train 270,000 in three cohorts.

    What this does not establish. The operative target published by the programme itself is 300,000 — one tenth of the three million in its name. The site publishes no completion figure, so the number actually trained is not established here.

    3 Million Technical Talent (3MTT) National Information Technology Development Agency, 2026 · Primary

Institutional implementation capability

Can the state actually deliver what it commits to — fiscally, administratively, and through a political cycle?

Govt effectiveness -1.01 (2024)
Regulatory quality -0.63 (2024)
Rule of law -1.01 (2024)
Govt revenueNot measured for this country in the shared register — unexamined, not zero.
Govt debtNot measured for this country in the shared register — unexamined, not zero.
  • Announced

    A general election covering the presidency, Senate and House of Representatives was scheduled for 16 January 2027.

    Africa's 2026 Elections: Navigating Complexity to Deliver for Citizens Africa Center for Strategic Studies, 2026 · Secondary

  • Operational

    The IMF concluded its 2026 Article IV consultation with Nigeria on 1 June 2026, recording growth of 4.0% in 2025 with 4.1% projected for 2026, average inflation of 23.0% in 2025 easing to 15.4% year-on-year by March 2026, a consolidated fiscal deficit of 4.4% of GDP, public gross debt at 36.1% of GDP, and gross international reserves of US$45.8 billion at end-2025.

    IMF Executive Board Concludes 2026 Article IV Consultation with Nigeria International Monetary Fund, 2026-06 · Primary

Announced versus delivered

How much of what has been announced has actually arrived?

Counts of reviewed records by delivery state — deliberately counts, not a share. A percentage would compare countries whose evidence bases are different sizes, which would order research coverage while appearing to order delivery.
Intent4Proposed, announced or approved. Nothing built.
Underway1Funded, procured or under construction.
Delivered8Partially or fully in service.
Stalled or withdrawn0Delayed, suspended or cancelled.

Based on 13 dated records. A larger number means more evidence has been reviewed, not that more has happened.

Where AI adoption is evident

What is actually recorded as happening, and at what delivery stage?

  • Operational

    Nigeria is a verified landing country for both the 2Africa and Equiano submarine cable systems.

    Bayobab lands 2Africa subsea cable in Ghana and Nigeria Bayobab (MTN Group), 2025 · Primary

  • Operational

    The Abidjan-Lagos Corridor Management Authority board held its inaugural meeting in Lagos in June 2026 and appointed a chair.

    Abidjan-Lagos highway megaproject enters new phase as Authority Board meets and appoints Chair African Development Bank, 2026-06 · Primary

  • Partially operational

    Nigeria’s national accounts record motion pictures, sound recording and music production alongside arts, entertainment and recreation at roughly ₦2.7 trillion of output across 2024, against ₦1.97 trillion in 2023.

    Beyond Entertainment: The Economic Promise Of Nigeria’s Content Industry Mondaq (law-firm commentary citing the NBS Q4 2024 GDP report), 2025 · Secondary

  • Operational

    The IMF concluded its 2026 Article IV consultation with Nigeria on 1 June 2026, recording growth of 4.0% in 2025 with 4.1% projected for 2026, average inflation of 23.0% in 2025 easing to 15.4% year-on-year by March 2026, a consolidated fiscal deficit of 4.4% of GDP, public gross debt at 36.1% of GDP, and gross international reserves of US$45.8 billion at end-2025.

    IMF Executive Board Concludes 2026 Article IV Consultation with Nigeria International Monetary Fund, 2026-06 · Primary

  • Operational

    The same IMF consultation recorded poverty at 63% against Nigeria’s national poverty line, with an estimated 27 million people facing food insecurity in the autumn of 2025, and warned that both were likely to worsen in the prevailing external environment.

    IMF Executive Board Concludes 2026 Article IV Consultation with Nigeria International Monetary Fund, 2026-06 · Primary

  • Partially operational

    The African Next Voices project, funded by a US$2.2 million Gates Foundation grant, recorded 9,000 hours of speech across 18 languages in Nigeria, Kenya and South Africa, built by asking speakers to describe images in their own languages rather than by scraping existing text.

    African languages for AI: the project that`s gathering a huge new dataset The Conversation, 2025-10 · Secondary

  • Partially operational

    Nigeria’s Three Million Technical Talent programme, executed by the Federal Ministry of Communications, Innovation and Digital Economy with NITDA, states on its own site a target of 300,000 young Nigerians across phases 1 and 2; phase 1 launched in December 2023 with 30,000 fellows selected across all 36 states and the FCT, and phase 2 is to train 270,000 in three cohorts.

    3 Million Technical Talent (3MTT) National Information Technology Development Agency, 2026 · Primary

  • Partially operational

    Nigeria’s Federal Ministry of Communications, Innovation and Digital Economy announced on 19 August 2025 an expanded AI skilling alliance with Microsoft targeting one million Nigerians by 2026, reporting at that point that over 7,000 young Nigerians had taken part in the associated LinkedIn Premium AI Challenge.

    3MTT Nigeria and Microsoft Deepen Alliance to Build Nigeria’s Future Tech Workforce Federal Ministry of Communications, Innovation and Digital Economy, 2025-08-19 · Primary

Where it is not evident

Which areas have been examined and show nothing?

These decision areas have been examined for this country — the record covers adjacent areas — and no document bearing on them was found.

  • What kinds of work dominate
  • Informal enterprise and MSMEs
  • Financial inclusion

Not evident is a statement about the reviewed record. It is not a statement that nothing is happening.

What remains unexamined

Which areas has this platform not reviewed at all? Absent evidence is not evidence of absence.

Every decision area carries at least one reviewed document.

Who may benefit

Which groups are positioned to gain, on the evidence held?

On the shared data, Nigeria's working-age share was 56.9% in 2026, implying about 135.1m people of working age. 40.5% of the population were under 15 in 2025, and will be reaching working age within these horizons.

A share of the population, and the count implied by it. Working age is not employment, and entering working age is not entering the labour market. Which of these people a given intervention reaches is not established by any series this platform holds; it is a question for programme-level data.

Who may be reached last

Which groups are positioned to be reached last, or missed?

The platform can name the exclusion dimensions it measures, and only those.

Rural electricity 23.5% (2024) 55.8m people
Female participation rate 80.7% (2025)
Adult literacy 70.4% (2024)
Safe water 29.9% (2024) 71m people

Disability, internal migration status and sub-national variation are unexamined for this country. A safeguard aimed at them could not be verified here.

Plausible institutional actions

What could an institution actually do here, given the constraints on the record?

This instrument does not recommend. What it can do is state which levers its evidence base can say anything about for Nigeria, and which it cannot.

Open the Decision Lab for Nigeria →

What must happen for improvement

What are the gates between the current position and a better one?

4 records sit at intent — announced or approved, nothing built. Each has a delivery gate it has not yet passed.

What could invalidate this

What would have to be true for this reading to be wrong?

  • A delivered record proving to have been withdrawn or suspended, which would move the delivery counts and is recorded here when it happens.
  • A revision to the underlying indicator series by its issuing body, which would move the baseline every scenario starts from.
  • Evidence that a programme recorded as national in scope operates in only part of the country, which would change who it reaches without changing its status.

What to watch next

Which specific, checkable things would move the picture?

Specific and checkable, drawn from this country's own record rather than from a general list.

  • Whether Nigeria is one of five countries holding effectively all of Africa's data centre capacity, and its installed I… moves past Announced.
  • Whether Nigeria is the eastern endpoint of the Abidjan–Lagos Corridor Highway, a roughly 1,028–1,081 km coastal motorw… moves past Approved.
  • Whether A general election covering the presidency, Senate and House of Representatives was scheduled for 16 January 2… moves past Announced.
  • Whether Nigeria`s National Information Technology Development Agency entered a partnership in March 2026 with NKENNEAi… moves past Announced.

All signals for Nigeria →

Milestone timeline

What is dated, what state is it in, and what does it not establish?

Recorded before the 2026 baseline

Already in effect at the baseline. These are the conditions the scenarios start from.

  1. Programme delivery status · Funded

    The Investment in Digital and Creative Enterprises programme (i-DICE) is a US$618 million financing envelope for Nigerian digital and creative businesses, blending African Development Bank ($170m), Agence Française de Développement (€100m) and Islamic Development Bank ($70m) money with a Bank of Industry counterpart contribution ($45m).

    What this does not establish. Financing is verified as committed. Committed money is not delivered capacity.

    African Development Bank and partners invest $618 million in Nigeria’s digital and creative industries African Development Bank, 2023-03 · Primary

  2. Education or workforce initiative · Partially operational

    Nigeria’s Three Million Technical Talent programme, executed by the Federal Ministry of Communications, Innovation and Digital Economy with NITDA, states on its own site a target of 300,000 young Nigerians across phases 1 and 2; phase 1 launched in December 2023 with 30,000 fellows selected across all 36 states and the FCT, and phase 2 is to train 270,000 in three cohorts.

    What this does not establish. The operative target published by the programme itself is 300,000 — one tenth of the three million in its name. The site publishes no completion figure, so the number actually trained is not established here.

    3 Million Technical Talent (3MTT) National Information Technology Development Agency, 2026 · Primary

  3. (date the source was published, not necessarily the date of the event)

    Funding or infrastructure commitment · Operational

    Nigeria is a verified landing country for both the 2Africa and Equiano submarine cable systems.

    What this does not establish. Delivered and in service. This records the delivery, not its quality, its coverage, or who it reaches.

    Bayobab lands 2Africa subsea cable in Ghana and Nigeria Bayobab (MTN Group), 2025 · Primary

  4. (date the source was published, not necessarily the date of the event)

    Programme delivery status · Partially operational

    Nigeria’s national accounts record motion pictures, sound recording and music production alongside arts, entertainment and recreation at roughly ₦2.7 trillion of output across 2024, against ₦1.97 trillion in 2023.

    What this does not establish. Some of it is in service. This record does not establish how much, or who it reaches.

    Beyond Entertainment: The Economic Promise Of Nigeria’s Content Industry Mondaq (law-firm commentary citing the NBS Q4 2024 GDP report), 2025 · Secondary

  5. Programme delivery status · Partially operational

    Nigeria’s Federal Ministry of Communications, Innovation and Digital Economy announced on 19 August 2025 an expanded AI skilling alliance with Microsoft targeting one million Nigerians by 2026, reporting at that point that over 7,000 young Nigerians had taken part in the associated LinkedIn Premium AI Challenge.

    What this does not establish. The 7,000 figure counts participation in one challenge, not completion of AI training, and is roughly 0.7% of the one-million target announced alongside it.

    3MTT Nigeria and Microsoft Deepen Alliance to Build Nigeria’s Future Tech Workforce Federal Ministry of Communications, Innovation and Digital Economy, 2025-08-19 · Primary

  6. Programme delivery status · Partially operational

    The African Next Voices project, funded by a US$2.2 million Gates Foundation grant, recorded 9,000 hours of speech across 18 languages in Nigeria, Kenya and South Africa, built by asking speakers to describe images in their own languages rather than by scraping existing text.

    What this does not establish. Some of it is in service. This record does not establish how much, or who it reaches.

    African languages for AI: the project that`s gathering a huge new dataset The Conversation, 2025-10 · Secondary

Between 2026 and 2031

Dated events and published targets falling between the 2026 baseline and the 2031 horizon. No value is projected for these years.

  1. (date the source was published, not necessarily the date of the event)

    Funding or infrastructure commitment · Announced

    Nigeria is one of five countries holding effectively all of Africa's data centre capacity, and its installed IT load could exceed 150 MW by 2027 if announced projects proceed.

    What this does not establish. The announcement is verified; the delivery is not. Nothing here establishes that anything has been built, hired or switched on.

    Africa holds just 0.6% of global data centre capacity as $60bn AI drive spurs 1.2GW expansion by 2030 TechEconomy, 2026 · Secondary

  2. Programme delivery status · Announced

    Nigeria`s National Information Technology Development Agency entered a partnership in March 2026 with NKENNEAi to build African-language AI infrastructure, with a staged rollout beginning in pilot integrations with government agencies before expanding to further languages.

    What this does not establish. The announcement is verified; the delivery is not. Nothing here establishes that anything has been built, hired or switched on.

    Nigeria`s NITDA partners with NKENNEAi to build the infrastructure powering African language AI TechCabal, 2026-03 · Secondary

  3. (date the source was published, not necessarily the date of the event)

    Funding or infrastructure commitment · Approved

    Nigeria is the eastern endpoint of the Abidjan–Lagos Corridor Highway, a roughly 1,028–1,081 km coastal motorway estimated at about US$15 billion, with works due to commence in 2026 and completion earmarked for 2030.

    What this does not establish. It has cleared a legal, cabinet or board process. That is not the same as money being attached, and not the same as work starting.

    Abidjan-Lagos highway megaproject enters new phase as Authority Board meets and appoints Chair African Development Bank, 2026-06 · Primary

  4. Funding or infrastructure commitment · Operational

    The Abidjan-Lagos Corridor Management Authority board held its inaugural meeting in Lagos in June 2026 and appointed a chair.

    What this does not establish. Delivered and in service. This records the delivery, not its quality, its coverage, or who it reaches.

    Abidjan-Lagos highway megaproject enters new phase as Authority Board meets and appoints Chair African Development Bank, 2026-06 · Primary

  5. Source update · Operational

    The IMF concluded its 2026 Article IV consultation with Nigeria on 1 June 2026, recording growth of 4.0% in 2025 with 4.1% projected for 2026, average inflation of 23.0% in 2025 easing to 15.4% year-on-year by March 2026, a consolidated fiscal deficit of 4.4% of GDP, public gross debt at 36.1% of GDP, and gross international reserves of US$45.8 billion at end-2025.

    What this does not establish. Delivered and in service. This records the delivery, not its quality, its coverage, or who it reaches.

    IMF Executive Board Concludes 2026 Article IV Consultation with Nigeria International Monetary Fund, 2026-06 · Primary

  6. Digital public-service milestone · Operational

    The same IMF consultation recorded poverty at 63% against Nigeria’s national poverty line, with an estimated 27 million people facing food insecurity in the autumn of 2025, and warned that both were likely to worsen in the prevailing external environment.

    What this does not establish. Delivered and in service. This records the delivery, not its quality, its coverage, or who it reaches.

    IMF Executive Board Concludes 2026 Article IV Consultation with Nigeria International Monetary Fund, 2026-06 · Primary

  7. Target — not yet due

    Election or institutional review period · Announced

    A general election covering the presidency, Senate and House of Representatives was scheduled for 16 January 2027.

    What this does not establish. The announcement is verified; the delivery is not. Nothing here establishes that anything has been built, hired or switched on.

    Africa's 2026 Elections: Navigating Complexity to Deliver for Citizens Africa Center for Strategic Studies, 2026 · Secondary

Lived experience

What does the evidence imply for a specific person, and who does it miss?

  • Observed Plausible implication

    A young person entering work

    40.5% of the population was under 15 in 2025; gross secondary enrolment was 46.9% in 2023; recorded youth unemployment was 5.3% in 2025.

    Plausible implication, not measured: A cohort this size arriving against an enrolment rate below universal means the schooling a young person brings to the labour market varies widely, and a programme pitched above that level selects a minority of them.

    What would settle it. Completion rates by sex and location, and destination data six and twelve months after leaving school. Neither is held here.

    Who this misses. Young people already out of school, who are outside an enrolment measure by construction.

    Evidence used: youth, secondary, youthunemp.

  • Observed Plausible implication

    An informal trader or micro-enterprise owner

    63.3% of people aged 15 and over held an account at a financial institution or personally used mobile money in 2024; domestic credit to the private sector was 9.6% of GDP in 2022; 49.5% of employment was in services in 2025.

    Plausible implication, not measured: Being payable is not being financeable. An account is a payment rail, and nothing in this platform establishes that account records are used in any lending decision.

    What would settle it. Firm-level credit surveys recording refusals and their reasons, and credit-bureau coverage figures.

    Who this misses. Unregistered traders, who are outside most support instruments by design rather than by accident.

    Evidence used: account, credit, servemp.

  • Observed Plausible implication

    A farmer

    33.5% of employment was in agriculture in 2025, producing 23% of GDP in 2025; rural household electricity access was 23.5% in 2024.

    Plausible implication, not measured: Where the employment share far exceeds the output share, the productivity problem and the employment problem are the same problem. Rural power is the constraint on anything requiring storage, processing or irrigation.

    What would settle it. Yield and farm-income panels linked to adoption of a specific tool or service.

    Who this misses. Farmers without a connection at all, and anyone whose land tenure prevents investment regardless of technology.

    Evidence used: agriemp, agrigdp, electricityrural.

  • Observed Plausible implication

    A teacher or learner

    Gross secondary enrolment 46.9% (2023); adult literacy 70.4% (2024); household electricity access 62.5% (2024).

    Plausible implication, not measured: Evening study, device charging and any screen-based material all assume power at home. Where access is short of universal, a digital learning programme reaches the connected fraction of an already-enrolled fraction.

    What would settle it. School-level electrification and connectivity audits, and learning outcomes disaggregated by both.

    Who this misses. Non-literate adults, for whom a text-based service is unavailable regardless of coverage.

    Evidence used: secondary, literacy, electricity.

  • Observed Plausible implication

    A citizen using public services

    41.2% of people used the internet in 2024; 63.3% of people aged 15 and over held an account or used mobile money in 2024; the government effectiveness estimate was -1.01 in 2024.

    Plausible implication, not measured: Digitising a service moves it towards the people who can already reach it. Retaining an assisted or offline channel is what decides whether the rest keep access.

    What would settle it. Service-level uptake by channel, and the share of transactions still completed in person.

    Who this misses. People whose identity documents do not match registry records — unmeasured everywhere in this instrument.

    Evidence used: internet, account, goveff.

  • Observed Plausible implication

    A rural resident

    Rural household electricity access 23.5% against 62.5% nationally (2024); basic drinking water 29.9% (2024).

    Plausible implication, not measured: The 39-point gap between the national and rural figures is the distance between a national average and this person's actual position. An intervention designed against the average is designed for somebody else.

    What would settle it. Sub-national service data. This platform holds a national and a rural figure and nothing between them.

    Who this misses. Everyone in the unserved rural remainder, whose position no series here describes individually.

    Evidence used: electricityrural, electricity, water.

Each situation is built only where the indicators it names are held for this country. Where they are not, it says so rather than substituting general prose — a situation the evidence cannot support would read as a finding. The observed line is measured; the line marked as a plausible implication is an argument, and it names what would settle it.

Evidence quality and gaps

How much has been reviewed here, how good is it, and what is ageing?

Documents reviewed13
Primary or official sources8
Decision areas covered9 of 12
Indicator coverage1
Delivered records8
At intent4
Stalled or withdrawn0

Evidence depth differs between countries and this instrument renders the difference rather than smoothing it. A thin record is a statement about what has been reviewed. It is never a statement about the country, and it is never comparable to another country as a measure of performance.