AI, Work & Inclusion · featured chamber
Tanzania
Youth, agriculture, informal enterprise and rural inclusion.
A large young population, an economy where agriculture and informal enterprise dominate employment, and a rural majority. The question is whether digital and AI capability arrives where that work actually happens.
Deep review 8 reviewed documents 9/12 decision areas
Evidence across most decision areas, with multiple primary or official sources.
Scenarios and horizons
What could materially change by 2031 and 2036?
| Momentum | Acceleration | Disruption | |||||||
|---|---|---|---|---|---|---|---|---|---|
| 2026 | 2031 | 2036 | 2026 | 2031 | 2036 | 2026 | 2031 | 2036 | |
| Output per person | $1,353 | $1,536 | $1,743 | $1,367 | $1,639 | $1,965 | $1,338 | $1,438 | $1,545 |
| Electricity access | 56.7% | 65.9% | 73.1% | 58.7% | 71.1% | 79.7% | 55.2% | 61.6% | 67.1% |
| Internet use | 35.2% | 44.1% | 51.8% | 37.1% | 49.7% | 59.6% | 33.8% | 39.9% | 45.5% |
| Working-age population | 39.8m | 46.6m | 54.4m | 39.8m | 46.6m | 54.4m | 39.8m | 46.6m | 54.4m |
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 | 2.4% (2025) | |
|---|---|---|
| Unemployment | 1.6% (2025) | |
| Under 15 | 42.3% (2025) | 29.9m people |
| Working age | 54.6% (2025) | 38.5m people |
| Working age (proj.) | 54.8% (2026) | 38.7m people |
| Secondary enrolment | 28.2% (2021) |
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.
What kinds of work dominate
Where do people actually work, and how might that change?
| Farm employment | 64.6% (2025) | |
|---|---|---|
| Services employment | 27.3% (2025) | |
| Manufacturing | 8.4% (2023) | |
| Services | 28.8% (2025) | |
| Female participation rate | 80.3% (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 | 0.2 / 100 (2024) | |
|---|---|---|
| Internet use | 31.2% (2024) | 22m people |
| Mobile subscriptions | 126.6 / 100 (2024) | |
| Electricity access | 52.4% (2024) | 37m people |
| Rural electricity | 33.7% (2024) | 23.8m people |
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Under construction
The Tanzania–Zambia interconnector, the physical link that would join the Eastern and Southern African power pools, is under implementation.
Regional Power Pools: Africa's Greatest Opportunity to Accelerate Electrification Africa.com, 2025 · Secondary
Education and practical AI skills
What is the education base, and what is being built on top of it?
| Secondary enrolment | 28.2% (2021) | |
|---|---|---|
| Tertiary enrolment | 4% (2024) | |
| Adult literacy | 78.2% (2022) | |
| Education spend | 3.2% (2024) | |
| R&D spend | 0.5% (2013) |
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Proposed
Tanzania is identified as being at the drafting stage of a national AI policy.
African Countries Are Racing to Create AI Strategies — But Are They Putting the Cart Before the Horse? Global Center on AI Governance, 2025 · Secondary
Informal enterprise and MSMEs
How may informal enterprises and small firms be affected, and what would let one grow?
| Farm employment | 64.6% (2025) | |
|---|---|---|
| Services employment | 27.3% (2025) | |
| Private credit | 16.7% (2024) | |
| Account ownership (incl. mobile money) | 59.8% (2024) | 42.2m 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.
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Approved
The framework is prepared by the National Council for Financial Inclusion through its secretariat at the Bank of Tanzania as a five-year strategic roadmap delivered through a public–private partnership approach, targeting women, youth, MSMEs, smallholder farmers, fishers and persons with disabilities.
What this does not establish. A strategic roadmap naming target groups is not delivery to them. No target figure, no budget and no progress measure against any of the named groups is established by this record — including for persons with disabilities, which is the only place in this entire instrument where disability appears in a country’s own framework.
Financial Inclusion Bank of Tanzania, 2023 · Primary
Financial inclusion
Who can be paid, save or borrow — and on what definition?
| Account ownership (incl. mobile money) | 59.8% (2024) | 42.2m people |
|---|---|---|
| Private credit | 16.7% (2024) | |
| Remittances | 1.4% (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.
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Operational
Tanzania’s third National Financial Inclusion Framework runs from 2023 to 2028, following frameworks for 2013–2017 and 2018–2022; the Bank of Tanzania records that access to and use of formal financial services rose to 89% and 76% in 2023 from 86% and 65% in 2017 on FinScope survey results, while exclusion remains high among rural residents, smallholder farmers, youth and women.
What this does not establish. Access and use are two different measures and the Bank publishes no definition of either on this page, so neither can be compared with the World Bank Findex account-ownership series shown elsewhere on this platform — different surveys, different constructions, different denominators. The named excluded groups are the Bank’s own characterisation, unquantified.
Financial Inclusion Bank of Tanzania, 2023 · Primary
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Approved
The framework is prepared by the National Council for Financial Inclusion through its secretariat at the Bank of Tanzania as a five-year strategic roadmap delivered through a public–private partnership approach, targeting women, youth, MSMEs, smallholder farmers, fishers and persons with disabilities.
What this does not establish. A strategic roadmap naming target groups is not delivery to them. No target figure, no budget and no progress measure against any of the named groups is established by this record — including for persons with disabilities, which is the only place in this entire instrument where disability appears in a country’s own framework.
Financial Inclusion Bank of Tanzania, 2023 · Primary
Digital public services
What can a citizen do with the state without queueing?
| Internet use | 31.2% (2024) | 22m people |
|---|---|---|
| Account ownership (incl. mobile money) | 59.8% (2024) | 42.2m people |
| Govt effectiveness | -0.29 (2024) | |
| Regulatory quality | -0.54 (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.
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Approved
Tanzania published the Digital Economy Strategic Framework 2024–2034 through its ICT Commission, launched in July 2024, setting broadband expansion into rural and underserved areas as a primary objective.
What this does not establish. The official document was retrieved but is a scanned PDF whose text could not be extracted, so its numeric targets could not be read and are not recorded here. No broadband, skills or public-service target from this framework is stated by this platform.
Tanzania Digital Economy Strategic Framework 2024–2034 Tanzania ICT Commission, 2024-07 · Official
Corroborated: The Tanzania Digital Economy Strategic Framework 2024–2034 Digital Watch Observatory, 2024 · Secondary — Independently confirms the framework’s ten-year period and its July 2024 launch from a publisher unconnected to the Tanzanian government.
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Approved
The framework is prepared by the National Council for Financial Inclusion through its secretariat at the Bank of Tanzania as a five-year strategic roadmap delivered through a public–private partnership approach, targeting women, youth, MSMEs, smallholder farmers, fishers and persons with disabilities.
What this does not establish. A strategic roadmap naming target groups is not delivery to them. No target figure, no budget and no progress measure against any of the named groups is established by this record — including for persons with disabilities, which is the only place in this entire instrument where disability appears in a country’s own framework.
Financial Inclusion Bank of Tanzania, 2023 · Primary
Agriculture and creative enterprise
Two sectors that employ many and are measured badly. What is known?
| Agriculture | 22.9% (2025) | |
|---|---|---|
| Farm employment | 64.6% (2025) | |
| Arable land | 15.2% (2023) |
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Operational
Agriculture remains Tanzania’s largest source of employment, with more than half of working Tanzanians in the sector, while the sector accounts for about a quarter of total value addition; poverty is estimated at 48% in 2025 on the international poverty line of US a day (2021 PPP).
What this does not establish. The distance between more than half of employment and about a quarter of value added is the productivity problem stated as two shares; this record establishes the shares, not the cause. The 48% poverty figure is an estimate for 2025, not a measured survey outturn, and is marked as such by its publisher.
Tanzania — Country Overview World Bank, 2026 · Primary
Local innovation, compute and technology ownership
Is capability being built here, or rented from elsewhere?
| R&D spend | 0.5% (2013) | |
|---|---|---|
| High-tech exports | 3% (2024) |
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Proposed
Tanzania is identified as being at the drafting stage of a national AI policy.
African Countries Are Racing to Create AI Strategies — But Are They Putting the Cart Before the Horse? Global Center on AI Governance, 2025 · Secondary
Regional inequality
Does the national figure describe the country, or its capital?
| Urban share | 36.9% (2025) | 26m people |
|---|---|---|
| Urban population | 26m (2025) | |
| Electricity access | 52.4% (2024) | 37m people |
| Rural electricity | 33.7% (2024) | 23.8m people |
| Informal settlement | 70.1% (2022) |
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.
Gender and rural exclusion
Who is left out of the measured gains, and is it measured at all?
| Female participation rate | 80.3% (2025) | |
|---|---|---|
| Rural electricity | 33.7% (2024) | 23.8m people |
| Safe water | 31.3% (2024) | 22.1m people |
| Adult literacy | 78.2% (2022) |
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.
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Operational
Agriculture remains Tanzania’s largest source of employment, with more than half of working Tanzanians in the sector, while the sector accounts for about a quarter of total value addition; poverty is estimated at 48% in 2025 on the international poverty line of US a day (2021 PPP).
What this does not establish. The distance between more than half of employment and about a quarter of value added is the productivity problem stated as two shares; this record establishes the shares, not the cause. The 48% poverty figure is an estimate for 2025, not a measured survey outturn, and is marked as such by its publisher.
Tanzania — Country Overview World Bank, 2026 · Primary
Institutional implementation capability
Can the state actually deliver what it commits to — fiscally, administratively, and through a political cycle?
| Govt effectiveness | -0.29 (2024) | |
|---|---|---|
| Regulatory quality | -0.54 (2024) | |
| Rule of law | -0.52 (2024) | |
| Govt revenue | 14.5% (2024) | |
| Govt debt | Not measured for this country in the shared register — unexamined, not zero. | |
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Operational
The IMF completed its most recent Article IV consultation with Tanzania on 27 June 2025, with the staff report published on 3 July 2025; the Fund projects Tanzanian real GDP growth of 5.9% and consumer price inflation of 4.0% for 2026, with outstanding purchases and loans of SDR 1,080.01 million as at 31 March 2026 against a quota of SDR 397.8 million.
What this does not establish. An IMF projection for 2026 published on the Fund’s own country page. It is a projection, not an outturn, and it carries no probability. Growth is not employment: nothing in this record establishes who the growth reaches, or whether it reaches the labour market at all. Outstanding loans of more than two and a half times quota is a fact about the Fund relationship, not a judgement about debt sustainability, which this record does not assess.
Tanzania and the IMF International Monetary Fund, 2026 · Primary
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Operational
Tanzania’s third National Financial Inclusion Framework runs from 2023 to 2028, following frameworks for 2013–2017 and 2018–2022; the Bank of Tanzania records that access to and use of formal financial services rose to 89% and 76% in 2023 from 86% and 65% in 2017 on FinScope survey results, while exclusion remains high among rural residents, smallholder farmers, youth and women.
What this does not establish. Access and use are two different measures and the Bank publishes no definition of either on this page, so neither can be compared with the World Bank Findex account-ownership series shown elsewhere on this platform — different surveys, different constructions, different denominators. The named excluded groups are the Bank’s own characterisation, unquantified.
Financial Inclusion Bank of Tanzania, 2023 · Primary
Announced versus delivered
How much of what has been announced has actually arrived?
| Intent | 3 | Proposed, announced or approved. Nothing built. |
|---|---|---|
| Underway | 0 | Funded, procured or under construction. |
| Delivered | 5 | Partially or fully in service. |
| Stalled or withdrawn | 0 | Delayed, suspended or cancelled. |
Based on 8 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
Tanzania was among the first participants in the AfCFTA Guided Trade Initiative.
The Guided Trade Initiative: documenting and assessing the early experiences of trading under the AfCFTA UN Economic Commission for Africa, 2024 · Primary
Under construction
The Tanzania–Zambia interconnector, the physical link that would join the Eastern and Southern African power pools, is under implementation.
Regional Power Pools: Africa's Greatest Opportunity to Accelerate Electrification Africa.com, 2025 · Secondary
Operational
Agriculture remains Tanzania’s largest source of employment, with more than half of working Tanzanians in the sector, while the sector accounts for about a quarter of total value addition; poverty is estimated at 48% in 2025 on the international poverty line of US a day (2021 PPP).
Tanzania — Country Overview World Bank, 2026 · Primary
Operational
The IMF completed its most recent Article IV consultation with Tanzania on 27 June 2025, with the staff report published on 3 July 2025; the Fund projects Tanzanian real GDP growth of 5.9% and consumer price inflation of 4.0% for 2026, with outstanding purchases and loans of SDR 1,080.01 million as at 31 March 2026 against a quota of SDR 397.8 million.
Tanzania and the IMF International Monetary Fund, 2026 · Primary
Operational
Tanzania’s third National Financial Inclusion Framework runs from 2023 to 2028, following frameworks for 2013–2017 and 2018–2022; the Bank of Tanzania records that access to and use of formal financial services rose to 89% and 76% in 2023 from 86% and 65% in 2017 on FinScope survey results, while exclusion remains high among rural residents, smallholder farmers, youth and women.
Financial Inclusion Bank of Tanzania, 2023 · 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.
- Youth labour-market entry
- What kinds of work dominate
- Regional inequality
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, Tanzania's working-age share was 54.8% in 2026, implying about 38.7m people of working age. 42.3% 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 | 33.7% (2024) | 23.8m people |
|---|---|---|
| Female participation rate | 80.3% (2025) | |
| Adult literacy | 78.2% (2022) | |
| Safe water | 31.3% (2024) | 22.1m 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 Tanzania, and which it cannot.
What must happen for improvement
What are the gates between the current position and a better one?
3 records sit at intent — announced or approved, nothing built. Each has a delivery gate it has not yet passed.
Proposed
Tanzania is identified as being at the drafting stage of a national AI policy.
African Countries Are Racing to Create AI Strategies — But Are They Putting the Cart Before the Horse? Global Center on AI Governance, 2025 · Secondary
Approved
Tanzania published the Digital Economy Strategic Framework 2024–2034 through its ICT Commission, launched in July 2024, setting broadband expansion into rural and underserved areas as a primary objective.
Tanzania Digital Economy Strategic Framework 2024–2034 Tanzania ICT Commission, 2024-07 · Official
Approved
The framework is prepared by the National Council for Financial Inclusion through its secretariat at the Bank of Tanzania as a five-year strategic roadmap delivered through a public–private partnership approach, targeting women, youth, MSMEs, smallholder farmers, fishers and persons with disabilities.
Financial Inclusion Bank of Tanzania, 2023 · Primary
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 Tanzania is identified as being at the drafting stage of a national AI policy.… moves past Proposed.
- Whether Tanzania published the Digital Economy Strategic Framework 2024–2034 through its ICT Commission, launched in J… moves past Approved.
- Whether The framework is prepared by the National Council for Financial Inclusion through its secretariat at the Bank … moves past Approved.
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.
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Programme delivery status · Operational
Tanzania was among the first participants in the AfCFTA Guided Trade Initiative.
What this does not establish. Delivered and in service. This records the delivery, not its quality, its coverage, or who it reaches.
The Guided Trade Initiative: documenting and assessing the early experiences of trading under the AfCFTA UN Economic Commission for Africa, 2024 · Primary
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Source update · Operational
Tanzania’s third National Financial Inclusion Framework runs from 2023 to 2028, following frameworks for 2013–2017 and 2018–2022; the Bank of Tanzania records that access to and use of formal financial services rose to 89% and 76% in 2023 from 86% and 65% in 2017 on FinScope survey results, while exclusion remains high among rural residents, smallholder farmers, youth and women.
What this does not establish. Access and use are two different measures and the Bank publishes no definition of either on this page, so neither can be compared with the World Bank Findex account-ownership series shown elsewhere on this platform — different surveys, different constructions, different denominators. The named excluded groups are the Bank’s own characterisation, unquantified.
Financial Inclusion Bank of Tanzania, 2023 · Primary
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Policy or legislation · Approved
The framework is prepared by the National Council for Financial Inclusion through its secretariat at the Bank of Tanzania as a five-year strategic roadmap delivered through a public–private partnership approach, targeting women, youth, MSMEs, smallholder farmers, fishers and persons with disabilities.
What this does not establish. A strategic roadmap naming target groups is not delivery to them. No target figure, no budget and no progress measure against any of the named groups is established by this record — including for persons with disabilities, which is the only place in this entire instrument where disability appears in a country’s own framework.
Financial Inclusion Bank of Tanzania, 2023 · Primary
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Digital public-service milestone · Approved
Tanzania published the Digital Economy Strategic Framework 2024–2034 through its ICT Commission, launched in July 2024, setting broadband expansion into rural and underserved areas as a primary objective.
What this does not establish. The official document was retrieved but is a scanned PDF whose text could not be extracted, so its numeric targets could not be read and are not recorded here. No broadband, skills or public-service target from this framework is stated by this platform.
Tanzania Digital Economy Strategic Framework 2024–2034 Tanzania ICT Commission, 2024-07 · Official
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(date the source was published, not necessarily the date of the event)
Policy or legislation · Proposed
Tanzania is identified as being at the drafting stage of a national AI policy.
What this does not establish. Floated or written into a plan. No financing has been identified, and nothing here establishes that it will proceed.
African Countries Are Racing to Create AI Strategies — But Are They Putting the Cart Before the Horse? Global Center on AI Governance, 2025 · Secondary
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(date the source was published, not necessarily the date of the event)
Funding or infrastructure commitment · Under construction
The Tanzania–Zambia interconnector, the physical link that would join the Eastern and Southern African power pools, is under implementation.
What this does not establish. Physically underway and observable. Underway is not finished, and no completion date is established by this record.
Regional Power Pools: Africa's Greatest Opportunity to Accelerate Electrification Africa.com, 2025 · Secondary
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Source update · Operational
The IMF completed its most recent Article IV consultation with Tanzania on 27 June 2025, with the staff report published on 3 July 2025; the Fund projects Tanzanian real GDP growth of 5.9% and consumer price inflation of 4.0% for 2026, with outstanding purchases and loans of SDR 1,080.01 million as at 31 March 2026 against a quota of SDR 397.8 million.
What this does not establish. An IMF projection for 2026 published on the Fund’s own country page. It is a projection, not an outturn, and it carries no probability. Growth is not employment: nothing in this record establishes who the growth reaches, or whether it reaches the labour market at all. Outstanding loans of more than two and a half times quota is a fact about the Fund relationship, not a judgement about debt sustainability, which this record does not assess.
Tanzania and the IMF International Monetary Fund, 2026 · Primary
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.
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Programme delivery status · Operational
Agriculture remains Tanzania’s largest source of employment, with more than half of working Tanzanians in the sector, while the sector accounts for about a quarter of total value addition; poverty is estimated at 48% in 2025 on the international poverty line of US a day (2021 PPP).
What this does not establish. The distance between more than half of employment and about a quarter of value added is the productivity problem stated as two shares; this record establishes the shares, not the cause. The 48% poverty figure is an estimate for 2025, not a measured survey outturn, and is marked as such by its publisher.
Tanzania — Country Overview World Bank, 2026 · Primary
Lived experience
What does the evidence imply for a specific person, and who does it miss?
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Observed Plausible implication
A young person entering work
42.3% of the population was under 15 in 2025; gross secondary enrolment was 28.2% in 2021; recorded youth unemployment was 2.4% 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.
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Observed Plausible implication
An informal trader or micro-enterprise owner
59.8% 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 16.7% of GDP in 2024; 27.3% 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.
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Observed Plausible implication
A farmer
64.6% of employment was in agriculture in 2025, producing 22.9% of GDP in 2025; rural household electricity access was 33.7% 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.
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Observed Plausible implication
A teacher or learner
Gross secondary enrolment 28.2% (2021); adult literacy 78.2% (2022); household electricity access 52.4% (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.
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Observed Plausible implication
A citizen using public services
31.2% of people used the internet in 2024; 59.8% of people aged 15 and over held an account or used mobile money in 2024; the government effectiveness estimate was -0.29 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.
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Observed Plausible implication
A rural resident
Rural household electricity access 33.7% against 52.4% nationally (2024); basic drinking water 31.3% (2024).
Plausible implication, not measured: The 18.7-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 reviewed | 8 |
|---|---|
| Primary or official sources | 6 |
| Decision areas covered | 9 of 12 |
| Indicator coverage | 1 |
| Delivered records | 5 |
| At intent | 3 |
| Stalled or withdrawn | 0 |
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.