Shareable intelligence

Benin

4 objects, each built so its context cannot be cropped away. Every one states the scenario range rather than a single value, carries the confidence level and the date the evidence was last checked, and links back to the full page it came from.

Copy a card's link to share it. Screenshot one and the qualifications come with it, because they are inside the frame rather than under it.

Country outlook · Western Africa

Benin

Three scenarios, two horizons. The range is the finding — a single number would imply knowledge nobody has.

Measure	Latest observed	2031	2036
Output per person	$1,658 2025	$1,787 – $2,164	$1,901 – $2,702
Electricity access	59% 2024	67% – 75%	72% – 83%
Internet use	34% 2024	44% – 54%	50% – 65%

Growth bands: 1.25% · 2.9% · 4.54% a year per person, from Benin's own 15-year record (2011–2025) — mean ± 0.85 standard deviations, clamped to its own 5th–95th percentile. Not an outside estimate of what this country might do.

Who this outlook leaves out

A cohort that reaches working age faster than jobs, training places or clinics are built
A state that must regulate technologies it has too few trained people to assess
Off-grid communities, whose wait lengthens if capital concentrates on urban and industrial load

2031 versus 2036 · Benin

Two horizons, asked the same question

By 2031

Household electricity access moves from 59% of the population (2024) to between 67% and 75% by 2031, depending on the scenario. Simple continuation gives 71% — a rise of 11.6 percentage points.
In people rather than percentages: about 5 million would still be without it in 2031 under continuation — 1.1 million fewer than in 2024, because the population grows as the share improves.
Internet use moves from 34% of the population (2024) to between 44% and 54% by 2031, depending on the scenario. Simple continuation gives 48% — a rise of 14.3 percentage points.
In people rather than percentages: about 8.8 million would still be without it in 2031 under continuation — 998,218 fewer than in 2024, because the population grows as the share improves.
Output per person spans $1,787 to $2,164 by 2031. The $377 between them is under a quarter of today's $1,658.
That spread is the distance between scenarios, not a margin of error — and it is a national average, which does not identify whose income moved.
The population reaches about 17 million — roughly 2.2 million more people than in 2025, about 9.8 million of them of working age.
This figure is the same in all three scenarios. Most of the people who will be alive in 2031 have already been born.

By 2036

Household electricity access moves from 59% of the population (2024) to between 72% and 83% by 2036, depending on the scenario. Simple continuation gives 77% — a rise of 17.8 percentage points.
In people rather than percentages: about 4.4 million would still be without it in 2036 under continuation — 1.7 million fewer than in 2024, because the population grows as the share improves.
Internet use moves from 34% of the population (2024) to between 50% and 65% by 2036, depending on the scenario. Simple continuation gives 57% — a rise of 22.6 percentage points.
In people rather than percentages: about 8.2 million would still be without it in 2036 under continuation — 1.6 million fewer than in 2024, because the population grows as the share improves.
Output per person spans $1,901 to $2,702 by 2036. The $801 between them is a quarter to a half of today's $1,658.
That spread is the distance between scenarios, not a margin of error — and it is a national average, which does not identify whose income moved.
The population reaches about 18.9 million — roughly 4.1 million more people than in 2025, about 11.2 million of them of working age.
This figure is the same in all three scenarios. Most of the people who will be alive in 2036 have already been born.

What has to happen first

Benin has published a national AI strategy. Recorded as approved: it still has to be funded and staffed before it counts as a change in how things work.
Benin is one of five countries on the Abidjan–Lagos Corridor Highway. Recorded as approved: it still has to reach financial close before it counts as capacity.
For the Acceleration band to describe the decade, growth per person has to hold near 4.5% a year. This country has reached that rate before — its best year in the window was 5.7% — but has not sustained it across the 15-year record the band is drawn from.

What the growth model cannot see · Benin

Energy availability

Material — Could push the outcome outside the modelled band.

59% of the population had electricity in 2024, and 45% in rural areas. Access is advancing but remains a real ceiling on industrial and digital ambition.

Why the band cannot contain it

Electricity is a precondition, not an output. A growth average cannot express that a factory, clinic or data centre simply cannot be operated at all.

What would invalidate the modelled band

Either a step change in generation and transmission delivery, or a sustained supply failure. Both break a projection built on gradual access gains.

Assessed in words and deliberately not converted into a probability. This platform does not publish likelihoods it cannot derive from evidence.

AI evidence state · Benin

6 of 20 dimensions rest on a document or a measurement

4 dimensions have not been examined at all — which is a statement about this platform's research, not about Benin. There is no readiness score here: ranking countries by a weighted sum of twenty evidence states would manufacture a number nobody measured.

3 Measured A published measurement exists for this country and has been read.

3 Documented A policy, law, contract or programme document exists. No measurement of its effect has been found.

4 Inferred Assessed from adjacent indicators. Nothing AI-specific was found for this country; the reading is circumstantial.

6 Not evident Searched, and nothing was found. Informative — but the absence of a published record is not proof that nothing exists.

4 Unexamined This platform has not looked. This is a statement about the research, not about the country.

Full brief for Benin · Open in the atlas · Method · How to read the labels