Shareable intelligence

Togo

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

Togo

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	$1,384 2025	$1,588 – $1,772	$1,781 – $2,178
Electricity access	61% 2024	67% – 73%	70% – 79%
Internet use	39% 2024	50% – 62%	57% – 72%

Growth bands: 2.32% · 3.27% · 4.21% a year per person, from Togo'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
Off-grid communities, whose wait lengthens if capital concentrates on urban and industrial load
Rural, older, poorer and less literate people, who are last in every connectivity sequence

2031 versus 2036 · Togo

Two horizons, asked the same question

By 2031

Household electricity access moves from 61.1% of the population (2024) to between 67% and 73% by 2031, depending on the scenario. Simple continuation gives 69% — a rise of 8.1 percentage points.
In people rather than percentages: about 3 million would still be without it in 2031 under continuation — 333,740 fewer than in 2024, because the population grows as the share improves.
Internet use moves from 39.5% of the population (2024) to between 50% and 62% by 2031, depending on the scenario. Simple continuation gives 56% — a rise of 16 percentage points.
In people rather than percentages: about 4.3 million would still be without it in 2031 under continuation — 852,821 fewer than in 2024, because the population grows as the share improves.
Output per person spans $1,588 to $1,772 by 2031. The $184 between them is under a quarter of today's $1,384.
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 9.8 million — roughly 1.2 million more people than in 2025, about 5.8 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 61.1% of the population (2024) to between 70% and 79% by 2036, depending on the scenario. Simple continuation gives 74% — a rise of 12.8 percentage points.
In people rather than percentages: about 2.8 million would still be without it in 2036 under continuation — 514,669 fewer than in 2024, because the population grows as the share improves.
Internet use moves from 39.5% of the population (2024) to between 57% and 72% by 2036, depending on the scenario. Simple continuation gives 64% — a rise of 24.6 percentage points.
In people rather than percentages: about 3.9 million would still be without it in 2036 under continuation — 1.3 million fewer than in 2024, because the population grows as the share improves.
Output per person spans $1,781 to $2,178 by 2036. The $397 between them is a quarter to a half of today's $1,384.
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 10.8 million — roughly 2.2 million more people than in 2025, about 6.5 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

Togo 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 4.2% a year. This country has reached that rate before — its best year in the window was 4.6% — but has not sustained it across the 15-year record the band is drawn from.

What the growth model cannot see · Togo

Political instability & conflict

Material — Could push the outcome outside the modelled band.

Political stability scored -0.8 in 2024. Instability at this level can move the outcome outside the modelled band in either direction, depending on whether it consolidates or spreads.

Why the band cannot contain it

Conflict does not appear in a trailing growth average until after it has already happened. A country at peace for fifteen years has no war in its variance.

What would invalidate the modelled band

Onset or escalation of armed conflict. The modelled band is drawn from economic history and contains no war; if this occurs, disregard the quantitative path entirely.

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

AI evidence state · Togo

7 of 20 dimensions rest on a document or a measurement

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

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

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

5 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.

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

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