Forecast
Forward projections from the prediction engine — baseline plus an optimistic/pessimistic band and a confidence interval, per macro indicator. These are PROJECTIONS, not observations: generated from observed history, never a guarantee. A country we hold no projections for is shown honestly.
Forecast
Need it as JSON? GET /api/v1/forecast/country/{iso3}.
Togo: forward projections across 12 macro indicators, horizons 2023, 2025, 2026, 2027, 2028, 2029, 2030, 2031, 2032, 2034, 2035, 2036. These are projections, not observations — each carries an optimistic/pessimistic band and a confidence interval, anchored against the latest observed value where one is held.
Latest observed
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | -3.45 | -0.76 | -6.15 | -4.06 – -2.85 |
| 2029 | -3.96 | 0.71 | -8.64 | -5.11 – -2.82 |
| 2031 | -4.47 | 1.56 | -10.51 | -6.06 – -2.89 |
| 2036 | -5.75 | 2.78 | -14.28 | -8.41 – -3.09 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed25.01(2022)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2023 | 24.57 | 26.66 | 22.75 | 23.81 – 25.33 |
| 2025 | 23.69 | 27.32 | 20.54 | 21.93 – 25.44 |
| 2027 | 22.81 | 27.49 | 18.74 | 20.22 – 25.4 |
| 2032 | 20.6 | 27.23 | 14.86 | 16.33 – 24.88 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed10.7bn(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 14.3bn | 15.2bn | 13.5bn | 13.9bn – 14.7bn |
| 2029 | 16.5bn | 18.1bn | 15bn | 15.2bn – 17.7bn |
| 2031 | 18.6bn | 20.7bn | 16.8bn | 16.5bn – 20.7bn |
| 2036 | 24bn | 27bn | 21.4bn | 19bn – 29bn |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed6.53(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 4.56 | 6.1 | 3.22 | 4.23 – 4.89 |
| 2029 | 3.57 | 6.24 | 1.26 | 2.96 – 4.19 |
| 2031 | 2.59 | 6.04 | -0.39 | 1.81 – 3.37 |
| 2036 | 0.14 | 5.01 | -4.08 | -0.83 – 1.11 |
Method: weighted_composite; lookback 6y; horizon 1y; confidence 80%
Latest observed1.1k(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 1.4k | 1.5k | 1.3k | 1.4k – 1.5k |
| 2029 | 1.6k | 1.7k | 1.4k | 1.5k – 1.7k |
| 2031 | 1.7k | 2k | 1.6k | 1.5k – 1.9k |
| 2036 | 2.2k | 2.5k | 1.9k | 1.7k – 2.6k |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed64.7(2026)· IMF DataMapper API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 65.72 | 70.74 | 59.91 | 63.68 – 67.75 |
| 2029 | 67.75 | 76.46 | 57.7 | 62.74 – 72.76 |
| 2031 | 69.78 | 81.03 | 56.81 | 61.86 – 77.7 |
| 2036 | 74.86 | 90.77 | 56.52 | 59.33 – 90.39 |
Method: linear_trend; lookback 10y; horizon 1y; confidence 80%
Latest observed36.57(2022)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2023 | 35.65 | 41.5 | 29.8 | 34.19 – 37.12 |
| 2025 | 33.82 | 43.95 | 23.69 | 30.65 – 36.99 |
| 2027 | 31.99 | 45.07 | 18.92 | 27.43 – 36.55 |
| 2032 | 27.42 | 45.91 | 8.92 | 20.2 – 34.63 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed2.86(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 4.06 | 9.72 | -1.99 | 2.75 – 5.38 |
| 2029 | 7.42 | 17.22 | -3.07 | 4.9 – 9.95 |
| 2031 | 10.78 | 23.43 | -2.76 | 7.12 – 14.45 |
| 2036 | 19.18 | 37.06 | 0.03 | 12.15 – 26.22 |
Method: exponential_smoothing; lookback 6y; horizon 1y; confidence 80%
Latest observed27.07(2022)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2023 | 28.39 | 35.27 | 22.43 | 26.95 – 29.83 |
| 2025 | 31.84 | 43.76 | 21.52 | 28.61 – 35.08 |
| 2027 | 35.3 | 50.68 | 21.97 | 30.28 – 40.32 |
| 2032 | 43.93 | 65.68 | 25.08 | 33.8 – 54.07 |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed9.5m(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 10m | 10.4m | 9.5m | 9.6m – 10.3m |
| 2029 | 10.2m | 10.7m | 9.8m | 9.5m – 11m |
| 2031 | 10.5m | 11m | 10m | 9.3m – 11.7m |
| 2036 | 11.1m | 11.7m | 10.6m | 8.8m – 13.4m |
Method: exponential_smoothing; lookback 10y; horizon 1y; confidence 80%
Latest observed3.63(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 4.05 | 5.44 | 3.01 | 3.81 – 4.29 |
| 2027 | 5.12 | 7.53 | 3.31 | 4.57 – 5.66 |
| 2029 | 6.18 | 9.29 | 3.85 | 5.3 – 7.07 |
| 2034 | 8.85 | 13.25 | 5.55 | 6.88 – 10.82 |
Method: weighted_composite; lookback 7y; horizon 1y; confidence 80%
Latest observed2(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 1.93 | 2.26 | 1.59 | 1.84 – 2.01 |
| 2028 | 1.79 | 2.37 | 1.21 | 1.61 – 1.97 |
| 2030 | 1.65 | 2.41 | 0.9 | 1.41 – 1.9 |
| 2035 | 1.31 | 2.38 | 0.25 | 0.94 – 1.68 |
Method: linear_trend; lookback 6y; horizon 1y; confidence 80%
Generated by the prediction engine (model prediction-engine-v1) on 2026-06-22 from observed history. Projections, not observations — never a guarantee of future values.
Machine-readable: GET /api/v1/forecast/country/TGO · Country page → · Full brief → · API docs
