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}.
Botswana: forward projections across 12 macro indicators, horizons 2025, 2026, 2027, 2028, 2029, 2030, 2031, 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.
| Year |
|---|
| Baseline |
|---|
| Optimistic |
|---|
| Pessimistic |
|---|
| Conf. band |
|---|
| 2027 | -0.74 | 9.76 | -11.24 | -2.9 – 1.42 |
| 2029 | 1.58 | 19.77 | -16.61 | -2.21 – 5.37 |
| 2031 | 3.9 | 27.38 | -19.58 | -1.21 – 9 |
| 2036 | 9.7 | 30 | -23.51 | 1.37 – 18.02 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 25.74 | 39.91 | 13.47 | 23.31 – 28.18 |
| 2027 | 22.44 | 46.98 | 1.18 | 17.86 – 27.03 |
| 2029 | 19.15 | 50.82 | 0 | 13.09 – 25.2 |
| 2034 | 10.9 | 55.69 | 0 | 2.75 – 19.04 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 22.5bn | 26.3bn | 19.2bn | 21.7bn – 23.3bn |
| 2029 | 24bn | 30.6bn | 18.3bn | 22.1bn – 25.9bn |
| 2031 | 25.5bn | 34bn | 18.2bn | 22.5bn – 28.6bn |
| 2036 | 29.3bn | 41.2bn | 18.9bn | 23.1bn – 35.4bn |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 6.35 | 12 | -2.19 | 4.61 – 8.1 |
| 2029 | 9.79 | 12 | -5.02 | 6.47 – 12 |
| 2031 | 12 | 12 | -7.11 | 7.36 – 12 |
| 2036 | 12 | 12 | -10 | 4.88 – 12 |
Method: weighted_composite; lookback 6y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 8.6k | 10.2k | 7.3k | 8.3k – 9k |
| 2029 | 9k | 11.7k | 6.7k | 8.2k – 9.8k |
| 2031 | 9.4k | 12.9k | 6.3k | 8.2k – 10.5k |
| 2036 | 10.3k | 15.3k | 6k | 8.1k – 12.6k |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 49.63 | 56.9 | 41.24 | 47.72 – 51.54 |
| 2029 | 54.89 | 67.49 | 40.35 | 50.31 – 59.46 |
| 2031 | 60.15 | 76.41 | 41.38 | 52.83 – 67.46 |
| 2036 | 73.29 | 96.29 | 46.75 | 58.03 – 88.56 |
Method: linear_trend; lookback 10y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 43.57 | 51.93 | 35.22 | 41.59 – 45.55 |
| 2027 | 43.29 | 57.76 | 28.82 | 39 – 47.58 |
| 2029 | 43.01 | 61.69 | 24.33 | 36.71 – 49.31 |
| 2034 | 42.31 | 68.73 | 15.89 | 31.5 – 53.13 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 6.13 | 13.86 | -2.16 | 4.31 – 7.94 |
| 2029 | 9.35 | 22.74 | -5 | 5.93 – 12.76 |
| 2031 | 12.57 | 29.85 | -5 | 7.73 – 17.4 |
| 2036 | 20.62 | 45.07 | -5 | 11.9 – 29.33 |
Method: exponential_smoothing; lookback 6y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 28.6 | 32.49 | 25.23 | 27.59 – 29.62 |
| 2027 | 29.47 | 36.21 | 23.64 | 27.1 – 31.85 |
| 2029 | 30.35 | 39.04 | 22.81 | 26.68 – 34.02 |
| 2034 | 32.53 | 44.82 | 21.87 | 25.57 – 39.49 |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 2.6m | 2.7m | 2.5m | 2.5m – 2.7m |
| 2029 | 2.6m | 2.7m | 2.5m | 2.4m – 2.8m |
| 2031 | 2.7m | 2.8m | 2.5m | 2.4m – 3m |
| 2036 | 2.7m | 2.9m | 2.6m | 2.2m – 3.3m |
Method: exponential_smoothing; lookback 10y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | -7.18 | 9.5 | -10 | -9.39 – -4.98 |
| 2027 | -10 | 15 | -10 | -10 – -5.91 |
| 2029 | -10 | 15 | -10 | -10 – -4.54 |
| 2034 | -10 | 15 | -10 | -10 – -1.8 |
Method: weighted_composite; lookback 7y; horizon 1y; confidence 80%
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 25.02 | 26.52 | 23.53 | 24.25 – 25.8 |
| 2028 | 26.12 | 28.71 | 23.53 | 24.19 – 28.05 |
| 2030 | 27.22 | 30.56 | 23.87 | 24.13 – 30.31 |
| 2035 | 29.96 | 34.69 | 25.23 | 23.74 – 36.17 |
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/BWA · Country page → · Full brief → · API docs