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}.
Singapore: forward projections across 12 macro indicators, horizons 2025, 2027, 2029, 2031, 2034, 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 observed16.6
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 16.53 | 19.35 | 13.7 | 15.69 – 17.37 |
| 2029 | 16.38 | 21.27 | 11.49 | 14.6 – 18.17 |
| 2031 | 16.24 | 22.55 | 9.92 | 13.65 – 18.82 |
| 2036 | 15.87 | 24.81 | 6.94 | 11.51 – 20.24 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed178.78(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 150 | 150 | 143.08 | 145.35 – 150 |
| 2027 | 150 | 150 | 138.02 | 138.9 – 150 |
| 2029 | 150 | 150 | 134.53 | 132.97 – 150 |
| 2034 | 150 | 150 | 128.12 | 118.88 – 150 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed547.4bn(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 698.1bn | 778.3bn | 628.6bn | 676.5bn – 719.8bn |
| 2029 | 794.5bn | 933.4bn | 674.1bn | 735.8bn – 853.3bn |
| 2031 | 891bn | 1.1T | 735.5bn | 789.8bn – 992.1bn |
| 2036 | 1.1T | 1.4T | 912.2bn | 897.2bn – 1.4T |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed4.39(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 3.01 | 8.84 | -2.04 | 1.99 – 4.03 |
| 2029 | 1.9 | 11.99 | -6.85 | 0.12 – 3.67 |
| 2031 | 0.78 | 12 | -10 | -1.47 – 3.03 |
| 2036 | -2.01 | 12 | -10 | -5.4 – 1.39 |
Method: weighted_composite; lookback 6y; horizon 1y; confidence 80%
Latest observed90.7k(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 113.3k | 129.6k | 99.2k | 109.5k – 117k |
| 2029 | 127.1k | 155.4k | 102.7k | 117.7k – 136.6k |
| 2031 | 141k | 177.4k | 109.5k | 125k – 157k |
| 2036 | 175.7k | 227.2k | 131.1k | 139.3k – 212.2k |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed171.9(2026)· IMF DataMapper API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 179.72 | 197.2 | 159.55 | 174.15 – 185.3 |
| 2029 | 195.37 | 225.65 | 160.44 | 180.92 – 209.82 |
| 2031 | 211.02 | 250.1 | 165.92 | 187.06 – 234.98 |
| 2036 | 250.14 | 300 | 186.36 | 198.25 – 300 |
Method: linear_trend; lookback 10y; horizon 1y; confidence 80%
Latest observed143.6(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 143.13 | 150 | 136.12 | 138.69 – 147.57 |
| 2027 | 142.2 | 150 | 134.23 | 131.68 – 150 |
| 2029 | 141.26 | 150 | 130.98 | 125.23 – 150 |
| 2034 | 138.93 | 150 | 124.39 | 110.11 – 150 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed2.39(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 3.06 | 7.72 | -1.94 | 1.98 – 4.14 |
| 2029 | 5.02 | 13.1 | -3.63 | 2.99 – 7.05 |
| 2031 | 6.98 | 17.41 | -4.19 | 4.11 – 9.85 |
| 2036 | 11.88 | 26.63 | -3.92 | 6.71 – 17.05 |
Method: exponential_smoothing; lookback 6y; horizon 1y; confidence 80%
Latest observed21.9(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 21.83 | 25.03 | 19.05 | 21.02 – 22.63 |
| 2027 | 21.63 | 27.17 | 16.82 | 19.8 – 23.46 |
| 2029 | 21.43 | 28.59 | 15.22 | 18.69 – 24.16 |
| 2034 | 20.93 | 31.06 | 12.15 | 16.13 – 25.72 |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed6m(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 6.1m | 6.4m | 5.8m | 5.9m – 6.3m |
| 2029 | 6.1m | 6.6m | 5.7m | 5.7m – 6.6m |
| 2031 | 6.2m | 6.8m | 5.7m | 5.5m – 6.9m |
| 2036 | 6.3m | 7.1m | 5.6m | 5m – 7.6m |
Method: exponential_smoothing; lookback 10y; horizon 1y; confidence 80%
Latest observed1.75(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | -0.2 | 15 | -10 | -2.41 – 2.02 |
| 2027 | -4.06 | 15 | -10 | -8.07 – -0.06 |
| 2029 | -7.93 | 15 | -10 | -10 – -2.38 |
| 2034 | -10 | 15 | -10 | -10 – -1.44 |
Method: weighted_composite; lookback 7y; horizon 1y; confidence 80%
Latest observed2.82(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 1.54 | 2.37 | 0.7 | 1.38 – 1.69 |
| 2029 | 0.61 | 2.05 | 0 | 0.34 – 0.88 |
| 2031 | 0 | 1.86 | 0 | 0 – 0.37 |
| 2036 | 0 | 2.63 | 0 | 0 – 0.56 |
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/SGP · Country page → · Full brief → · API docs
