Forecast
The prediction engine's forward view per country — baseline plus an optimistic/pessimistic band and a confidence interval, for every macro indicator we forecast. These are PROJECTIONS, not observations, generated from observed history. Pick a country, or read the JSON at GET /api/v1/forecast/country/{iso3}.
Pick a country
A country we hold no projections for returns an honest not-covered state.
Reliability
Indicators and countries ranked by their realized track record — forecasts we published, scored against the actuals that have since landed. Lower error = more reliable. Backtested replays are ranked separately below, never blended in.
| # | Indicator | MAPE | Typical miss | n |
|---|---|---|---|---|
| 1 | Population Total | 2% | ±15,241,136.56 | 67 |
| 2 | Gdp Per Capita Current Usd | 5% | ±590.88 | 47 |
| 3 | GDP (current US$) | 5% | ±458,172,398,024.72 |
Featured
A live example. Open any country above for its own projections.
United States: forward projections across 18 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.
Latest observed
| 47 |
| 4 | Imports Goods Services | 8% | ±3.22 | 184 |
| 5 | Investment Gfcf Gdp | 8% | ±1.34 | 160 |
| 6 | Exports Goods Services | 11% | ±3.61 | 181 |
| 7 | Real GDP growth | 33% | ±1.2 | 47 |
| 8 | CPI inflation | 119% | ±9.09 | 5 |
| 9 | Productivity Growth | 581% | ±1.93 | 211 |
| # | Country | MAPE | Typical miss | n |
|---|---|---|---|---|
| 1 | IDN | 1% | ±0.12 | 4 |
| 2 | ALB | 2% | ±0.41 | 4 |
| 3 | BEN | 2% | ±0.38 | 4 |
| 4 | South Korea | 3% | ±0.74 | 4 |
| 5 | PRY | 3% | ±0.68 | 4 |
| 6 | EAS | 3% | ±187,884,640,917.47 | 7 |
| 7 | IBT | 3% | ±154,384,529,955.42 | 7 |
| 8 | LMY | 3% | ±133,666,199,927.25 | 7 |
| 9 | MIC | 3% | ±112,131,226,868.38 | 7 |
| 10 | SVN | 3% | ±1.14 | 4 |
| 11 | IBD | 3% | ±114,906,931,235.87 | 7 |
| 12 | MYS | 4% | ±0.91 | 4 |
| 13 | EAP | 4% | ±78,778,037,062.62 | 7 |
| 14 | TEA | 4% | ±78,681,423,475.36 | 7 |
| 15 | Slovakia | 4% | ±0.16 | 4 |
| 16 | IDX | 4% | ±10,330,974,586.87 | 8 |
| 17 | IDA | 5% | ±34,542,898,897.87 | 8 |
| 18 | KIR | 5% | ±2.54 | 3 |
| 19 | Tanzania | 5% | ±1.07 | 4 |
| 20 | Vietnam | 5% | ±3.82 | 4 |
| 21 | NOR | 6% | ±1.52 | 4 |
| 22 | PER | 6% | ±0.62 | 4 |
| 23 | BIH | 6% | ±0.42 | 3 |
| 24 | UKR | 6% | ±2.14 | 3 |
| 25 | FRA | 6% | ±0.51 | 4 |
| 26 | MLI | 6% | ±0.87 | 4 |
| 27 | HPC | 6% | ±10,991,503,657.81 | 8 |
| 28 | CHN | 6% | ±0.59 | 3 |
| 29 | Brazil | 7% | ±0.53 | 4 |
| 30 | GTM | 7% | ±0.57 | 4 |
| 31 | LCN | 7% | ±11,006,542,892.92 | 8 |
| 32 | NPL | 7% | ±0.89 | 4 |
| 33 | Côte d'Ivoire | 7% | ±1.43 | 4 |
| 34 | THA | 7% | ±0.86 | 4 |
| 35 | SAS | 8% | ±15,742,073,580.58 | 8 |
| 36 | TSA | 8% | ±15,742,073,580.58 | 8 |
| 37 | KHM | 8% | ±3.24 | 4 |
| 38 | CPV | 8% | ±0.44 | 3 |
| 39 | TLA | 8% | ±10,443,803,017.2 | 8 |
| 40 | MAR | 8% | ±0.96 | 4 |
| 41 | POL | 8% | ±1.42 | 4 |
| 42 | LTE | 8% | ±158,289,889,678.34 | 7 |
| 43 | TMN | 9% | ±15,698,221,185.73 | 8 |
| 44 | SYC | 9% | ±5.82 | 3 |
| 45 | NAC | 9% | ±147,060,670,201.65 | 5 |
| 46 | MNA | 9% | ±15,179,875,847.03 | 8 |
| 47 | LDC | 9% | ±7,749,876,085.61 | 8 |
| 48 | EAR | 10% | ±14,162,536,263.57 | 8 |
| 49 | SSF | 10% | ±31,054,143,478.05 | 8 |
| 50 | TSS | 10% | ±31,054,143,478.05 | 8 |
| 51 | MNG | 11% | ±3.33 | 4 |
| 52 | PST | 11% | ±395,167,015,922.91 | 7 |
| 53 | IDB | 11% | ±32,282,565,781.45 | 6 |
| 54 | IMN | 11% | ±7,363,109.2 | 4 |
| 55 | LAC | 12% | ±2,910,785,913.71 | 8 |
| 56 | BFA | 12% | ±2.23 | 4 |
| 57 | CYP | 12% | ±2.78 | 4 |
| 58 | TEC | 12% | ±77,060,282,322.22 | 8 |
| 59 | KEN | 12% | ±1.25 | 4 |
| 60 | PSS | 12% | ±75,190,996.76 | 5 |
| 61 | ECA | 12% | ±24,425,184,696.97 | 8 |
| 62 | OED | 13% | ±415,344,675,582.12 | 7 |
| 63 | BGR | 13% | ±2.11 | 4 |
| 64 | TUN | 13% | ±2.4 | 3 |
| 65 | PRE | 13% | ±27,498,874,656.05 | 6 |
| 66 | CEB | 13% | ±20,823,441,644.46 | 8 |
| 67 | TGO | 13% | ±2.08 | 4 |
| 68 | UZB | 13% | ±2.68 | 4 |
| 69 | IND | 14% | ±1.32 | 4 |
| 70 | DJI | 14% | ±7.94 | 4 |
| 71 | ECS | 16% | ±255,986,812,220.69 | 8 |
| 72 | PAK | 16% | ±0.7 | 4 |
| 73 | MUS | 16% | ±3.08 | 4 |
| 74 | MLT | 16% | ±0.5 | 4 |
| 75 | AFE | 16% | ±9,842,381,055.96 | 9 |
| 76 | SWE | 16% | ±1.44 | 4 |
| 77 | PLW | 16% | ±7.05 | 3 |
| 78 | SSA | 17% | ±1.95 | 4 |
| 79 | GIN | 17% | ±2.6 | 4 |
| 80 | DZA | 17% | ±3 | 4 |
| 81 | SRB | 17% | ±0.97 | 4 |
| 82 | LUX | 17% | ±12.55 | 4 |
| 83 | Venezuela | 17% | ±1.43 | 3 |
| 84 | DR Congo | 18% | ±5.6 | 4 |
| 85 | UGA | 18% | ±2.24 | 4 |
| 86 | CYM | 18% | ±40,973,776.24 | 4 |
| 87 | CSS | 18% | ±132,810,570.39 | 5 |
| 88 | PHL | 18% | ±1 | 4 |
| 89 | TKM | 18% | ±2.11 | 4 |
| 90 | SLE | 19% | ±2.73 | 4 |
| 91 | SEN | 19% | ±5.07 | 4 |
| 92 | TON | 19% | ±2.36 | 4 |
| 93 | XKX | 19% | ±112,200,239.54 | 7 |
| 94 | NIC | 19% | ±2.24 | 4 |
| 95 | MNE | 19% | ±2.33 | 4 |
| 96 | PRT | 19% | ±1.35 | 4 |
| 97 | LTU | 19% | ±1.1 | 4 |
| 98 | WSM | 19% | ±3.07 | 4 |
| 99 | LKA | 20% | ±926,723,564.26 | 9 |
| 100 | ROU | 21% | ±0.64 | 4 |
| 101 | GNB | 21% | ±2.03 | 4 |
| 102 | TJK | 22% | ±2.89 | 4 |
| 103 | ESP | 23% | ±0.68 | 4 |
| 104 | Hong Kong | 23% | ±24.8 | 4 |
| 105 | CRI | 24% | ±1.26 | 4 |
| 106 | LSO | 24% | ±2.96 | 4 |
| 107 | HRV | 24% | ±2.31 | 4 |
| 108 | AFW | 24% | ±26,641,953,090.48 | 6 |
| 109 | DNK | 24% | ±2.64 | 4 |
| 110 | EUU | 24% | ±150,397,003,864.53 | 8 |
| 111 | SLV | 25% | ±2.69 | 4 |
| 112 | SXM | 26% | ±943,467.98 | 4 |
| 113 | MOZ | 27% | ±3.02 | 3 |
| 114 | Canada | 27% | ±0.94 | 4 |
| 115 | GEO | 27% | ±2.25 | 4 |
| 116 | FIN | 28% | ±0.7 | 4 |
| 117 | OSS | 29% | ±1,480,624,378.61 | 8 |
| 118 | CMR | 29% | ±1.43 | 4 |
| 119 | EMU | 30% | ±137,051,773,097.04 | 8 |
| 120 | GMB | 30% | ±8.42 | 4 |
| 121 | HUN | 31% | ±1.66 | 4 |
| 122 | NLD | 31% | ±1.57 | 4 |
| 123 | LVA | 31% | ±2.27 | 4 |
| 124 | SGP | 31% | ±8.03 | 4 |
| 125 | Macao | 31% | ±3.78 | 4 |
| 126 | HTI | 32% | ±2.06 | 4 |
| 127 | MKD | 32% | ±3.22 | 3 |
| 128 | KGZ | 32% | ±11.25 | 4 |
| 129 | LBY | 32% | ±6.12 | 4 |
| 130 | EST | 33% | ±1.37 | 4 |
| 131 | IRL | 33% | ±5.94 | 4 |
| 132 | ARB | 33% | ±11,600,259,336.43 | 7 |
| 133 | BTN | 33% | ±4.96 | 4 |
| 134 | SST | 34% | ±1,718,877,029.56 | 7 |
| 135 | CHE | 34% | ±3.42 | 4 |
| 136 | Czechia | 35% | ±1.53 | 4 |
| 137 | RWA | 35% | ±5.56 | 4 |
| 138 | ARG | 36% | ±1.63 | 4 |
| 139 | Türkiye | 36% | ±2.28 | 4 |
| 140 | Moldova | 37% | ±2.74 | 4 |
| 141 | ETH | 38% | ±5.42 | 4 |
| 142 | Egypt | 38% | ±3.88 | 4 |
| 143 | AFG | 41% | ±4.69 | 4 |
| 144 | ARM | 41% | ±14.84 | 4 |
| 145 | United Kingdom | 41% | ±0.8 | 4 |
| 146 | CHL | 42% | ±0.94 | 4 |
| 147 | HND | 43% | ±1.79 | 4 |
| 148 | GNQ | 45% | ±7.53 | 4 |
| 149 | Russia | 45% | ±1.85 | 4 |
| 150 | URY | 45% | ±1.34 | 4 |
| 151 | MEX | 46% | ±2.23 | 4 |
| 152 | COM | 46% | ±1.52 | 4 |
| 153 | DEU | 48% | ±0.88 | 4 |
| 154 | AZE | 48% | ±1.56 | 4 |
| 155 | BLR | 48% | ±5.86 | 4 |
| 156 | Iran | 52% | ±3.64 | 4 |
| 157 | TCD | 52% | ±1.98 | 4 |
| 158 | Congo | 55% | ±2.85 | 4 |
| 159 | LBN | 57% | ±9.82 | 3 |
| 160 | BEL | 57% | ±2.05 | 4 |
| 161 | BGD | 58% | ±2 | 4 |
| 162 | KWT | 60% | ±3.49 | 4 |
| 163 | AUS | 62% | ±0.55 | 4 |
| 164 | AUT | 66% | ±1.66 | 4 |
| 165 | NER | 71% | ±5.78 | 4 |
| 166 | MRT | 72% | ±1.95 | 4 |
| 167 | BWA | 73% | ±4.47 | 4 |
| 168 | ECU | 73% | ±1.9 | 4 |
| 169 | GAB | 77% | ±4.95 | 4 |
| 170 | MWI | 78% | ±1.06 | 3 |
| 171 | ISR | 86% | ±1.71 | 4 |
| 172 | ITA | 87% | ±1.29 | 4 |
| 173 | SOM | 88% | ±2.83 | 4 |
| 174 | NAM | 94% | ±3.89 | 4 |
| 175 | GRC | 96% | ±3.11 | 4 |
| 176 | PSE | 102% | ±518,384,578.87 | 8 |
| 177 | DOM | 129% | ±1.28 | 4 |
| 178 | VUT | 133% | ±12.78 | 4 |
| 179 | SDN | 139% | ±1.32 | 3 |
| 180 | PRI | 142% | ±1.57 | 4 |
| 181 | SAU | 154% | ±2.3 | 4 |
| 182 | MEA | 176% | ±21,605,773,453.12 | 6 |
| 183 | CAF | 178% | ±2.77 | 4 |
| 184 | ISL | 305% | ±1.78 | 4 |
| 185 | AGO | 556% | ±6.12 | 3 |
| 186 | Brunei | 677% | ±5.43 | 4 |
| 187 | South Africa | 703% | ±1.67 | 4 |
| 188 | COL | 1906% | ±0.83 | 4 |
| 189 | MDG | 20967% | ±1.16 | 4 |
Realized errors from the rolling ledger (past predictions vs the actuals that landed). A track record, not a guarantee of future accuracy; groups with too few matured predictions are omitted.
| # | Indicator | MAPE | Typical miss | n |
|---|---|---|---|---|
| 1 | Consumer Confidence | 4% | ±3.85 | 444 |
| 2 | Population Total | 6% | ±11,265,636.87 | 5968 |
| 3 | Reserves Excl Gold Usd | 14% | ±8,239,315,152.68 | 125 |
| 4 | Reserves Total Usd | 17% | ±23,543,698,518.84 | 125 |
| 5 | Government Bond Yield 10y | 19% | ±0.65 | 22 |
| 6 | GDP (current US$) | 21% | ±431,575,338,224.96 | 5785 |
| 7 | Gdp Per Capita Current Usd | 23% | ±3,757.85 | 5785 |
| 8 | Imports Goods Services | 23% | ±8.94 | 5120 |
| 9 | Investment Gfcf Gdp | 28% | ±5.13 | 4729 |
| 10 | Exports Goods Services | 30% | ±9.08 | 5088 |
| 11 | Govt debt / GDP | 33% | ±16.48 | 4285 |
| 12 | Inflation Cpi Yoy Monthly | 39% | ±1.05 | 29 |
| 13 | Unemployment | 42% | ±2.35 | 4788 |
| 14 | Policy Rate | 92% | ±2.31 | 13 |
| 15 | CPI inflation | 248% | ±10.48 | 4652 |
| 16 | Current account / GDP | 307% | ±7.12 | 4249 |
| 17 | Real GDP growth | 333% | ±6.24 | 5773 |
| 18 | Productivity Growth | 1231% | ±5.47 | 5236 |
Backtested errors — the model replayed on held-out history. These forecasts were never published in advance, so they are evidence of skill, not a track record, and may overstate real-world accuracy. Groups with too few scored replays are omitted.
ⓘ How reliability is measured: backtest skill, ensemble, the realized ledger & nowcasts →
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | -3.89 | -2.92 | -4.86 | -4.15 – -3.63 |
| 2029 | -4.27 | -2.59 | -5.95 | -4.82 – -3.72 |
| 2031 | -4.65 | -2.48 | -6.82 | -5.46 – -3.83 |
| 2036 | -5.59 | -2.53 | -8.66 | -7.11 – -4.07 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed10.97(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 10.8 | 12.47 | 9.36 | 10.39 – 11.21 |
| 2027 | 10.46 | 13.34 | 7.97 | 9.55 – 11.38 |
| 2029 | 10.12 | 13.84 | 6.9 | 8.78 – 11.46 |
| 2034 | 9.27 | 14.52 | 4.72 | 7.04 – 11.51 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed30.8T(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 33.6T | 35.4T | 32.1T | 32.6T – 34.7T |
| 2029 | 36.8T | 39.6T | 34.3T | 34.1T – 39.5T |
| 2031 | 40T | 43.6T | 36.8T | 35.4T – 44.5T |
| 2036 | 47.9T | 53.1T | 43.4T | 38T – 57.8T |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed2.16(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 1.97 | 5.06 | -0.7 | 1.43 – 2.52 |
| 2029 | 1.22 | 6.57 | -3.41 | 0.27 – 2.17 |
| 2031 | 0.47 | 7.37 | -5.51 | -0.76 – 1.7 |
| 2036 | -1.41 | 8.35 | -9.86 | -3.26 – 0.45 |
Method: weighted_composite; lookback 6y; horizon 1y; confidence 80%
Latest observed90k(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 97.6k | 102.8k | 93.2k | 94.6k – 100.7k |
| 2029 | 106k | 114.6k | 98.6k | 98.2k – 113.9k |
| 2031 | 114.4k | 125.4k | 104.8k | 101.4k – 127.4k |
| 2036 | 135.4k | 151k | 121.8k | 107.3k – 163.4k |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed4.54(2026)· FRED API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 4.09 | 5.99 | 2.06 | 3.56 – 4.63 |
| 2029 | 3.56 | 6.85 | 0.05 | 2.58 – 4.54 |
| 2031 | 3.3 | 7.54 | 0 | 1.99 – 4.61 |
| 2036 | 3.09 | 9.09 | 0 | 1.12 – 5.07 |
Method: mean_reversion; lookback 10y; horizon 1y; confidence 80%
Latest observed125.8(2026)· IMF DataMapper API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 127.69 | 142.95 | 110.09 | 123.3 – 132.08 |
| 2029 | 131.47 | 157.89 | 100.98 | 121.09 – 141.84 |
| 2031 | 135.25 | 169.36 | 95.89 | 119.18 – 151.32 |
| 2036 | 144.7 | 192.94 | 89.03 | 114.12 – 175.27 |
Method: linear_trend; lookback 10y; horizon 1y; confidence 80%
Latest observed14.04(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 13.93 | 15.9 | 11.96 | 13.41 – 14.46 |
| 2027 | 13.72 | 17.13 | 10.31 | 12.54 – 14.9 |
| 2029 | 13.51 | 17.91 | 9.1 | 11.75 – 15.26 |
| 2034 | 12.97 | 19.2 | 6.74 | 9.94 – 16 |
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed2.95(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 3.48 | 8.22 | -1.6 | 2.37 – 4.58 |
| 2029 | 4.18 | 12.39 | -4.62 | 2.16 – 6.2 |
| 2031 | 4.88 | 15.47 | -5 | 2.14 – 7.62 |
| 2036 | 6.63 | 21.61 | -5 | 2.24 – 11.01 |
Method: exponential_smoothing; lookback 6y; horizon 1y; confidence 80%
Latest observed4.17(2026)· FRED API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 3.87 | 8.54 | -1.13 | 2.78 – 4.97 |
| 2029 | 3.59 | 11.68 | -5 | 1.63 – 5.56 |
| 2031 | 3.49 | 13.93 | -5 | 0.9 – 6.09 |
| 2036 | 3.44 | 18.2 | -5 | -0.38 – 7.26 |
Method: mean_reversion; lookback 10y; horizon 1y; confidence 80%
Latest observed21.35(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 21.37 | 22.5 | 20.4 | 20.71 – 22.04 |
| 2027 | 21.43 | 22.55 | 20.45 | 19.84 – 23.01 |
| 2029 | 21.48 | 22.61 | 20.5 | 19.04 – 23.92 |
| 2034 | 21.61 | 22.8 | 20.57 | 17.13 – 26.09 |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed3.63(2026)· FRED API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 3.34 | 6.51 | -0.06 | 2.5 – 4.17 |
| 2029 | 2.99 | 8.48 | -2 | 1.49 – 4.49 |
| 2031 | 2.82 | 9.91 | -2 | 0.85 – 4.79 |
| 2036 | 2.68 | 12.71 | -2 | -0.22 – 5.58 |
Method: mean_reversion; lookback 10y; horizon 1y; confidence 80%
Latest observed341.8m(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 342.2m | 358.4m | 327.2m | 331.6m – 352.8m |
| 2029 | 343.5m | 359.7m | 328.4m | 318.1m – 368.9m |
| 2031 | 344.8m | 361.1m | 329.7m | 305.6m – 383.9m |
| 2036 | 348m | 364.4m | 332.7m | 275.8m – 420.1m |
Method: exponential_smoothing; lookback 10y; horizon 1y; confidence 80%
Latest observed1.96(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 2.37 | 7 | -1.1 | 1.76 – 2.99 |
| 2028 | 3.23 | 11.24 | -2.78 | 2.07 – 4.38 |
| 2030 | 4.08 | 14.43 | -3.68 | 2.46 – 5.7 |
| 2035 | 6.21 | 15 | -4.76 | 3.39 – 9.04 |
Method: weighted_composite; lookback 7y; horizon 1y; confidence 80%
Latest observed243.3bn(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 250.1bn | 322.4bn | 177.7bn | 235bn – 265.1bn |
| 2028 | 269.7bn | 395bn | 144.3bn | 237.5bn – 301.8bn |
| 2030 | 289.3bn | 451.1bn | 127.5bn | 241.4bn – 337.2bn |
| 2035 | 338.3bn | 567.1bn | 109.5bn | 249.1bn – 427.4bn |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed2.84(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 2.53 | 3.21 | 1.85 | 2.39 – 2.67 |
| 2028 | 2.17 | 3.34 | 0.99 | 1.88 – 2.45 |
| 2030 | 1.99 | 3.5 | 0.47 | 1.6 – 2.38 |
| 2035 | 1.84 | 3.99 | 0 | 1.22 – 2.47 |
Method: mean_reversion; lookback 10y; horizon 1y; confidence 80%
Latest observed1.4T(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 1.5T | 1.8T | 1.2T | 1.5T – 1.6T |
| 2028 | 1.9T | 2.4T | 1.4T | 1.7T – 2T |
| 2030 | 2.2T | 2.9T | 1.6T | 1.9T – 2.5T |
| 2035 | 3.1T | 4T | 2.2T | 2.4T – 3.7T |
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed4.2(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 4.32 | 5.82 | 2.82 | 4.02 – 4.62 |
| 2029 | 4.17 | 6.76 | 1.57 | 3.57 – 4.76 |
| 2031 | 4.01 | 7.36 | 0.66 | 3.18 – 4.85 |
| 2036 | 3.62 | 8.37 | 0 | 2.32 – 4.93 |
Method: linear_trend; lookback 6y; horizon 1y; confidence 80%
Generated by the prediction engine (model prediction-engine-v1) on 2026-08-02 from observed history. Projections, not observations — never a guarantee of future values.
| 7 | TEA | 30% | ±151,398,503,325.97 | 212 |
| 8 | CHI | 30% | ±317,980,598.63 | 98 |
| 9 | MCO | 30% | ±329,101,560.23 | 84 |
| 10 | BMU | 32% | ±148,288,929.73 | 123 |
| 11 | APQ | 34% | ±365,939,644,768.45 | 140 |
| 12 | CYM | 34% | ±160,418,473.84 | 86 |
| 13 | SST | 34% | ±3,809,890,021.25 | 212 |
| 14 | TCA | 36% | ±79,184,563.57 | 81 |
| 15 | PYF | 36% | ±76,578,955.51 | 162 |
| 16 | IBD | 41% | ±504,440,644,210.47 | 212 |
| 17 | SEQ | 41% | ±55,726,765,225.48 | 140 |
| 18 | EAR | 41% | ±226,318,425,182.13 | 216 |
| 19 | TSA | 42% | ±36,840,807,353.69 | 216 |
| 20 | SAS | 42% | ±36,840,807,353.69 | 216 |
| 21 | FRO | 42% | ±45,210,237.68 | 120 |
| 22 | BGD | 43% | ±3,652,179,329.76 | 258 |
| 23 | OAE | 43% | ±127,896,087,470.83 | 160 |
| 24 | WHQ | 47% | ±666,161,212,090.48 | 140 |
| 25 | SAQ | 48% | ±51,965,107,680.1 | 140 |
| 26 | Taiwan | 49% | ±10,221,072,612.92 | 160 |
| 27 | NAC | 50% | ±348,846,529,985.5 | 202 |
| 28 | RWA | 51% | ±165,633,582.63 | 258 |
| 29 | United States | 51% | ±256,620,981,458.27 | 260 |
| 30 | MIC | 51% | ±394,505,916,026.14 | 212 |
| 31 | NMQ | 52% | ±552,611,724,133.42 | 140 |
| 32 | CSS | 52% | ±2,331,508,458.53 | 144 |
| 33 | IND | 53% | ±26,261,298,115.36 | 269 |
| 34 | EAQ | 53% | ±256,332,909,552.69 | 140 |
| 35 | MUS | 53% | ±268,232,054.82 | 258 |
| 36 | TJK | 53% | ±371,597,760.03 | 258 |
| 37 | CAQ | 54% | ±89,532,028,731.63 | 140 |
| 38 | UZB | 55% | ±3,053,750,030.76 | 256 |
| 39 | CUB | 57% | ±450,424,584.9 | 164 |
| 40 | KEN | 58% | ±934,104,677.32 | 258 |
| 41 | Vietnam | 58% | ±2,802,741,556.85 | 258 |
| 42 | AFE | 59% | ±19,539,143,333.05 | 236 |
| 43 | DMA | 59% | ±13,520,770.41 | 142 |
| 44 | ETH | 59% | ±1,608,025,178.89 | 226 |
| 45 | GUY | 61% | ±931,765,464.2 | 246 |
| 46 | UVK | 61% | ±228,392,207.04 | 148 |
| 47 | GMB | 62% | ±32,927,062.05 | 256 |
| 48 | PHL | 63% | ±2,565,002,344.32 | 258 |
| 49 | BEN | 64% | ±274,817,067.96 | 256 |
| 50 | SSQ | 64% | ±63,866,503,182.89 | 140 |
| 51 | MAE | 65% | ±608,826,961,421.05 | 160 |
| 52 | AFQ | 65% | ±82,445,396,395.53 | 140 |
| 53 | OSS | 65% | ±2,614,059,883.76 | 216 |
| 54 | LTE | 65% | ±342,171,321,522.95 | 212 |
| 55 | MRT | 66% | ±155,013,393.02 | 256 |
| 56 | GTM | 66% | ±1,060,225,630.08 | 258 |
| 57 | MNE | 66% | ±156,324,565.42 | 258 |
| 58 | PST | 67% | ±562,523,227,558.74 | 212 |
| 59 | TEC | 67% | ±166,183,745,160.36 | 216 |
| 60 | GUM | 67% | ±43,350,995.98 | 140 |
| 61 | JOR | 67% | ±385,305,323.67 | 246 |
| 62 | FCS | 68% | ±64,204,126,281.73 | 160 |
| 63 | ATG | 69% | ±58,150,855.29 | 133 |
| 64 | WBG | 69% | ±362,970,944.32 | 160 |
| 65 | PIQ | 70% | ±870,976,961.48 | 140 |
| 66 | UGA | 70% | ±781,084,867.17 | 256 |
| 67 | GEO | 71% | ±818,672,535.86 | 258 |
| 68 | ARB | 72% | ±77,280,809,785.11 | 212 |
| 69 | AZQ | 73% | ±58,228,691,967.74 | 140 |
| 70 | ISR | 74% | ±5,702,090,690.62 | 269 |
| 71 | DR Congo | 75% | ±1,432,870,705.83 | 256 |
| 72 | MDV | 75% | ±115,933,739.02 | 198 |
| 73 | BTN | 75% | ±29,537,543.27 | 262 |
| 74 | SGP | 75% | ±7,387,384,811.17 | 258 |
| 75 | ECS | 76% | ±387,059,782,706.4 | 216 |
| 76 | TSS | 76% | ±42,707,836,362.49 | 216 |
| 77 | SSF | 76% | ±42,707,836,362.49 | 216 |
| 78 | MLT | 76% | ±336,592,822.61 | 260 |
| 79 | NOR | 77% | ±12,567,657,443.05 | 258 |
| 80 | United Arab Emirates | 77% | ±9,845,393,952.45 | 223 |
| 81 | LMY | 77% | ±400,380,389,815.59 | 212 |
| 82 | AND | 78% | ±143,814,487.67 | 137 |
| 83 | SLE | 78% | ±143,131,480.12 | 256 |
| 84 | ECA | 78% | ±62,118,707,168.4 | 216 |
| 85 | EUQ | 79% | ±585,789,931,808.22 | 140 |
| 86 | COM | 80% | ±22,583,706.61 | 258 |
| 87 | GRD | 80% | ±26,367,512.04 | 131 |
| 88 | MNP | 81% | ±88,145,299.44 | 120 |
| 89 | MAR | 81% | ±1,830,115,555.9 | 258 |
| 90 | PNG | 82% | ±441,114,103.93 | 244 |
| 91 | MYS | 82% | ±5,837,972,569.95 | 258 |
| 92 | SRB | 82% | ±1,754,407,855.52 | 258 |
| 93 | MKD | 82% | ±215,917,266.84 | 254 |
| 94 | GHA | 83% | ±1,519,442,473.97 | 244 |
| 95 | MWI | 83% | ±343,114,199.47 | 186 |
| 96 | LKA | 84% | ±2,375,921,703.81 | 261 |
| 97 | TLA | 84% | ±198,564,207,070.84 | 216 |
| 98 | SMQ | 85% | ±242,164,068,123.73 | 120 |
| 99 | IRL | 85% | ±8,492,598,596.63 | 271 |
| 100 | LCN | 86% | ±200,591,221,261.92 | 216 |
| 101 | MLI | 86% | ±271,115,048.39 | 256 |
| 102 | NLD | 86% | ±15,259,612,373.45 | 271 |
| 103 | SSD | 86% | ±418,263,880.82 | 135 |
| 104 | ALB | 87% | ±568,239,222.62 | 258 |
| 105 | NPL | 88% | ±306,777,986.33 | 258 |
| 106 | VCT | 88% | ±17,329,325.23 | 175 |
| 107 | TGO | 88% | ±131,345,852.72 | 254 |
| 108 | ROU | 89% | ±6,463,137,196.04 | 259 |
| 109 | CMQ | 90% | ±7,856,824,247.53 | 140 |
| 110 | SSA | 90% | ±41,299,242,374.49 | 256 |
| 111 | NER | 90% | ±253,297,144.38 | 256 |
| 112 | KNA | 91% | ±30,928,846.98 | 131 |
| 113 | URY | 91% | ±1,436,254,898.02 | 251 |
| 114 | BIH | 91% | ±474,807,426.72 | 252 |
| 115 | Russia | 91% | ±66,152,172,197.61 | 260 |
| 116 | PSS | 92% | ±291,391,171.87 | 144 |
| 117 | ERI | 92% | ±53,984,224.68 | 214 |
| 118 | AFW | 92% | ±42,138,200,957.11 | 164 |
| 119 | ECU | 94% | ±1,404,260,133.29 | 258 |
| 120 | EUU | 94% | ±225,522,334,666.97 | 216 |
| 121 | Türkiye | 95% | ±31,372,430,271.17 | 269 |
| 122 | CEB | 96% | ±40,379,949,142.63 | 216 |
| 123 | DJI | 96% | ±42,304,974.77 | 192 |
| 124 | EMU | 97% | ±180,198,004,964.67 | 232 |
| 125 | MHL | 97% | ±2,221,481.3 | 207 |
| 126 | SEN | 98% | ±375,792,141.24 | 256 |
| 127 | PSE | 99% | ±297,736,053.81 | 234 |
| 128 | BRB | 99% | ±119,511,074.98 | 184 |
| 129 | AUT | 101% | ±4,924,058,529.77 | 271 |
| 130 | Egypt | 101% | ±9,445,164,444.26 | 258 |
| 131 | IDB | 102% | ±39,430,759,692.14 | 168 |
| 132 | FRA | 102% | ±29,574,464,484.02 | 271 |
| 133 | Slovakia | 103% | ±1,689,392,292.37 | 271 |
| 134 | VIR | 103% | ±61,515,692.57 | 159 |
| 135 | KWT | 103% | ±4,831,232,539.52 | 257 |
| 136 | MNG | 104% | ±484,797,412.69 | 255 |
| 137 | KIR | 104% | ±5,512,106.15 | 208 |
| 138 | Tanzania | 104% | ±580,323,217.43 | 256 |
| 139 | WSM | 105% | ±16,298,003.24 | 251 |
| 140 | HTI | 106% | ±558,611,730.79 | 258 |
| 141 | DOM | 106% | ±1,386,463,900.31 | 258 |
| 142 | AZE | 106% | ±2,642,913,275.88 | 258 |
| 143 | FJI | 106% | ±133,389,479.94 | 186 |
| 144 | Macao | 106% | ±2,357,277,541.72 | 258 |
| 145 | MNA | 108% | ±48,968,773,345.99 | 216 |
| 146 | Venezuela | 108% | ±8,686,224,473.29 | 232 |
| 147 | VUT | 109% | ±6,891,666.55 | 268 |
| 148 | SVN | 109% | ±1,029,697,540.94 | 271 |
| 149 | GRL | 110% | ±38,630,393.26 | 141 |
| 150 | LAC | 111% | ±174,234,584,604.3 | 216 |
| 151 | BHS | 111% | ±185,520,274.54 | 240 |
| 152 | NZL | 111% | ±1,911,513,490.02 | 257 |
| 153 | MEQ | 112% | ±111,450,162,830.32 | 140 |
| 154 | IDX | 112% | ±11,754,120,521.89 | 216 |
| 155 | ARG | 113% | ±16,868,258,916.16 | 255 |
| 156 | CPV | 113% | ±54,766,945.39 | 234 |
| 157 | CHE | 113% | ±10,933,734,716.02 | 269 |
| 158 | SWE | 114% | ±7,953,039,058.75 | 270 |
| 159 | CHN | 114% | ±99,063,858,111.94 | 265 |
| 160 | United Kingdom | 114% | ±34,394,298,368.69 | 269 |
| 161 | WEQ | 116% | ±413,076,464,310.51 | 140 |
| 162 | JPN | 116% | ±86,718,243,113.66 | 257 |
| 163 | BDI | 116% | ±153,990,030.19 | 184 |
| 164 | LBR | 118% | ±91,581,528.97 | 186 |
| 165 | TLS | 118% | ±88,956,873.82 | 246 |
| 166 | FSM | 119% | ±5,918,727.61 | 188 |
| 167 | SLV | 119% | ±276,952,210.41 | 258 |
| 168 | UKR | 120% | ±5,129,024,914.52 | 254 |
| 169 | CMR | 120% | ±512,735,219.28 | 256 |
| 170 | PER | 121% | ±5,068,119,985.7 | 258 |
| 171 | BLZ | 122% | ±34,971,836.48 | 246 |
| 172 | PRT | 123% | ±5,106,022,497.31 | 271 |
| 173 | QAT | 124% | ±6,548,425,830.98 | 226 |
| 174 | GRC | 124% | ±6,047,051,897.23 | 271 |
| 175 | TON | 125% | ±7,289,414.25 | 262 |
| 176 | ASM | 126% | ±18,469,284.64 | 120 |
| 177 | MOZ | 127% | ±490,889,582.87 | 232 |
| 178 | DEU | 128% | ±37,804,362,866.61 | 271 |
| 179 | PRE | 128% | ±47,735,459,234.54 | 188 |
| 180 | ARM | 129% | ±627,305,949.98 | 258 |
| 181 | ESP | 129% | ±26,333,336,100.57 | 271 |
| 182 | DZA | 129% | ±6,750,732,005.01 | 258 |
| 183 | SAU | 131% | ±20,777,318,394.2 | 258 |
| 184 | TMN | 133% | ±48,842,063,207.15 | 216 |
| 185 | LBY | 134% | ±2,712,383,540.77 | 238 |
| 186 | BGR | 136% | ±2,165,476,952.52 | 260 |
| 187 | CBQ | 139% | ±4,151,016,811.48 | 140 |
| 188 | LSO | 139% | ±33,949,335.55 | 268 |
| 189 | Côte d'Ivoire | 140% | ±966,096,833.42 | 256 |
| 190 | DNK | 141% | ±3,997,633,238.36 | 270 |
| 191 | KHM | 142% | ±338,259,358.38 | 258 |
| 192 | CHL | 143% | ±4,441,250,298.78 | 269 |
| 193 | OED | 144% | ±641,637,857,275.78 | 212 |
| 194 | IMN | 144% | ±389,740,662.37 | 96 |
| 195 | TUN | 144% | ±729,039,604.73 | 252 |
| 196 | SDN | 145% | ±1,546,308,812.34 | 252 |
| 197 | GIN | 146% | ±458,569,602.58 | 256 |
| 198 | EEQ | 147% | ±194,351,734,515.92 | 140 |
| 199 | BWA | 148% | ±169,437,725.75 | 256 |
| 200 | TKM | 149% | ±1,575,992,828.51 | 254 |
| 201 | PLW | 150% | ±7,014,097.7 | 203 |
| 202 | Laos | 150% | ±446,142,584.1 | 244 |
| 203 | Moldova | 151% | ±272,537,604.97 | 258 |
| 204 | EDE | 151% | ±230,273,922,702.43 | 140 |
| 205 | LBN | 151% | ±2,426,870,606.89 | 252 |
| 206 | LDC | 153% | ±13,132,798,048.54 | 216 |
| 207 | IBT | 159% | ±523,335,318,385.86 | 212 |
| 208 | IDN | 159% | ±12,930,841,606.3 | 269 |
| 209 | PAK | 159% | ±3,898,147,826.58 | 258 |
| 210 | STP | 160% | ±25,142,132 | 187 |
| 211 | HRV | 161% | ±1,912,225,299.4 | 260 |
| 212 | NIC | 161% | ±272,313,942.94 | 255 |
| 213 | Congo | 161% | ±485,530,604.41 | 256 |
| 214 | SMR | 162% | ±71,096,084.11 | 147 |
| 215 | ISL | 163% | ±590,838,240.37 | 258 |
| 216 | South Korea | 163% | ±12,387,950,766.93 | 269 |
| 217 | Canada | 165% | ±32,376,846,658.04 | 258 |
| 218 | ABW | 170% | ±77,724,179.97 | 202 |
| 219 | SYC | 170% | ±31,746,846.82 | 232 |
| 220 | TCD | 171% | ±456,902,972.96 | 256 |
| 221 | CYP | 172% | ±692,056,789.73 | 260 |
| 222 | SWZ | 173% | ±90,947,519.48 | 202 |
| 223 | OMN | 175% | ±2,182,862,578.51 | 244 |
| 224 | South Africa | 175% | ±6,662,316,107.7 | 269 |
| 225 | LUX | 179% | ±788,615,228.78 | 271 |
| 226 | AUS | 179% | ±31,435,703,331.26 | 269 |
| 227 | NGA | 179% | ±44,218,951,028.43 | 186 |
| 228 | SOM | 180% | ±96,514,892.97 | 215 |
| 229 | KGZ | 180% | ±456,179,194.7 | 256 |
| 230 | LTU | 181% | ±1,203,414,433.35 | 271 |
| 231 | POL | 182% | ±14,492,355,168.17 | 270 |
| 232 | NRU | 182% | ±3,500,882.41 | 169 |
| 233 | Czechia | 183% | ±5,469,007,262.44 | 270 |
| 234 | BFA | 184% | ±359,428,315.62 | 256 |
| 235 | PAN | 186% | ±852,370,200.29 | 246 |
| 236 | Iran | 187% | ±12,797,600,146.36 | 256 |
| 237 | Brunei | 189% | ±443,227,206.67 | 258 |
| 238 | IDA | 191% | ±29,553,019,391.97 | 216 |
| 239 | THA | 191% | ±6,079,505,108.54 | 258 |
| 240 | ITA | 192% | ±27,784,521,543.34 | 271 |
| 241 | BLR | 192% | ±1,883,204,369.02 | 257 |
| 242 | TTO | 195% | ±661,348,982.59 | 204 |
| 243 | CUW | 196% | ±70,406,753.76 | 136 |
| 244 | LVA | 197% | ±476,268,780.51 | 271 |
| 245 | KAZ | 199% | ±8,334,598,082.9 | 246 |
| 246 | ZWE | 201% | ±1,260,487,652.83 | 240 |
| 247 | FIN | 202% | ±2,333,994,044.51 | 271 |
| 248 | GNB | 212% | ±33,475,043.76 | 256 |
| 249 | LCA | 214% | ±37,487,867.55 | 186 |
| 250 | YEM | 215% | ±1,751,595,896.17 | 189 |
| 251 | PRI | 217% | ±919,623,374.57 | 233 |
| 252 | AGO | 217% | ±5,948,499,167.48 | 254 |
| 253 | NAM | 221% | ±261,560,989.61 | 258 |
| 254 | XKX | 222% | ±159,975,574.43 | 161 |
| 255 | EAS | 222% | ±279,761,177,950.74 | 212 |
| 256 | CAF | 225% | ±49,540,238.68 | 256 |
| 257 | SXM | 231% | ±49,813,543.1 | 88 |
| 258 | LIE | 239% | ±127,245,993.53 | 140 |
| 259 | BHR | 258% | ±436,578,320.56 | 246 |
| 260 | IRQ | 258% | ±7,303,976,861.43 | 243 |
| 261 | MMR | 267% | ±1,854,014,393.29 | 184 |
| 262 | EST | 277% | ±392,996,137.78 | 270 |
| 263 | HUN | 282% | ±3,351,336,321.28 | 270 |
| 264 | Bolivia | 310% | ±872,299,013.09 | 246 |
| 265 | ZMB | 317% | ±990,160,100.86 | 237 |
| 266 | Syria | 319% | ±2,532,403,256.41 | 241 |
| 267 | CRI | 319% | ±1,094,264,093.17 | 269 |
| 268 | HND | 323% | ±412,366,714.56 | 258 |
| 269 | GNQ | 333% | ±612,981,207.16 | 248 |
| 270 | JAM | 354% | ±406,919,472.43 | 186 |
| 271 | SLB | 369% | ±23,589,873.08 | 244 |
| 272 | MEX | 429% | ±29,802,756,697.93 | 269 |
| 273 | NAQ | 431% | ±22,387,989,884.97 | 140 |
| 274 | Brazil | 434% | ±62,628,437,778.54 | 269 |
| 275 | TUV | 435% | ±1,437,787.26 | 138 |
| 276 | AFG | 508% | ±771,127,900.52 | 184 |
| 277 | HPC | 535% | ±10,739,876,061.87 | 216 |
| 278 | SUR | 548% | ±242,797,572.17 | 186 |
| 279 | COL | 590% | ±10,863,207,226.22 | 269 |
| 280 | MEA | 659% | ±103,514,038,969.11 | 208 |
| 281 | GAB | 699% | ±315,019,123.38 | 256 |
| 282 | PRY | 967% | ±796,649,432.06 | 256 |
| 283 | Hong Kong | 1470% | ±2,635,474,918.56 | 255 |
| 284 | BEL | 5022% | ±6,543,028,092.48 | 271 |
| 285 | MDG | 5873% | ±218,308,907.24 | 256 |