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}.
Myanmar: forward projections across 12 macro indicators, horizons 2020, 2022, 2024, 2026, 2028, 2029, 2030, 2033, 2035. 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.
Nowcast
Each indicator nowcast from its strongest leading series — inferable from observations already in hand.
For each indicator, Myanmar's strongest leading series is fit by ordinary least squares over their shared observed history, then the leader's already-observed recent values project the target — so the next year or two is inferable from data already in hand. These are nowcasts from a leading correlation: correlation, not causation, and not a guaranteed forecast.
Led by Govt debt / GDP by 3 years (it moves inversely tothe target; r = -0.916 over 25 obs).
| Year | Nowcast | Implied by Govt debt / GDP in |
|---|---|---|
| 2026 | 62.1bn | 2023 (53.2) |
Latest observed-0.8(2026)· IMF DataMapper API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 2.37 | 7.29 | -2.55 | 1.33 – 3.41 |
| 2028 | 3.51 | 12.04 | -5.02 | 1.6 – 5.42 |
| 2030 | 4.65 | 15.66 | -6.36 | 2.03 – 7.26 |
| 2035 | 7.49 | 23.06 | -8.08 | 3.11 – 11.87 |
Blended 1-yr-ahead-0.6· skill-weighted across models
Track record±3.17typical miss · 1 realized · 396% MAPE
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed81.7bn(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 85.2bn | 100.1bn | 72.4bn | 82.1bn – 88.4bn |
| 2028 | 93.6bn | 119.3bn | 71.3bn | 86bn – 101.1bn |
| 2030 | 101.9bn | 135.1bn | 73.2bn | 89.8bn – 114bn |
| 2035 | 122.8bn | 169.7bn | 82.2bn | 97.3bn – 148.3bn |
Blended 1-yr-ahead84.6bn· skill-weighted across models
Track record±2.1bntypical miss · 1 realized · 2% MAPE
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed-2.01(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | -2.29 | 12 | -10 | -4.9 – 0.32 |
| 2028 | -2.72 | 12 | -10 | -7.31 – 1.88 |
| 2030 | -3.14 | 12 | -10 | -9.15 – 2.87 |
| 2035 | -4.2 | 12 | -10 | -10 – 4.62 |
Blended 1-yr-ahead3.32· skill-weighted across models
Track record±4.29typical miss · 1 realized · 215% MAPE
Method: weighted_composite; lookback 6y; horizon 1y; confidence 80%
Latest observed1.5k(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 1.5k | 1.8k | 1.3k | 1.5k – 1.6k |
| 2028 | 1.7k | 2.2k | 1.3k | 1.5k – 1.8k |
| 2030 | 1.8k | 2.4k | 1.3k | 1.6k – 2k |
| 2035 | 2.1k | 3k | 1.4k | 1.7k – 2.6k |
Blended 1-yr-ahead1.5k· skill-weighted across models
Track record±37.75typical miss · 1 realized · 3% MAPE
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed53.3(2026)· IMF DataMapper API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 53.98 | 66.5 | 39.54 | 51.19 – 56.77 |
| 2028 | 58.14 | 79.82 | 33.13 | 52.02 – 64.27 |
| 2030 | 62.31 | 90.29 | 30.01 | 53.02 – 71.6 |
| 2035 | 72.71 | 112.29 | 27.05 | 54.99 – 90.43 |
Blended 1-yr-ahead54.15· skill-weighted across models
Track record±0.68typical miss · 1 realized · 1% MAPE
Method: linear_trend; lookback 10y; horizon 1y; confidence 80%
Latest observed8.83(2019)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 17.35 | 34.78 | -1.33 | 13.21 – 21.49 |
| 2028 | 5.45 | 35.64 | -5 | -1.51 – 12.4 |
| 2030 | -5 | 33.98 | -5 | -5 – 4.04 |
| 2035 | -5 | 50 | -5 | -5 – 8.02 |
Blended 1-yr-ahead19.83· skill-weighted across models
Track record±2.65typical miss · 1 realized · 13% MAPE
Method: exponential_smoothing; lookback 6y; horizon 1y; confidence 80%
Latest observed54.9m(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 54.7m | 57.3m | 52.3m | 53.1m – 56.4m |
| 2028 | 55.1m | 57.7m | 52.7m | 51.1m – 59.2m |
| 2030 | 55.5m | 58.1m | 53.1m | 49.2m – 61.8m |
| 2035 | 56.5m | 59.2m | 54m | 44.8m – 68.2m |
Blended 1-yr-ahead55.5m· skill-weighted across models
Track record±435.3ktypical miss · 1 realized · 1% MAPE
Method: exponential_smoothing; lookback 10y; horizon 1y; confidence 80%
Latest observed-2.69(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | -3.66 | 12.76 | -10 | -5.77 – -1.55 |
| 2028 | -5.86 | 15 | -10 | -9.7 – -2.02 |
| 2030 | -8.06 | 15 | -10 | -10 – -2.83 |
| 2035 | -10 | 15 | -10 | -10 – -1.91 |
Blended 1-yr-ahead-2.38· skill-weighted across models
Track record±0.51typical miss · 1 realized · 19% MAPE
Method: weighted_composite; lookback 7y; horizon 1y; confidence 80%
Latest observed8.9bn(2023)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2024 | 9.2bn | 10.9bn | 7.6bn | 8.8bn – 9.6bn |
| 2026 | 10.2bn | 13.1bn | 7.4bn | 9.3bn – 11.2bn |
| 2028 | 11.2bn | 14.9bn | 7.5bn | 9.8bn – 12.7bn |
| 2033 | 13.7bn | 19bn | 8.5bn | 10.7bn – 16.7bn |
Blended 1-yr-ahead9.2bn· skill-weighted across models
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed3.29(2019)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2020 | 3.9 | 7.01 | 0.79 | 3.36 – 4.44 |
| 2022 | 4.62 | 10.01 | 0 | 3.58 – 5.67 |
| 2024 | 4.98 | 11.93 | 0 | 3.51 – 6.44 |
| 2029 | 5.26 | 15.09 | 0 | 2.91 – 7.61 |
Blended 1-yr-ahead2.84· skill-weighted across models
Method: mean_reversion; lookback 10y; horizon 1y; confidence 80%
Latest observed9.3bn(2023)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2024 | 9.7bn | 11.4bn | 8bn | 9.3bn – 10.1bn |
| 2026 | 10.8bn | 13.7bn | 7.9bn | 9.8bn – 11.7bn |
| 2028 | 11.8bn | 15.6bn | 8.1bn | 10.3bn – 13.3bn |
| 2033 | 14.4bn | 19.7bn | 9.1bn | 11.3bn – 17.5bn |
Blended 1-yr-ahead9.7bn· skill-weighted across models
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed3.05(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 3.14 | 5.83 | 0.46 | 2.68 – 3.61 |
| 2028 | 3.34 | 7.99 | 0 | 2.47 – 4.21 |
| 2030 | 3.53 | 9.54 | 0 | 2.33 – 4.74 |
| 2035 | 4.02 | 12.51 | 0 | 2.08 – 5.96 |
Blended 1-yr-ahead3.12· skill-weighted across models
Method: linear_trend; lookback 6y; horizon 1y; confidence 80%
Reliability badges show each indicator's best model skill— how much it beats a naive last-value forecast, measured out-of-sample on that series' own observed history (backtested one-step-ahead). A track record, not a guarantee of future accuracy.
Generated by the prediction engine (model prediction-engine-v1) on 2026-10-31 from observed history. Projections, not observations — never a guarantee of future values.
Machine-readable: GET /api/v1/forecast/country/MMR · Country page → · Full brief → · API docs
| 2027 | 63bn | 2024 (50.7) |
| 2028 | 62.5bn | 2025 (51.9) |
Fit: GDP (current US$) ≈ 81828839012.8932 + -371705204.4018·Govt debt / GDP. Correlation, not causation.
Led by GDP (current US$) by 1 year (it moves inversely tothe target; r = -0.796 over 28 obs).
| Year | Nowcast | Implied by GDP (current US$) in |
|---|---|---|
| 2026 | 14.21 | 2025 (81.7bn) |
Fit: Govt debt / GDP ≈ 159.4404 + 0·GDP (current US$). Correlation, not causation.
Led by Real GDP growth by 1 year (it moves inversely tothe target; r = -0.777 over 35 obs).
| Year | Nowcast | Implied by Real GDP growth in |
|---|---|---|
| 2026 | 2.23 | 2025 (-2.01) |
Fit: Unemployment ≈ 1.9773 + -0.1232·Real GDP growth. Correlation, not causation.
Led by Govt debt / GDP by 2 years (it moves withthe target; r = 0.635 over 26 obs).
| Year | Nowcast | Implied by Govt debt / GDP in |
|---|---|---|
| 2026 | 4.17 | 2024 (50.7) |
| 2027 | 4.26 | 2025 (51.9) |
Fit: Real GDP growth ≈ 0.729 + 0.068·Govt debt / GDP. Correlation, not causation.
Led by Govt debt / GDP by 1 year (it moves withthe target; r = 0.564 over 27 obs).
| Year | Nowcast | Implied by Govt debt / GDP in |
|---|---|---|
| 2026 | 10.68 | 2025 (51.9) |
Fit: CPI inflation ≈ 4.1578 + 0.1258·Govt debt / GDP. Correlation, not causation.
Machine-readable: GET /api/v1/nowcast/country/MMR?indicator= · API docs
