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}.
Kyrgyz Republic: forward projections across 15 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.
Nowcast
Each indicator nowcast from its strongest leading series — inferable from observations already in hand.
For each indicator, Kyrgyz Republic'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 Unemployment by 3 years (it moves withthe target; r = 0.774 over 33 obs).
| Year | Nowcast | Implied by Unemployment in |
|---|---|---|
| 2027 | 8bn | 2024 (3.49) |
Latest observed-7.1(2026)· IMF DataMapper API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | -8.95 | 26.82 | -30 | -16.39 – -1.51 |
| 2029 | -12.65 | 30 | -30 | -25.9 – 0.6 |
| 2031 | -16.36 | 30 | -30 | -30 – 1.28 |
| 2036 | -25.61 | 30 | -30 | -30 – 1.57 |
Blended 1-yr-ahead-6.75· skill-weighted across models
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed26.81(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 27.59 | 49.33 | 8.75 | 24.04 – 31.14 |
| 2028 | 29.15 | 66.81 | 0 | 22.37 – 35.93 |
| 2030 | 30.7 | 79.32 | 0 | 21.3 – 40.11 |
| 2035 | 34.6 | 103.35 | 0 | 19.24 – 49.95 |
Blended 1-yr-ahead25.86· skill-weighted across models
Track record±18.25typical miss · 1 realized · 68% MAPE
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed22.6bn(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 25.8bn | 29.4bn | 22.7bn | 25bn – 26.7bn |
| 2029 | 31.3bn | 37.5bn | 25.9bn | 29bn – 33.6bn |
| 2031 | 36.8bn | 44.8bn | 29.8bn | 32.6bn – 41bn |
| 2036 | 50.5bn | 61.9bn | 40.6bn | 40bn – 61bn |
Blended 1-yr-ahead25.8bn· skill-weighted across models
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed11.1(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 4.69 | 10.88 | -0.67 | 3.58 – 5.8 |
| 2029 | 1.58 | 12 | -7.72 | -0.29 – 3.44 |
| 2031 | -1.54 | 12 | -10 | -3.97 – 0.89 |
| 2036 | -9.33 | 10.25 | -10 | -10 – -4.57 |
Blended 1-yr-ahead5.59· skill-weighted across models
Method: weighted_composite; lookback 6y; horizon 1y; confidence 80%
Latest observed3.1k(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 3.5k | 4k | 3.1k | 3.4k – 3.6k |
| 2029 | 4.2k | 5k | 3.4k | 3.9k – 4.5k |
| 2031 | 4.9k | 6k | 3.9k | 4.3k – 5.4k |
| 2036 | 6.6k | 8.2k | 5.2k | 5.2k – 8k |
Blended 1-yr-ahead3.5k· skill-weighted across models
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed37.4(2026)· IMF DataMapper API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 34.6 | 47.07 | 20.22 | 32.13 – 37.07 |
| 2029 | 29.01 | 50.6 | 4.11 | 24.3 – 33.72 |
| 2031 | 23.42 | 51.28 | 0 | 17.26 – 29.58 |
| 2036 | 9.44 | 48.84 | 0 | 1.86 – 17.01 |
Blended 1-yr-ahead35.56· skill-weighted across models
Method: linear_trend; lookback 10y; horizon 1y; confidence 80%
Latest observed65.6(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 68.71 | 96.96 | 40.45 | 63.28 – 74.13 |
| 2028 | 74.93 | 123.87 | 25.99 | 63.84 – 86.02 |
| 2030 | 81.15 | 144.33 | 17.97 | 64.99 – 97.32 |
| 2035 | 96.71 | 150 | 7.36 | 67.56 – 125.86 |
Blended 1-yr-ahead64.45· skill-weighted across models
Track record±22.9typical miss · 1 realized · 35% MAPE
Method: linear_trend; lookback 8y; horizon 1y; confidence 80%
Latest observed8.21(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 11.44 | 18.64 | 3.72 | 9.66 – 13.22 |
| 2029 | 14.78 | 27.26 | 1.41 | 11.3 – 18.25 |
| 2031 | 18.12 | 34.22 | 0.86 | 13.1 – 23.14 |
| 2036 | 26.47 | 49.24 | 2.06 | 17.18 – 35.75 |
Blended 1-yr-ahead10.81· skill-weighted across models
Method: exponential_smoothing; lookback 6y; horizon 1y; confidence 80%
Latest observed25.76(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 26.04 | 30.57 | 22.12 | 24.98 – 27.1 |
| 2028 | 26.64 | 34.48 | 19.85 | 24.24 – 29.04 |
| 2030 | 27.24 | 37.36 | 18.47 | 23.62 – 30.87 |
| 2035 | 28.74 | 43.06 | 16.34 | 22.1 – 35.39 |
Blended 1-yr-ahead25.33· skill-weighted across models
Track record±2.29typical miss · 1 realized · 9% MAPE
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed7.3m(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 7.3m | 7.7m | 7m | 7.1m – 7.6m |
| 2029 | 7.4m | 7.7m | 7m | 6.8m – 7.9m |
| 2031 | 7.4m | 7.7m | 7.1m | 6.6m – 8.2m |
| 2036 | 7.5m | 7.8m | 7.1m | 5.9m – 9m |
Blended 1-yr-ahead7.5m· skill-weighted across models
Method: exponential_smoothing; lookback 10y; horizon 1y; confidence 80%
Latest observed8.81(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2026 | 9.74 | 15 | 1.25 | 8.17 – 11.31 |
| 2028 | 12.21 | 15 | -2.5 | 9.17 – 15 |
| 2030 | 14.67 | 15 | -4.31 | 10.34 – 15 |
| 2035 | 15 | 15 | -10 | 8.13 – 15 |
Blended 1-yr-ahead8.78· skill-weighted across models
Track record±1.55typical miss · 1 realized · 18% MAPE
Method: weighted_composite; lookback 7y; horizon 1y; confidence 80%
Latest observed1.9bn(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 1.8bn | 2.4bn | 1.2bn | 1.7bn – 1.9bn |
| 2027 | 1.6bn | 2.7bn | 565m | 1.4bn – 1.9bn |
| 2029 | 1.5bn | 2.9bn | 84.6m | 1.1bn – 1.8bn |
| 2034 | 1bn | 3bn | 0 | 580.7m – 1.5bn |
Blended 1-yr-ahead1.9bn· skill-weighted across models
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed3.95(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 4.12 | 7.36 | 0.88 | 3.56 – 4.68 |
| 2027 | 4.32 | 9.93 | 0 | 3.25 – 5.38 |
| 2029 | 4.42 | 11.66 | 0 | 2.95 – 5.88 |
| 2034 | 4.49 | 14.74 | 0 | 2.21 – 6.78 |
Blended 1-yr-ahead3.87· skill-weighted across models
Method: mean_reversion; lookback 10y; horizon 1y; confidence 80%
Latest observed5.1bn(2024)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2025 | 5.5bn | 6.7bn | 4.3bn | 5.2bn – 5.8bn |
| 2027 | 6.6bn | 8.7bn | 4.5bn | 5.9bn – 7.2bn |
| 2029 | 7.6bn | 10.4bn | 4.9bn | 6.6bn – 8.7bn |
| 2034 | 10.3bn | 14.1bn | 6.5bn | 8.1bn – 12.5bn |
Blended 1-yr-ahead5.4bn· skill-weighted across models
Method: weighted_composite; lookback 8y; horizon 1y; confidence 80%
Latest observed3.53(2025)· World Bank Indicators API
| Year | Baseline | Optimistic | Pessimistic | Conf. band |
|---|---|---|---|---|
| 2027 | 3.73 | 4.88 | 2.58 | 3.49 – 3.96 |
| 2029 | 3.19 | 5.18 | 1.2 | 2.73 – 3.65 |
| 2031 | 2.65 | 5.22 | 0.08 | 2.04 – 3.25 |
| 2036 | 1.29 | 4.93 | 0 | 0.53 – 2.06 |
Blended 1-yr-ahead3.85· 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 2026-08-02 from observed history. Projections, not observations — never a guarantee of future values.
Machine-readable: GET /api/v1/forecast/country/KGZ · Country page → · Full brief → · API docs
| 2028 | 8.1bn | 2025 (3.53) |
| 2029 | 9.7bn | 2026 (4) |
Fit: GDP (current US$) ≈ -4114392379.1918 + 3463701730.3195·Unemployment. Correlation, not causation.
Led by Unemployment by 3 years (it moves inversely tothe target; r = -0.768 over 27 obs).
| Year | Nowcast | Implied by Unemployment in |
|---|---|---|
| 2027 | 64.09 | 2024 (3.49) |
| 2028 | 63.51 | 2025 (3.53) |
| 2029 | 55.65 | 2026 (4) |
Fit: Govt debt / GDP ≈ 122.0285 + -16.5959·Unemployment. Correlation, not causation.
Led by CPI inflation by 1 year (it moves inversely tothe target; r = -0.74 over 33 obs).
| Year | Nowcast | Implied by CPI inflation in |
|---|---|---|
| 2027 | 4.9 | 2026 (10.6) |
Fit: Real GDP growth ≈ 5.1519 + -0.0239·CPI inflation. Correlation, not causation.
Led by GDP (current US$) by 3 years (it moves withthe target; r = 0.68 over 34 obs).
| Year | Nowcast | Implied by GDP (current US$) in |
|---|---|---|
| 2027 | 6.4 | 2024 (18.2bn) |
| 2028 | 7.44 | 2025 (22.6bn) |
| 2029 | 7.67 | 2026 (23.6bn) |
Fit: Unemployment ≈ 2.1423 + 0·GDP (current US$). Correlation, not causation.
Led by Govt debt / GDP by 1 year (it moves withthe target; r = 0.601 over 26 obs).
| Year | Nowcast | Implied by Govt debt / GDP in |
|---|---|---|
| 2027 | -19.18 | 2026 (37.4) |
Fit: Current account / GDP ≈ -31.2397 + 0.3224·Govt debt / GDP. Correlation, not causation.
Machine-readable: GET /api/v1/nowcast/country/KGZ?indicator= · API docs
