Malawi Government Revenues
Malawi · Monthly series · EC-MW-GR
Latest, July 2026
692.50B MWK
-21.7% from June 2026
Forecast
Forecast for July 2027: 748.27B MWK, with an 80% interval of 338.44B MWK to 1.35T MWK.
| Period | Forecast | 80% low | 80% high |
|---|---|---|---|
| August 2026 | 512.23B MWK | 303.31B MWK | 830.99B MWK |
| September 2026 | 620.33B MWK | 470.83B MWK | 831.24B MWK |
| October 2026 | 659.38B MWK | 419.73B MWK | 986.32B MWK |
| November 2026 | 586.54B MWK | 417.80B MWK | 841.09B MWK |
| December 2026 | 693.41B MWK | -181.40B MWK | 1.92T MWK |
| January 2027 | 698.69B MWK | 344.44B MWK | 1.20T MWK |
| February 2027 | 588.75B MWK | 355.97B MWK | 939.14B MWK |
| March 2027 | 680.13B MWK | 200.99B MWK | 1.35T MWK |
| April 2027 | 724.70B MWK | 388.98B MWK | 1.19T MWK |
| May 2027 | 643.83B MWK | 330.40B MWK | 1.14T MWK |
| June 2027 | 739.69B MWK | 522.05B MWK | 1.06T MWK |
| July 2027 | 748.27B MWK | 338.44B MWK | 1.35T MWK |
AI confidence
Supported evidenceThe point forecast beat the no-change baseline overall and in a majority of the evaluated tests.
Model: Agentic Investor TSFM (foundation model)
- Accuracy vs naive
- +24%Beats the no-change baseline over 7 tests (7 tests, 5 won)
- Direction
- 62%No clear edge over a coin flip (52 of 84 calls right in 7 tests)
- Turning points
- 45 of 51Anticipated most turns (51 turns in 7 tests, 0 without a turn)
- Error vs baseline
- 24% lowerError ratio 0.76; 1.00 is a tie.
- Tests won
- 5 / 7Complete rolling backtests; ties count as no win.
- Test period
- 2019-08-01 to 2026-07-0112 observations ahead per test.
- 80% band coverage
- 83%Observed outcomes inside the band across all stored test windows.
- Band coverage uses all stored test windows, including model-selection windows when present; it does not determine the confidence label.
- Evaluated 2026-11-15 against the cached history through 2026-07-01.
- This is an evaluation of the serving model; it does not establish a winner across four model classes.
How this assessment is made
AI confidence describes historical evidence for this forecast, not a probability of being correct. Each backtest fits on data available before its test window. The baseline carries the last value forward. Supported evidence requires at least six complete, non-overlapping tests, an error ratio below 0.90 (rounded to two decimals), and wins in a majority of tests. Ratios from 0.90 to below 1.10 are on par; 1.10 or above is weak evidence. Inconsistent wins produce mixed evidence. For a selected model, only the recent tests excluded from model selection determine this label. These are historical simulations using the available data, not a live trading track record; revisions and foundation-model pretraining can limit how closely they reproduce a past decision. Past performance can change.
Model comparison
Comparison pendingA new ticker first receives its serving model's forecast and evaluation. An eligible nightly batch can compare both candidates, subject to call budgets and retry limits.
Reading
It is above 98% of the 119 earlier readings since August 2016.
Recent history (24 observations)
| Period | Value |
|---|---|
| July 2026 | 692.50B MWK |
| June 2026 | 884.40B MWK |
| May 2026 | 480.50B MWK |
| April 2026 | 634.40B MWK |
| March 2026 | 504.80B MWK |
| February 2026 | 376.10B MWK |
| January 2026 | 711.20B MWK |
| December 2025 | 464.40B MWK |
| November 2025 | 422.10B MWK |
| October 2025 | 566.70B MWK |
| September 2025 | 398.30B MWK |
| August 2025 | 424.00B MWK |
| July 2025 | 647.40B MWK |
| June 2025 | 392.10B MWK |
| May 2025 | 348.40B MWK |
| April 2025 | 435.10B MWK |
| March 2025 | 345.30B MWK |
| February 2025 | 302.70B MWK |
| January 2025 | 515.60B MWK |
| December 2024 | 351.00B MWK |
| November 2024 | 341.60B MWK |
| October 2024 | 361.00B MWK |
| September 2024 | 299.80B MWK |
| August 2024 | 329.70B MWK |
Source
Data: public market data feeds.
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