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Budget Simulator · premium

Bangkok scenarios A, B, C

Adopted FY2026 is scenario A. B holds the estimated year (FY2025). C trims ledger offices and holds the total. Upload a proposed book, edit departments, then read the simulation against estimated and FY2024 actuals.

DepartmentAdopted FY2026FY2025 est.FY2024 actualScenario A
District office servicesTHB24.41B——
AdministrationTHB17.53B——
Central reserveTHB16.96B——
City developmentTHB12.34B——
Natural resources and environmentTHB10.64B——
Public healthTHB2.99B——
Subsidy to supervised agenciesTHB2.91B——
Social and community developmentTHB2.21B——
EducationTHB1.02B——
Commercial undertakingsTHB783.88M——
Public order and safetyTHB700.08M——
Economy and commerce promotionTHB209.56M——
12 of 12 departments · FY2569 expenditure ordinance, including commercial undertakings. District map is district-office services only.

Simulated results vs estimated

Each scenario is scored against the estimated year the city already printed. When actuals exist, MAPE says which book would have been closer — and learned department biases project the next year.

MetricA · Adopted FY2026B · Across-the-board −3%C · Hold total · trim ledger offices
TotalTHB92.7BTHB89.92BTHB92.7B
Vs estimated———
Vs adopted0%-3%0%
Top 3 concentration63.5%63.5%62.9%
Largest increaseDistrict office services 0%District office services -3%Public health +5.5%
Largest cutDistrict office services 0%District office services -3%Administration -6.7%
MAPE vs actuals (hindsight)needs actualsneeds actualsneeds actuals
Projected actual (learned)———
Scenario A flags
  • Top 3 departments hold 63.5% of this scenario. Concentration is not waste, but it is where a bad year hides.
Scenario B flags
  • Top 3 departments hold 63.5% of this scenario. Concentration is not waste, but it is where a bad year hides.
Scenario C flags
  • Top 3 departments hold 62.9% of this scenario. Concentration is not waste, but it is where a bad year hides.
Measured · learned · improved

Learning starts when actuals land

This city's extract does not yet include a closed actuals year beside the estimate. The simulator still compares A/B/C to adopted and estimated; the learning loop turns on as soon as actuals are in the book.

Premium · Bangkok

$1,500 / month on mapped cities

Upload as many proposed books as you run through council. We keep the scenarios, score them when estimated and actuals move, and the model tightens. This preview runs in the browser on the extract we already hold; the paid feed stores the city's own proposed files.