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Sources

Where every number comes from.

Two sources feed the Observatory. Each indicator says which one it is from, who published it, and how it got here, so a figure is never taken for one it is not.

Source 1

The URA research dataset

1,234 indicators in 14 sheets, FY2015/16–FY2025/26, from Uganda Revenue Authority Annual Data Books; Uganda Bureau of Statistics (GDP, trade). This is what the story is built on, and what every URA chart, table and count on this site refers to.

Browse the 14 sheets →

Source 2

The Uganda Macro Data Portal

The portal, run by the Macroeconomic Policy Department of the Ministry of Finance, Planning and Economic Development, gathers macroeconomic, financial and social series from the Bank of Uganda, UBOS, the Ministry of Finance, the IMF, the World Bank and others. Open the portal ↗

7
datasets brought in
968
annual series
24,905
values
2026-09-19
snapshot taken
DatasetPublished byCoversUpdatedSeries
Macro Historical DataMOF_MHDMinistry of Finance, Planning and Economic Development (MoFPED)FY1959/60–FY2024/252026-08-07150Explore · Original ↗
Adjusted Macroeconomic IndicatorsMOF_AMI_FYMinistry of Finance, Planning and Economic Development (MoFPED)FY1992/93–FY2028/292024-10-1036Explore
Gross Domestic Product Estimates, Latest Revision at Curent PricesUBOS_GDP_FY_CPUganda Bureau of Statistics (UBOS)FY2008/09–FY2025/262026-07-02177Explore · Original ↗
Gross Domestic Product Estimates, Expenditure Side, Latest Revision at Curent PricesUBOS_GDP_EXP_FY_CPUganda Bureau of Statistics (UBOS)FY2009/10–FY2025/262026-07-0245Explore · Original ↗
Gross Domestic Product Estimates, Expenditure Side, Latest Revision at Constant 2016/17 PricesUBOS_GDP_EXP_FY_KPUganda Bureau of Statistics (UBOS)FY2009/10–FY2025/262026-07-0245Explore · Original ↗
Selected Macroeconomic IndicatorsBOU_MMI_FYBank of Uganda (BoU)FY1985/86–FY2025/262026-09-1150Explore · Original ↗
Balance of Payments (BOP)BOU_BOP_FYBank of Uganda (BoU)FY2000/01–FY2024/252026-09-11465Explore · Original ↗

Map boundaries

Uganda's districts

The district maps use the Uganda Bureau of Statistics district layer (135 districts), published by OCHA on the Humanitarian Data Exchange (valid 24 August 2020) under the Creative Commons Attribution for Intergovernmental Organisations licence, and simplified for on-screen use. Source ↗

The district numbers are the URA workbook's (new TIN registrations, presumptive tax register): the Macro Data Portal's interface excludes cross-sectional data, so it has none. Districts are matched to the map by name; 123 of 123 workbook districts are placed, and 12 districts created after the workbook's naming have no row and are left blank, not zero.

How it is used

What was brought in, and what was not

Through the portal's programming interface

The portal's interface is the R package ugatsdb, which reads the portal's database directly (it is not a web API). The Observatory takes a snapshot with that package, so the site never opens its own connection to the database, and works behind firewalls that would block one.

Annual fiscal-year series only, nothing changed

The portal lists 9,903 series; 968 are annual on the July–June fiscal year (the rest are Annual CY 3,137, Monthly 2,928, Quarterly 2,862, Daily 8, and are not brought in). Values are exactly as published: no aggregation of daily, monthly or quarterly series, no unit conversion, no filling of blanks. Cross-sectional data (census, trade panels) is not offered by the interface.

Read with care

Portal series are not URA figures and can differ from similarly named URA series (another publisher, revision or definition). Units are taken only from what a series' label states; where it states none, the unit shows as “not stated”. A year that had not finished when its dataset was last updated is flagged as provisional or projected.

Refreshing the snapshot

The portal updates monthly. To refresh, run npm run macro:refresh on a machine with R and network access to the portal's database; it exports the series, validates them and rebuilds the snapshot. The data is public: the portal states that, as it is published elsewhere, it is free for the general public.