EAC
EAC Statistics E-Learning Resources · Government Finance Statistics
Resources ↗ Contact us ↗
EAC emblem EAC Statistics E-Learning Resources

Government Finance Statistics

A plain-language, slide-by-slide course on Government Finance Statistics (GFS) — the standardized system that tracks how governments earn, spend, borrow and manage resources — in the East African Community. Built on the IMF's GFSM 2014 framework and the EAC regional guidelines.

5modules
~2.5 hoursof learning
Certificateon completion

About this course

This online material explains GFS in plain language and shows why it serves as a financial health check for government. It follows the IMF's Government Finance Statistics Manual (GFSM 2014) and the EAC regional guidelines on the compilation of GFS and PSDS, covering the analytical framework, the transactions GFS records, the public sector it covers, data sources and classifications, the fiscal balance and EAMU macroeconomic convergence, and the treatment of public debt restructuring and natural resource revenues. It supports the GFS compiled and disseminated through the EAC Statistics Portal.

🏛️

Foundations of GFS

What GFS is, the EAC context and its fiscal goals, the GFSM 2014 framework, and cash versus accrual recording.

📐

Analytical framework & transactions

The integrated GFSM 2014 framework, the five transaction types, the fiscal balance, and how it is financed.

🗂️

Coverage, sources & classifications

The public sector — general government and public corporations — the data sources, and the economic, functional (COFOG) and revenue classifications.

📊

Fiscal analysis & EAMU convergence

The fiscal balance, the indicators used in international comparisons, the 3%/6%/50% convergence ceilings, and net worth.

⛏️

Debt & natural resources

GFS treatment of debt restructuring and the classification of natural resource revenues, with a sustainability lens.

🎓

Assessment & certificate

A shuffled final assessment drawn from a question bank, with a downloadable certificate on success.

Registration is optional to browse the modules — it's required only for the final assessment and certificate.

Register for your certificate

Registration is optional to browse the modules, but required to take the final assessment and receive a certificate. Fields marked * are required.

Your details are used only to personalise your experience and certificate within this session.

Course content

GFS · work through the modules, then take the final assessment

0/5modules completed

Each module is a short slide deck — open one, move through it slide by slide with Next and Previous, and return here to pick the next. A final assessment draws on all five modules; pass it to earn your certificate.

Module1

Foundations of Government Finance Statistics

What GFS is, why it matters in the EAC, the GFSM 2014 framework, and the accounting basis behind every entry.

⏱️ ~30 minutes🎯 4 objectives🗂️ 4 slides
Start →
Module2

The GFSM 2014 Analytical Framework & Transactions

How GFS is structured — stocks and flows, the transactions it records, the fiscal balance, and how that balance is financed.

⏱️ ~35 minutes🎯 4 objectives🗂️ 5 slides
Start →
Module3

Coverage, Sources & Classifications

What GFS covers — the public sector — where the data comes from, and the classifications that organise it.

⏱️ ~30 minutes🎯 3 objectives🗂️ 5 slides
Start →
Module4

Fiscal Analysis & EAMU Convergence

Putting GFS to work — the fiscal balance, the indicators used in international comparisons, the EAMU convergence ceilings, and net worth.

⏱️ ~35 minutes🎯 4 objectives🗂️ 6 slides
Start →
Module5

Debt, Natural Resources & Fiscal Sustainability

Special topics — how GFS treats public debt restructuring and natural resource revenues, and what they mean for sustainability.

⏱️ ~25 minutes🎯 3 objectives🗂️ 5 slides
Start →
🎓

Final Assessment

A shuffled set drawn from a large question bank — pass to earn your EAC certificate.

Module 1 of 5

Foundations of Government Finance Statistics

What GFS is, why it matters in the EAC, the GFSM 2014 framework, and the accounting basis behind every entry.

🎙️ NarrationAudio to be added · script ready
Narration script: Welcome to Government Finance Statistics. In this first module we set the foundations: what GFS is, why it matters across the East African Community, the framework it is built on, and the accounting rules behind every number. Think of GFS as a financial health check for government.

Government Finance Statistics (GFS) is a standardized system used globally to track how governments earn, spend, borrow and manage resources. It serves as a financial health check for government, helping policymakers and citizens assess whether tax revenues are used effectively, public debts are sustainable, and public services are adequately funded. This module introduces GFS, its role in the East African Community (EAC), the IMF's Government Finance Statistics Manual (GFSM 2014), and the cash and accrual accounting methods that underpin fiscal reporting.

In this module you will:

1
Define Government Finance Statistics and explain what it captures.
2
Explain why GFS matters for the EAC and its shared fiscal goals.
3
Identify the framework used to compile GFS (GFSM 2014) and its alignment with the SNA.
4
Distinguish cash accounting from accrual accounting, and explain the modified cash basis.

✅ By the end you will be able to:

  • Describe GFS as a standardized system for tracking government finances.
  • State the EAC fiscal goals that GFS helps monitor.
  • Explain the role of GFSM 2014 and EAC regional guidelines.
  • Tell cash and accrual recording apart.
2

What is Government Finance Statistics?

⏱️ 7 min
🎙️ NarrationAudio to be added · script ready
Narration script: Government Finance Statistics is a standardized way to track how a government earns, spends, borrows and manages its resources. It answers practical questions: are tax revenues used well, is public debt sustainable, are public services properly funded? For the eight EAC Partner States it underpins shared goals, like keeping the fiscal deficit below three percent of GDP.

Government Finance Statistics (GFS) is a standardized system used globally to track how governments earn, spend, borrow and manage resources. It serves as a "financial health check" for government.

A financial health check for government

GFS helps policymakers and citizens assess whether tax revenues are used effectively, public debts are sustainable, and public services are adequately funded.

The questions GFS helps answer

💰 Revenue
Are tax revenues being used effectively?
📉 Debt
Are public debts sustainable?
🏥 Services
Are public services adequately funded?

GFS in the East African Community

For the EAC — Burundi, the Democratic Republic of Congo, Kenya, Rwanda, South Sudan, Tanzania, Uganda and Somalia — GFS plays a critical role in monitoring fiscal performance and supporting member countries as they work toward shared economic goals, such as maintaining fiscal deficits below 3% of GDP and ensuring public debt remains within allowable thresholds.

Why it matters regionally

GFS supports fiscal transparency, debt sustainability and regional convergence — turning fiscal data into actionable insight for policy and integration across the EAC.

3

The GFSM 2014 framework and accounting basis

⏱️ 8 min
🎙️ NarrationAudio to be added · script ready
Narration script: GFS is compiled using the IMF's Government Finance Statistics Manual — the 2014 edition — which is aligned with the System of National Accounts. The manual recommends recording transactions on an accrual basis, when economic value changes hands. Most EAC states are still moving from cash to accrual, so they record on a modified cash basis. The regional guidelines for GFS and public sector debt sit on the EAC Statistics Portal.

GFS is compiled using the Government Finance Statistics Manual (GFSM), published by the International Monetary Fund (IMF). The latest version, GFSM 2014, is aligned with other international macroeconomic statistical frameworks such as the System of National Accounts (SNA).

In the region, EAC Partner States are implementing regional guidelines on the compilation of GFS and Public Sector Debt Statistics (PSDS), which are available on the EAC Statistics Portal.

Two accounting methods

💵 Cash accounting
Records actual cash received or paid — similar to household budgeting.
📈 Accrual accounting
Records transactions when they occur, regardless of when cash moves.

Cash vs accrual accounting

Cash accountingRecords actual cashreceived or paid —similar to householdbudgeting.Accrual accountingRecords transactionswhen they occur,regardless of whencash moves.EAC Partner States are transitioning from cash to accrual — recording on a modified cash basis.

The modified cash basis in the EAC

GFSM 2014 recommends recording transactions on an accrual basis (when economic value is created, transformed, exchanged, transferred or extinguished). However, most EAC Partner States are still transitioning from cash to accrual recording, so transactions are recorded on a modified cash basis.

Summary & Key Takeaways

⏱️ 3 min
🎙️ NarrationAudio to be added · script ready
Narration script: To recap: GFS is a standardized system for tracking government finances; in the EAC it supports fiscal transparency and convergence; it follows GFSM 2014, aligned with the SNA; and recording is moving from cash toward accrual. Next we open the analytical framework itself.

🎯 What you've learned

1
GFS is a standardized system for tracking how governments earn, spend, borrow and manage resources — a financial health check for government.
2
In the EAC, GFS monitors fiscal performance and supports shared goals such as fiscal deficits below 3% of GDP and sustainable public debt.
3
GFS is compiled using the IMF's GFSM 2014, aligned with the SNA; EAC Partner States follow regional guidelines on GFS and PSDS.
4
GFSM 2014 recommends accrual recording, but EAC states in transition use a modified cash basis.

✅ You can now:

  • Define GFS and what it captures.
  • State the EAC fiscal goals GFS helps monitor.
  • Explain GFSM 2014 and the accounting basis.
Sources & further reading: IMF Government Finance Statistics Manual 2014 (GFSM 2014).  •  EAC regional guidelines on the compilation of GFS and PSDS — EAC Statistics Portal.

🚀 Next: the analytical framework

Module 2 opens the GFSM 2014 analytical framework — the transactions GFS records, the fiscal balance, and how it is financed.

Module 2 of 5

The GFSM 2014 Analytical Framework & Transactions

How GFS is structured — stocks and flows, the transactions it records, the fiscal balance, and how that balance is financed.

🎙️ NarrationAudio to be added · script ready
Narration script: This module is the analytical engine of GFS. We will see how the framework fits together — stocks and flows — the transactions GFS records, the fiscal balance, and how that balance is financed.

The GFSM 2014 analytical framework provides a comprehensive structure for analysing government revenues, expenditures, investment and financing, ensuring consistency and comparability across countries and over time. This module works through that framework — the transactions GFS records, the fiscal balance (net lending/net borrowing), and how the balance is financed through transactions in financial assets and the net incurrence of liabilities.

In this module you will:

1
Describe the GFSM 2014 analytical framework and its stocks and flows.
2
Identify the transactions recorded in GFS.
3
Define net lending/net borrowing and explain how it is financed.
4
State the recording basis used in GFS.

✅ By the end you will be able to:

  • Explain how the balance sheet, statement of operations and other economic flows fit together.
  • List the five GFS transaction types and what each includes.
  • Explain that the fiscal balance is financed by transactions in financial assets and net incurrence of liabilities.
2

The GFSM 2014 analytical framework

⏱️ 8 min
🎙️ NarrationAudio to be added · script ready
Narration script: The GFSM 2014 framework links stocks and flows. Stocks are the assets and liabilities on the balance sheet at a point in time. Flows are the transactions and other economic changes during a period. Opening balances plus the flows give the closing balances, so the accounts always tie together.

The GFSM 2014 analytical framework gives a comprehensive way to analyse government revenues, expenditures, investment and financing — ensuring consistency and comparability across countries and over time.

The framework integrates stocks (the assets and liabilities on the balance sheet at a point in time) with flows (transactions, and other economic flows). Opening balances plus the flows during the period give the closing balances, so the accounts always articulate.

The integrated GFSM 2014 framework — stocks and flows

Stock positionsFlowsTransactionsOther economic flowsStock positions+=Opening BalanceSheetStatement ofOperationsStatement of OtherEconomic FlowsClosing BalanceSheetRevenueminusExpenseEqualsNet worthChange in networth due totransactions(net operatingbalance)Change in networth due toother economicflowsNet worthNonfinancial assetsTransactions innonfinancial assetsOther economic flows innonfinancial assetsNonfinancial assetsNet financialworthChange in netfinancial worthdue totransactions(net lending +/net borrowing −)Change in netfinancial worthdue to othereconomic flowsNet financialworthFinancial assetsTransactions in financialassetsOther economic flows infinancial assetsFinancial assetsLiabilitiesTransactions in liabilitiesOther economic flows inliabilitiesLiabilities++=++=++=++=++=EqualsEqualsEqualsEqualsPlusPlusPlusPlusEqualsEqualsEqualsEqualsMinusMinusMinusMinus
3

The transactions in GFS

⏱️ 9 min
🎙️ NarrationAudio to be added · script ready
Narration script: GFS records government transactions in five groups: revenue; expense; the net investment in non-financial assets; transactions in financial assets; and transactions in liabilities. Revenue is taxes, social contributions, grants and other revenue. Expense includes compensation of employees, use of goods and services, interest, subsidies, grants and social benefits.

GFS records government transactions in five groups — revenue, expense, the net investment in non-financial assets, and transactions in financial assets and liabilities.

GFS transactions

Transaction typeWhat is included
RevenueTaxes, social contributions, grants, and other revenue.
ExpenseCompensation of employees, use of goods and services, interest, subsidies, grants, social benefits, and other expense.
Net investment in non-financial assetsFixed assets, inventories, valuables, and non-produced assets (e.g. infrastructure, machinery).
Financial assets (domestic or external)Monetary gold and SDRs, currency and deposits, debt securities, loans, equity and investment fund shares, insurance/pensions/standardized guarantee schemes, financial derivatives and employee stock options, and other accounts receivable.
Liabilities (domestic or external)SDRs, currency and deposits, debt securities, loans, equity and investment fund shares, insurance/pensions/standardized guarantee schemes, financial derivatives and employee stock options, and other accounts payable.
4

The fiscal balance and how it is financed

⏱️ 9 min
🎙️ NarrationAudio to be added · script ready
Narration script: Net lending or net borrowing — the fiscal balance — is total revenue minus total expenditure. A surplus means revenue exceeds spending; a deficit means the reverse. That balance is then financed by transactions in financial assets and the net incurrence of liabilities — for example, drawing down deposits or issuing debt. A persistent deficit means more borrowing and rising debt.

Net lending/net borrowing — also known as the fiscal balance — is the difference between a government's total revenue and total expenditure. It shows whether the government is running a surplus (spending less than it receives) or a deficit (spending more than it receives).

The fiscal balance

Net lending /net borrowing(fiscal balance)=Total revenueTotal expenditureSurplus when revenue > expenditure · Deficit when expenditure > revenue

In the analytical presentation, revenue less expense gives the net operating balance; subtracting the net investment in non-financial assets gives net lending/net borrowing. That balance is then financed by transactions in financial assets and the net incurrence of liabilities.

From revenue to financing

The GFS analytical presentation — from revenue to financingRevenueExpense=Net operating balanceNet operating balanceNet investment innon-financial assets=Net lending (+) /net borrowing (−)the fiscal balanceFinanced byTransactions infinancial assets&Net incurrence ofliabilities

Financed by

The fiscal balance is financed by Transactions in financial assets and Net incurrence of liabilities — for example, drawing down deposits or issuing debt securities and loans.

Why the balance matters

A persistent fiscal deficit can lead to increased borrowing and rising public debt, potentially resulting in an unsustainable fiscal policy.

Summary & Key Takeaways

⏱️ 3 min
🎙️ NarrationAudio to be added · script ready
Narration script: In short: the framework integrates stocks and flows; GFS records five transaction types; the fiscal balance is revenue minus expenditure; and it is financed by transactions in financial assets and the net incurrence of liabilities. Next we set the boundaries — what GFS covers, and where the data comes from.

🎯 What you've learned

1
The GFSM 2014 analytical framework analyses revenues, expenditures, investment and financing, integrating stocks (balance sheet) with flows (transactions and other economic flows).
2
GFS records five transaction groups: revenue; expense; net investment in non-financial assets; transactions in financial assets; and transactions in liabilities.
3
Net lending/net borrowing — the fiscal balance — is total revenue minus total expenditure: a surplus when revenue exceeds expenditure, a deficit when expenditure exceeds revenue.
4
The fiscal balance is financed by transactions in financial assets and the net incurrence of liabilities.
5
GFSM 2014 recommends accrual recording; EAC states in transition use a modified cash basis.

✅ You can now:

  • Explain stocks and flows in the framework.
  • List the five transaction types.
  • Explain how the fiscal balance is financed.
Sources & further reading: IMF Government Finance Statistics Manual 2014 (GFSM 2014).  •  EAC regional guidelines on the compilation of GFS and PSDS — EAC Statistics Portal.

🚀 Next: coverage, sources and classifications

Module 3 sets the boundaries of GFS — the public sector it covers (general government and public corporations), where the data comes from, and the classifications that organise it.

Module 3 of 5

Coverage, Sources & Classifications

What GFS covers — the public sector — where the data comes from, and the classifications that organise it.

🎙️ NarrationAudio to be added · script ready
Narration script: Here we draw the boundaries of GFS — the public sector it covers, the sources the data is compiled from, and the classifications that give it structure.

GFS covers the public sector. This module sets that boundary — distinguishing general government from public corporations — then shows where GFS data comes from and where to find it, and introduces the main classifications that give GFS its structure: the economic classification of expense, the functional classification (COFOG), and the classification of revenue.

In this module you will:

1
Describe the coverage of GFS and distinguish general government from public corporations.
2
Identify the sources of GFS data and where to find it.
3
Explain the main GFS classifications.

✅ By the end you will be able to:

  • Place an entity in general government or public corporations.
  • Name the sources GFS is compiled from and the portals that publish it.
  • Distinguish the economic, functional (COFOG) and revenue classifications.
2

The coverage of GFS — the public sector

⏱️ 9 min
🎙️ NarrationAudio to be added · script ready
Narration script: GFS covers the public sector, which has two parts. General government — central, state and local government, with social security funds. And public corporations — public nonfinancial corporations, and public financial corporations, including the central bank. Together they make up the public sector that GFS measures.

GFS covers the public sector. The public sector is made up of two parts: general government and public corporations.

The public sector: general government and public corporations

GFS covers the public sectorPublic SectorGeneral GovernmentCentral GovernmentState / Provincial GovernmentsLocal GovernmentsSocial Security FundsSocial security funds may be shown separately (dashed)Public CorporationsPublic Nonfinancial CorporationsPublic Financial Corporations(including the Central Bank and otherpublic deposit-taking corporations)
🏛️ General government
Central government (budgetary and extrabudgetary units and social security funds), state or provincial governments, and local governments.
🏢 Public corporations
Public nonfinancial corporations and public financial corporations — the latter including the central bank and other public deposit-taking corporations.

The full public sector structure

The detailed breakdown below shows how the subsectors nest within general government and public corporations.

Full public sector structure

Public SectorGeneral GovernmentPublic CorporationsCentralGovernment ¹StateGovernments ¹LocalGovernments ¹Social SecurityFunds ²Public NonfinancialCorporationsPublic FinancialCorporationsBudgetaryExtrabudgetarySocial SecurityFundsPublic Deposit-Taking CorporationsOther PublicFinancial CorporationsCentral BankPublic Deposit-TakingCorporations exceptthe Central BankSubsectors ³Subsectors ³¹ Includes social security funds.² Alternatively, social security funds can be combined into a separate subsector, as shown in the box with dashed lines.³ Budgetary units, extrabudgetary units, and social security funds may also exist in state and local governments.
3

Sources of GFS data and where to find it

⏱️ 7 min
🎙️ NarrationAudio to be added · script ready
Narration script: GFS is compiled from administrative and financial sources: treasury and accounting systems, budget execution reports, central bank data, the financial statements of public entities, and statements from national revenue authorities. The compiled statistics are published on the EAC Statistics Portal, on National Statistics Office websites, and on the websites of the Ministry of Finance in each Partner State.

GFS data is compiled from a range of administrative and financial sources within the public sector.

Sources of GFS data

Where GFS data comes from1Treasury and accounting systems2Budget execution reports3Central bank data4Financial statements of public entities5Statements from national revenue authorities

Where to find GFS data

Compiled GFS is published on the EAC Statistics Portal, the websites of the National Statistics Offices of EAC Partner States, and the websites of the Ministry of Finance in each Partner State.

4

The main GFS classifications

⏱️ 7 min
🎙️ NarrationAudio to be added · script ready
Narration script: GFS uses three main classifications. The economic classification of expense groups spending by its economic nature — compensation, goods and services, and so on. The functional classification, known as COFOG, groups spending by its purpose — health, education, defence. And the classification of revenue groups revenue by type — taxes, social contributions, grants and other revenue.

GFS follows a structured classification system to ensure consistency and comparability in reporting.

The main GFS classifications

The main GFS classificationsEconomic classificationof expenseBy the economic nature of thetransaction — compensation ofemployees, use of goods &services, interest, subsidiesFunctional classification(COFOG)By the purpose of the spending— health, education, defence,social protection …Classificationof revenueBy type — taxes, socialcontributions, grants, andother revenue.
Economic classification of expense
Classifies government expenditure by the economic nature of the transaction — compensation of employees, use of goods and services (e.g. fuel, travel inland, electricity), and so on.
Functional classification (COFOG)
Classifies spending by its purpose — the Classification of the Functions of Government — such as health, education and defence.
Classification of revenue
Classifies revenue by type — taxes, social contributions, grants and other revenue.

Summary & Key Takeaways

⏱️ 3 min
🎙️ NarrationAudio to be added · script ready
Narration script: So GFS covers general government and public corporations; it is compiled from treasury systems, budget reports, central bank data, public entities' statements and revenue authority statements; and it is organised by the economic, functional and revenue classifications. Next we put GFS to work in fiscal analysis.

🎯 What you've learned

1
GFS covers the public sector, which comprises general government and public corporations.
2
General government is central, state/provincial and local governments (with social security funds); public corporations are public nonfinancial and public financial corporations, including the central bank.
3
GFS is compiled from treasury and accounting systems, budget execution reports, central bank data, financial statements of public entities, and statements from national revenue authorities.
4
Compiled GFS is published on the EAC Statistics Portal, National Statistics Office websites, and Ministry of Finance websites.
5
The main classifications are the economic classification of expense, the functional classification (COFOG), and the classification of revenue.

✅ You can now:

  • Distinguish general government from public corporations.
  • Name the GFS data sources and portals.
  • Distinguish the three main classifications.
Sources & further reading: IMF Government Finance Statistics Manual 2014 (GFSM 2014).  •  EAC regional guidelines on the compilation of GFS and PSDS — EAC Statistics Portal.

🚀 Next: fiscal analysis and convergence

Module 4 puts GFS to work — the fiscal balance, the indicators used in international comparisons, and the EAMU macroeconomic convergence ceilings.

Module 4 of 5

Fiscal Analysis & EAMU Convergence

Putting GFS to work — the fiscal balance, the indicators used in international comparisons, the EAMU convergence ceilings, and net worth.

🎙️ NarrationAudio to be added · script ready
Narration script: Now we use GFS. This module covers its purpose, the indicators used to compare countries, the East African Monetary Union convergence ceilings, and the assets, liabilities and net worth of government.

GFS exists to inform decisions. This module shows how it is used — to read the fiscal position through net lending/net borrowing, to compare countries using standardized indicators, to monitor East African Monetary Union (EAMU) macroeconomic convergence, and to understand the assets, liabilities and net worth of government.

In this module you will:

1
Explain the purpose of GFS and interpret the fiscal balance.
2
Identify the indicators used in international comparisons.
3
State the EAMU fiscal convergence ceilings.
4
Define non-financial assets, financial assets, liabilities and net worth.

✅ By the end you will be able to:

  • Interpret net lending/net borrowing as a surplus or deficit.
  • Name the indicators used to compare fiscal performance across countries.
  • State the 3%, 6% and 50% EAMU convergence ceilings.
  • Compute net worth as total assets minus total liabilities.
2

The purpose of GFS and the fiscal balance

⏱️ 7 min
🎙️ NarrationAudio to be added · script ready
Narration script: The purpose of GFS is to give policymakers, researchers and the public reliable, consistent information for decision-making and monitoring. It reveals the fiscal position, the economic impact, and the sustainability of government operations — and in the region it feeds the monitoring of monetary union convergence. Remember: a persistent deficit raises borrowing and debt.

The primary objective of GFS is to provide policymakers, researchers and the public with reliable, consistent information on government financial operations for decision-making, policy analysis and economic monitoring.

It helps in understanding the fiscal position, the economic impact and the sustainability of government operations. In the EAC regional context, fiscal indicators are also used to monitor the level of East African Monetary Union (EAMU) macroeconomic convergence.

Reading the fiscal balance

Net lending/net borrowing shows whether the government runs a surplus (revenue exceeds expenditure) or a deficit (expenditure exceeds revenue). A persistent fiscal deficit can lead to increased borrowing and rising public debt, potentially resulting in an unsustainable fiscal policy.

3

Fiscal indicators and international comparisons

⏱️ 8 min
🎙️ NarrationAudio to be added · script ready
Narration script: GFS makes cross-country comparison possible through standardized indicators. Three are widely used: revenue as a percent of GDP, tax revenue as a percent of GDP, and public investment as a percent of GDP. Each expresses a fiscal quantity relative to the size of the economy, so countries of different sizes can be compared fairly.

GFS enables cross-country comparisons of fiscal performance by applying standardized classifications and reporting frameworks such as the IMF's GFSM 2014.

Key indicators used in international comparisons

Revenue as a % of GDP
Total revenue relative to the size of the economy.
Tax revenue as a % of GDP
Tax revenue relative to the size of the economy.
Public investment as a % of GDP
Investment in non-financial assets relative to the size of the economy.
4

EAMU macroeconomic convergence

⏱️ 8 min
🎙️ NarrationAudio to be added · script ready
Narration script: The East African Monetary Union monitors fiscal convergence with three ceilings. The fiscal deficit including grants should not exceed three percent of GDP. Excluding grants, the ceiling is six percent. And gross public debt is capped at fifty percent of GDP in net present value terms. These are the shared fiscal benchmarks of the union.

The fiscal convergence of the East African Monetary Union (EAMU) is monitored through three indicators, each with a convergence ceiling.

EAMU fiscal convergence ceilings

EAMU fiscal convergence ceilingsFiscal deficit(including grants)≤ 3%of GDPFiscal deficit(excluding grants)≤ 6%of GDPGross public debt≤ 50%of GDP (NPV)
Fiscal deficit including grants
Convergence target ceiling of 3 percent of GDP.
Fiscal deficit excluding grants
Convergence target ceiling of 6 percent of GDP.
Debt-to-GDP ratio
Gross public debt ceiling of 50 percent of GDP in net present value terms.
5

Assets, liabilities and net worth

⏱️ 7 min
🎙️ NarrationAudio to be added · script ready
Narration script: GFS distinguishes three building blocks of the balance sheet. Non-financial assets — infrastructure, buildings, equipment, land. Financial assets — cash, equity, loans and securities the government holds. And liabilities — what the government owes. Net worth is total assets, financial and non-financial, minus total liabilities.

GFS distinguishes three building blocks of the government balance sheet.

🏗️ Non-financial assets
Economic assets other than financial assets — tangible and intangible, such as infrastructure, buildings, equipment and land.
💳 Financial assets
Financial claims and gold bullion held by monetary authorities as a reserve asset — e.g. cash, government-owned equity in companies, loans and securities.
📜 Liabilities
Established when one unit (the debtor) is obliged, under specific circumstances, to provide funds or other resources to another unit (the creditor) — e.g. loan repayments and debt securities.

Net worth

The net worth of a government is the difference between its total assets (financial and non-financial) and its total liabilities.

Summary & Key Takeaways

⏱️ 3 min
🎙️ NarrationAudio to be added · script ready
Narration script: To recap: GFS informs decisions and convergence monitoring; comparisons use revenue, tax revenue and public investment as percents of GDP; the convergence ceilings are three, six and fifty percent; and net worth is total assets minus total liabilities. Finally, we turn to debt and natural resources.

🎯 What you've learned

1
GFS provides reliable, consistent information on government operations for decision-making, policy analysis and economic monitoring, including EAMU convergence.
2
Net lending/net borrowing shows a surplus or deficit; a persistent deficit raises borrowing and public debt.
3
International comparisons use revenue as a % of GDP, tax revenue as a % of GDP, and public investment as a % of GDP.
4
EAMU convergence ceilings: fiscal deficit including grants ≤ 3% of GDP; excluding grants ≤ 6% of GDP; gross public debt ≤ 50% of GDP in NPV terms.
5
Net worth is total assets (financial and non-financial) minus total liabilities.

✅ You can now:

  • Interpret the fiscal balance.
  • Name the international-comparison indicators.
  • State the EAMU convergence ceilings and compute net worth.
Sources & further reading: IMF Government Finance Statistics Manual 2014 (GFSM 2014).  •  EAC regional guidelines on the compilation of GFS and PSDS — EAC Statistics Portal.

🚀 Next: debt, natural resources and sustainability

Module 5 covers special topics — how GFS treats public debt restructuring and natural resource revenues, and what they mean for fiscal sustainability.

Module 5 of 5

Debt, Natural Resources & Fiscal Sustainability

Special topics — how GFS treats public debt restructuring and natural resource revenues, and what they mean for sustainability.

🎙️ NarrationAudio to be added · script ready
Narration script: Our last module covers three specialised topics — how GFS treats public debt restructuring, how it classifies natural resource revenues, and how these connect to fiscal sustainability.

This module rounds out the course with two specialised areas and a sustainability lens. It shows how GFS records public debt restructuring, how natural resource revenues are classified by the method of collection, and why distinguishing recurrent from one-off revenues matters for fiscal sustainability.

In this module you will:

1
Explain how GFS records public debt restructuring.
2
Classify natural resource revenues by the method of collection.
3
Explain why recurrent and one-off revenues should be distinguished.

✅ By the end you will be able to:

  • Match a debt-restructuring measure to its GFS treatment.
  • Classify resource revenues as taxes, dividends or asset sales.
  • Connect GFS to fiscal sustainability in the EAC.
2

Public debt restructuring

⏱️ 7 min
🎙️ NarrationAudio to be added · script ready
Narration script: When a government restructures its debt, GFS records it in specific ways. Debt forgiveness is recorded as a capital grant — that is, revenue. Debt rescheduling shows up as changes in liabilities and interest payments. And a debt-for-equity swap is treated as a financial transaction affecting both assets and liabilities.

When a government restructures its public debt — through measures such as extending maturities, lowering interest rates, partial debt forgiveness or writing off debt — GFS records the transactions in specific ways.

How GFS records debt restructuring

MeasureGFS treatment
Debt forgivenessRecorded as a capital grant (revenue).
Debt reschedulingReflected as changes in liabilities and interest payments.
Debt-for-equity swapsTreated as a financial transaction affecting both assets and liabilities.
3

Natural resource revenues

⏱️ 8 min
🎙️ NarrationAudio to be added · script ready
Narration script: Revenues from natural resources — oil, gas, minerals — are classified by how they are collected. Taxes on extraction companies, including corporate income tax and royalties. Dividends from state-owned resource enterprises. And one-off revenues from selling resource assets. Governments are encouraged to separate recurrent revenues from one-off revenues to protect fiscal sustainability.

Revenues from natural resources (e.g. oil, gas, minerals) are classified based on the method of collection.

Classifying natural resource revenues

Method of collectionWhat it covers
TaxesOn extraction companies — corporate income tax and royalties.
DividendsReceived from state-owned resource enterprises.
Asset salesOne-off revenues from the sale of natural resource assets.

Recurrent vs one-off

Governments are encouraged to separate recurrent revenues (such as taxes and royalties) from one-off revenues (asset sales) to ensure fiscal sustainability.

4

GFS and fiscal sustainability

⏱️ 6 min
🎙️ NarrationAudio to be added · script ready
Narration script: Across all five modules, GFS ties revenues, expenditures, investment, financing, assets and liabilities into one consistent picture. That picture is what makes fiscal sustainability measurable — and it supports transparency, debt sustainability and regional convergence across the East African Community.

Across all five modules, GFS connects the pieces — revenues, expenditures, investment, financing, assets and liabilities — into one consistent picture of the fiscal position.

That picture is what makes fiscal sustainability measurable. Net lending/net borrowing reveals whether spending is living within revenue; the balance sheet and net worth show the stock of assets against liabilities; and the EAMU convergence ceilings turn these into shared regional benchmarks. Distinguishing recurrent from one-off revenues keeps the picture honest over time.

Why GFS matters for the EAC

GFS supports fiscal transparency, debt sustainability and regional convergence — turning fiscal data into actionable insight for policy and integration across the East African Community.

Summary & Key Takeaways

⏱️ 3 min
🎙️ NarrationAudio to be added · script ready
Narration script: In summary: debt forgiveness is a capital grant, rescheduling changes liabilities and interest, and debt-for-equity is a financial transaction; resource revenues are taxes, dividends or asset sales, with recurrent kept separate from one-off; and GFS makes sustainability measurable. That completes the course content — next, the final assessment.

🎯 What you've learned

1
GFS records debt restructuring specifically: debt forgiveness as a capital grant (revenue); debt rescheduling as changes in liabilities and interest payments; debt-for-equity swaps as a financial transaction affecting assets and liabilities.
2
Natural resource revenues are classified by collection method: taxes (corporate income tax and royalties), dividends from state-owned resource enterprises, and one-off asset sales.
3
Recurrent revenues (taxes, royalties) should be distinguished from one-off revenues (asset sales) to ensure fiscal sustainability.
4
GFS ties revenues, expenditures, investment, financing, assets and liabilities into one consistent picture that makes fiscal sustainability and EAMU convergence measurable.

✅ You can now:

  • Match debt-restructuring measures to their GFS treatment.
  • Classify natural resource revenues.
  • Explain GFS's role in fiscal sustainability.
Sources & further reading: IMF Government Finance Statistics Manual 2014 (GFSM 2014).  •  EAC regional guidelines on the compilation of GFS and PSDS — EAC Statistics Portal.

🚀 You've completed the course content

You've now covered the foundations, the analytical framework, coverage and sources, fiscal analysis and convergence, and these special topics. Next, complete the final assessment to earn your certificate.

Final Assessment

This assessment has 40 questions in its bank; you will be asked a randomly selected 20, with a 20-minute time limit. The question order and the answer options are shuffled on every attempt, so refreshing or retaking the assessment mixes in new questions. You need 75% to pass and earn your certificate.

--:--
0 answered
EAST AFRICAN COMMUNITY Certificate of Completion This is to certify that Participant has successfully completed the online course on Government Finance Statistics offered under the EAC Statistics E-Learning Programme Issued Date East African Community Secretariat Certificate ID