ECL under IPSAS 41 — Part 1: Foundations & The General Approach ECL Series · Part 1 of 2

Expected Credit Losses under IPSAS 41 — Part 1: Foundations & the General Approach

From the salary overpayment on your books to the guarantee on a state corporation’s bank loan — how ECL actually works, with worked examples in KSh.

Every public sector entity recognises receivables before cash is collected: salary overpayments, imprests, staff advances, rent, hospital bills, water charges, public-fund loans, government bonds, financial guarantees. IPSAS 41 says you cannot wait until those receivables fail to record what you expect to lose. You must reflect expected credit losses (ECL) now, on a forward-looking basis, every reporting date.

This is Part 1 of a two-part series. In this post we cover the foundations of ECL — the concept, the formula, the scope — and then go deep into the General Approach, including the three-stage model, SICR, collateral, commitments, guarantees, POCI, and write-off. Part 2 covers the Simplified Approach for trade receivables.

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1. The four questions every ECL assessment answers

Strip ECL of jargon and it answers four questions that any reasonable manager would ask about a receivable:

Question	What it tells the reader
Q1. What amount is due?	The contractual amount the entity is entitled to receive
Q2. What amount is expected to be collected?	A realistic estimate of actual cash recovery
Q3. What may not be collected?	The expected cash shortfall — this is the credit loss
Q4. When will cash be collected?	Timing matters — late recovery is worth less today

Reference: IPSAS 41 AG192–AG193

ECL does not wait for default

Old”The amount is legally recoverable, so no allowance is needed.”

ECL”Based on current information, how much do we expect to actually recover?”

An officer leaves service with a KSh 1,000,000 salary overpayment outstanding. Recovery is technically possible — but it will take time, effort, and tracing. ECL says: estimate the expected shortfall today and reflect it as a loss allowance. Do not wait until default becomes obvious.

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2. From “credit loss” to “expected credit loss”

A credit loss is simply a cash shortfall — the difference between what is contractually due and what is realistically expected to be received. If a KSh 1,000,000 salary overpayment is expected to recover only KSh 850,000, the credit loss is KSh 150,000.

But that “850,000 expected” assumes a single certain outcome. Real life has multiple possible scenarios. Expected Credit Loss upgrades this to a probability-weighted average across plausible outcomes.

Worked Example · ECL as a probability-weighted average

Same KSh 1,000,000 receivable — three possible futures

Outcome	Probability	Loss if it happens	Weighted loss
Borrower pays fully	80%	—	—
Borrower partly defaults	15%	300,000	45,000
Borrower seriously defaults	5%	700,000	35,000
Expected Credit Loss			80,000

Key insight: ECL is KSh 80,000 — not zero, not the worst case (700k), not the simple shortfall (150k). It is the probability-weighted middle. This is the number that flows to the books.

Reference: IPSAS 41 paragraphs 90–91 and AG205–AG206

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3. The loss allowance — how ECL lives on the balance sheet

A loss allowance is a contra-asset account. It sits next to the receivable on the statement of financial position, reducing the net carrying amount but leaving the gross receivable intact.

Recording the KSh 80,000 ECL from above

Journal entry

Dr	Impairment loss — surplus or deficit	80,000
Cr	Loss allowance	80,000

Gross receivable1,000,000

Less: loss allowance(80,000)

Net receivable on SoFP920,000

Allowance vs write-off — two stages of the same story

Allowance

Asset stays in the books, shown net of expected loss. Some recovery still possible.

Dr Impairment loss
Cr Loss allowance

Write-off

Asset removed from the books — no realistic hope of recovery. Allowance is consumed.

Dr Loss allowance
Cr Receivable

Reference: IPSAS 41 paragraph 80 and AG197

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4. The ECL formula — PD × LGD × EAD

For loans and longer-term financial assets, IPSAS 41 decomposes ECL into three components:

ECL = PD × LGD × EAD Probability of Default × Loss Given Default × Exposure at Default

Component	What it measures	Expressed as
PD — Probability of Default	Likelihood the borrower defaults over the measurement period	Percentage
LGD — Loss Given Default	Proportion of the exposure not recovered if default occurs	Percentage
EAD — Exposure at Default	Outstanding balance at the point of default	Currency

Discounting note: for loans at amortised cost, ECL should also be discounted at the original effective interest rate (EIR). On short-term illustrations the discount effect is often immaterial — but for multi-year exposures it matters.

Reference: IPSAS 41 paragraph 9, paragraph 90 and AG205–AG208

Worked Example · Public Fund Loan

Youth Enterprise Fund loan: KSh 500,000

EAD (loan balance)500,000

PD10%

LGD40%

ECL = 500,000 × 10% × 40%20,000

Journal entry

Dr	Impairment loss	20,000
Cr	Loss allowance	20,000

From a loan book of KSh 500,000, the entity expects to lose around KSh 20,000 — the probability-weighted shortfall. Repeat across the whole portfolio to size the total loss allowance.

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5. Where ECL applies — the scope

ECL applies wherever the entity has credit exposure — wherever it expects to receive cash or may have to pay because someone else fails:

Instrument	Public sector example
Financial assets at amortised cost	Staff loans, public fund loans, receivables, advances
Debt instruments at FVONA*	Some government bonds held as investments
Lease receivables	Rent due from tenants of government property
Loan commitments	Approved but undrawn facility for a public fund borrower
Financial guarantees	Government guarantee on a state corporation’s bank loan

* FVONA = Fair Value through Net Assets/Equity (the IPSAS equivalent of FVOCI). For FVONA assets, the loss allowance goes to net assets/equity — it does not reduce the SoFP carrying amount, which stays at fair value.

Reference: IPSAS 41 paragraphs 73–74

The most common ECL targets in Kenyan public entities

• Salary overpayments — excess pay recoverable from officers
• Imprest recoveries — imprests not yet surrendered or refunded
• Rent receivables — rent due from housing or market stall tenants
• Service receivables — billed services not yet paid
• Hospital bills — amounts due from patients or insurers
• Public fund loans — Youth, Women, SME, farmer revolving fund loans
• Staff loans — car loans, mortgage advances, salary advances

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6. IPSAS 41 has two ECL approaches

Most assets get the General Approach. A few get the Simplified shortcut.

General · Default

Used for: loans, debt instruments, advances, loan commitments, financial guarantees.

How it works: three stages — 12-month ECL → lifetime ECL → lifetime impaired.

Requires: Significant Increase in Credit Risk (SICR) check every reporting date.

Simplified · Exception

Used for: trade receivables (rent, hospital bills, service fees), lease receivables.

How it works: always lifetime ECL — no staging, from day one.

Practical tool: provision matrix (age-banded loss rates).

Part 2 of this series goes deep into the Simplified Approach — when it’s mandatory, when it’s a policy choice, how to build a provision matrix, how to derive loss rates from collection history, and how to layer in forward-looking adjustments. The rest of this post covers the General Approach.

Reference: IPSAS 41 paragraphs 75–77 (General) and 87–89 (Simplified)

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7. The General Approach — three stages at a glance

The General Approach applies to loans, public fund advances, debt investments, loan commitments, and financial guarantees. The same loan can move between stages over its life as credit risk evolves.

Stage 1

Performing

Credit risk has not increased significantly since initial recognition.

12-month ECL

Stage 2

Significant ↑ in risk

Credit risk has increased significantly — but the asset is not yet credit-impaired.

Lifetime ECL

Stage 3

Credit-impaired

Objective evidence of credit impairment has occurred.

Lifetime ECL · impaired

Stages 1 & 2 are about a change in credit risk. Stage 3 is about evidence that cash flows are already affected. The trigger for Stage 2 is relative (compared to initial recognition); the trigger for Stage 3 is absolute (objective evidence of impairment).

Reference: IPSAS 41 paragraphs 75, 77, 79 and paragraph 9

Stage 1 — performing (12-month ECL)

Stage 1 · Worked example

Staff car loan KSh 1,000,000 — officer active, payroll deductions running

12-month PD3%

LGD30%

EAD1,000,000

ECL = 1,000,000 × 3% × 30%9,000

Journal entry

Dr	Impairment loss	9,000
Cr	Loss allowance	9,000

Why Stage 1? Officer still in service · payroll deductions running normally · no arrears, no signs of distress. ECL is based only on default events possible in the next 12 months.

Stage 2 — significant increase in credit risk

The asset moves from Stage 1 to Stage 2 when credit risk has significantly increased since initial recognition — even before any payment is missed. Indicators include:

• Delayed instalments or missed payments
• Loss of income source or main contract
• Request for restructuring of repayment terms
• Exit from payroll (for staff loans)
• Deteriorating financial position or business conditions

Example: a public fund borrower delays repayments after losing their main supply contract. The loan moves to lifetime ECL even before any payment is fully missed.

Stage 3 — credit-impaired

The asset is in Stage 3 when there is objective evidence that cash flows are already affected:

• Significant financial difficulty of the borrower
• Default or serious payment delinquency (typically 90+ days)
• Restructuring concessions granted because of financial difficulty
• Probable bankruptcy or cessation of operations
• Deep-discount purchase price indicating the market expects losses

Example: a cooperative fund loan, 120 days overdue, the cooperative has ceased operations, and the loan has been restructured. This is Stage 3.

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8. Movement between stages — a full worked example

Stage migration · KSh 1,000,000 loan

Initial Stage 1 → moves to Stage 2 (PD jumps from 5% to 30%)

Component	Stage 1 (initial)	Stage 2 (risk increased)
PD	5%	30%
LGD	40%	40%
EAD (KSh)	1,000,000	1,000,000
ECL (KSh)	20,000	120,000

Additional impairment to record: 120,000 − 20,000 = KSh 100,000

Journal entry — additional impairment on stage migration

Dr	Impairment loss	100,000
Cr	Loss allowance	100,000

If risk later improves and the asset returns toward Stage 1, the excess allowance is reversed:

Journal entry — reversal on improvement

Dr	Loss allowance	90,000
Cr	Impairment gain	90,000

Reference: IPSAS 41 paragraphs 79–80

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9. 12-month vs lifetime ECL — what the difference really means

Myth”12-month ECL means the loss on instalments due in the next 12 months.”

Reality12-month ECL means: if a default event occurs within the next 12 months, what loss would arise from that default — applied to the full outstanding balance.

The difference between 12-month and lifetime ECL is not about the duration of the asset — it is about the period over which possible default events are considered.

PD horizon effect · same loan, different stage

KSh 1,000,000 loan · LGD 40% · only the PD horizon changes

Basis	PD used	LGD	ECL (KSh)
12-month ECL (Stage 1)	5%	40%	20,000
Lifetime ECL (Stage 2)	30%	40%	120,000

Same balance. Same LGD. Same loan. The only thing that changed is the horizon over which default events are considered. Result: 6× higher ECL in Stage 2.

Reference: IPSAS 41 paragraph 80 and AG207

ECL falls when the borrower repays

Same PD and LGD — ECL falls because EAD falls

Item	Before payment (KSh)	After payment (KSh)
EAD (outstanding balance)	1,000,000	700,000
PD	10%	10%
LGD	40%	40%
ECL	40,000	28,000

Reduction in ECL: 40,000 − 28,000 = KSh 12,000 (reverse the allowance)

Journal entry — reversal as EAD reduces

Dr	Loss allowance	12,000
Cr	Impairment gain / reversal	12,000

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10. Stage assessment — focus on default risk, not the ECL number

Wrong”Has the ECL amount increased?”

Right”Is the debtor now more likely to default compared with when the instrument was first recognised?”

Stage assessment focuses on credit risk — not the ECL figure. The two can move in opposite directions. Collateral or principal repayments can drag the ECL down at exactly the moment default probability is rising.

Trap · ECL falls while default risk rises

Collateral improves and EAD shrinks — but PD rose from 5% to 20%

Item	Initial recognition	Reporting date
PD	5%	20% ↑
LGD	60%	10% ↓
EAD (KSh)	1,000,000	1,000,000
ECL (KSh)	30,000	20,000 ↓

ECL fell from KSh 30k to KSh 20k because collateral improved (LGD dropped). But PD quadrupled — borrower is much more likely to default. This instrument should be assessed for Stage 2, even though ECL has fallen.

Reference: IPSAS 41 paragraph 81

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11. Forward-looking information — don’t wait for arrears

IPSAS 41 requires entities to incorporate reasonable and supportable forward-looking information into ECL — not just historical experience.

Forward-looking signal	Effect on ECL
Borrower has lost its main contract	Future repayment capacity at risk
Drought affecting farming borrowers	Cash flows weaken across the agri portfolio
Debtor requesting restructuring	Evidence of financial stress
Officer has given notice / exited service	Payroll recovery may stop — staff loan risk rises
Business closing branches	Reduced capacity to generate repayment cash

Reference: IPSAS 41 paragraph 83 and AG213–AG215

The 30-day presumption (rebuttable)

If contractual payments are more than 30 days past due, IPSAS 41 presumes credit risk has increased significantly — assess for Stage 2 / lifetime ECL. The presumption can be rebutted, but only with evidence.

Apply the presumption

Payment 45 days overdue, no other information available. → Move to Stage 2.

Rebut (with evidence)

Payment 35 days overdue, but the IFMIS workflow is delayed; invoice approved, budget confirmed. → Document the rebuttal and stay at Stage 1.

Rebuttal must be supported. It is not a default assumption to dodge lifetime ECL.

The low credit risk shortcut

If a financial instrument has low credit risk at the reporting date, the entity may assume credit risk has not increased significantly and keep it at Stage 1 — without further analysis (paragraph 82). “Low credit risk” means low risk of default, strong capacity to meet near-term obligations, and resilience under adverse conditions. Used cautiously, it saves work on government-grade exposures.

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12. Collateral reduces LGD — not PD

Confusion”This loan is secured by land — therefore it has low credit risk.”

CorrectA secured loan still carries significant risk if the borrower is in financial difficulty. Collateral changes the loss if default occurs — it does not change whether default occurs.

Two questions, two different components:

• Q1: Is the borrower likely to default? → PD
• Q2: If they default, how much will we lose? → LGD (reduced if good collateral exists)

Collateral effect · KSh 1,000,000 loan

Same PD (20%) — collateral halves the LGD and the ECL

Component	Without collateral	With collateral (recovery 700k)
Exposure (EAD)	1,000,000	1,000,000
Expected recovery	—	(700,000)
Loss if default occurs	1,000,000	300,000
LGD	60%	30%
ECL	120,000	60,000

Same loan, same default probability — ECL halves because LGD halves. PD is unchanged. Collateral only reduces the loss if default occurs.

Reference: IPSAS 41 AG219

Use net recovery — not gross valuation

Collateral enters ECL at expected net recovery, after costs, discount, and timing — not at market valuation:

Market valuation (land)900,000

Less: forced-sale discount(100,000)

Less: legal and auction costs(50,000)

Less: delay & uncertainty adjustment(50,000)

Expected net recovery for ECL700,000

Discount delayed recoveries

If recovery takes time, discount the expected recovery to present value at the original EIR.

Expected net recovery KSh 700,000 in 2 years · EIR 10%

PV = 700,000 ÷ (1.10)² = KSh 578,512

Exposure (EAD)1,000,000

PV of expected net recovery(578,512)

Loss if default occurs421,488

Ignoring the two-year delay would understate the loss by about KSh 121,488 (700k − 578.5k).

Reference: IPSAS 41 AG208 and AG219

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13. Loan commitments — ECL before drawdown

An irrevocable commitment to lend is itself an ECL exposure. The provision applies from the commitment date — even before any cash leaves the entity.

Worked example · Irrevocable facility

Facility KSh 5,000,000 · expected drawdown KSh 3,000,000

Expected drawdown (EAD)3,000,000

PD5%

LGD40%

ECL = 3,000,000 × 5% × 40%60,000

Journal entry — at commitment date

Dr	Impairment loss	60,000
Cr	Provision for ECL on loan commitment	60,000

Note: the credit side is a provision (liability), not a loss allowance — because no loan asset exists yet.

After drawdown — provision becomes allowance

When the borrower draws KSh 3,000,000, two journals run:

Step 1 — recognise the loan

Dr	Loan receivable	3,000,000
Cr	Cash / Bank	3,000,000

Step 2 — transfer ECL provision to loan allowance

Dr	Provision for ECL on loan commitment	60,000
Cr	Loss allowance on loan receivable	60,000

Same loss, new home: the credit risk now sits on a recognised loan asset, so the provision (off-balance-sheet) becomes a loss allowance (contra to the loan).

Partially drawn facility — split the ECL

If the total ECL is KSh 100,000 — of which KSh 70,000 relates to the drawn portion and KSh 30,000 to the undrawn commitment:

Combined journal

Dr	Impairment loss	100,000
Cr	Loss allowance on drawn loan	70,000
Cr	Provision for ECL on undrawn commitment	30,000

Reference: IPSAS 41 paragraph 78, AG21, AG195, AG211

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14. Financial guarantees

A financial guarantee requires the issuer to reimburse the lender if the debtor defaults. ECL applies — and in the public sector, government guarantees on state corporation borrowing are everywhere.

Worked example · State corporation guarantee

Government guarantees a KSh 200,000,000 loan taken by a state corporation

Guaranteed debt200,000,000

PD3%

LGD60%

ECL = 200M × 3% × 60%3,600,000

Journal entry

Dr	Impairment loss	3,600,000
Cr	Provision for ECL on guarantee	3,600,000

Public sector relevance: guarantees on SAGAs and state corporations create real ECL liabilities — even if no payment is currently due. They sit on government’s balance sheet as provisions, not as the full guaranteed loan amount.

Reference: IPSAS 41 paragraphs 9, 45(c) and AG196

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15. Modified, POCI and write-off

Modified or restructured assets

Wrong”We restructured the loan — therefore the risk has reduced.”

Right”Why was it restructured? Was it because of financial difficulty?” If so, that itself is evidence of increased credit risk — possibly Stage 2 or Stage 3.

If a loan is modified but not derecognised, ECL staging continues from the original initial recognition date. One payment after modification does not erase a history of missed payments.

Reference: IPSAS 41 paragraph 84 and AG189–AG191

Purchased or Originated Credit-Impaired (POCI)

An asset that is credit-impaired on day one — for example, distressed debt purchased at a discount.

Legal claim KSh 1,000,000 · purchase price paid KSh 600,000

Recognise at purchase price — do not gross up to face value and book a KSh 400,000 allowance:

Journal entry — at purchase

Dr	Purchased credit-impaired financial asset	600,000
Cr	Cash / Bank	600,000

Subsequent measurement uses a credit-adjusted EIR set at inception. Later changes vs that estimate become impairment gains or losses. POCI rules do not apply to short-term receivables (paragraph 89).

Reference: IPSAS 41 paragraphs 85–86 and paragraph 9

Write-off — when recovery is hopeless

The loss has already been recognised through the allowance over time. Write-off just removes both sides:

Scenario 1 — Receivable KSh 500,000 · allowance KSh 500,000 (fully provided)

Dr	Loss allowance	500,000
Cr	Receivable	500,000

Scenario 2 — Receivable KSh 500,000 · allowance only KSh 300,000

Dr	Loss allowance	300,000
Dr	Impairment loss	200,000
Cr	Receivable	500,000

Recovery after write-off

Cash recovered after a write-off is not ordinary service revenue — it is a recovery of an amount previously impaired:

Journal entry — KSh 100,000 recovered

Dr	Cash / Bank	100,000
Cr	Recovery / impairment gain	100,000

Reference: IPSAS 41 paragraph 80 and AG192–AG197

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16. Quick reference — ECL General Approach

Topic	Key rule	Para
Scope	Amortised cost, FVONA, lease receivables, commitments, guarantees	73–74
FVONA assets	Loss allowance in net assets/equity — does NOT reduce SoFP carrying amount	74
Stage 1	Risk not significantly increased → 12-month ECL	77
Stage 2	Risk significantly increased → lifetime ECL	75
Stage 3	Objective evidence of impairment → lifetime ECL, impaired	9
30-day presumption	30+ days past due → presume significant increase (rebuttable)	83
Low credit risk shortcut	Optional simplification — keep at Stage 1 if low credit risk	82
Collateral	Reduces LGD — net recovery, discount if delayed	AG219
Loan commitment	ECL recognised from commitment date as a provision	78, AG195
Financial guarantee	ECL applies; provision sized at PD × LGD × guaranteed amount	45(c), AG196
Modification	Continues original staging; difficulty-driven modification = SICR signal	84
POCI	Recognised at purchase price; later changes = impairment gain/loss	85–86
Write-off	No reasonable expectation of recovery: Dr Allowance / Cr Receivable	80, AG197

Coming next — Part 2: The Simplified Approach. The shortcut for short-term trade receivables — rent, hospital bills, water charges, service fees. We’ll build a provision matrix from collection history, layer in forward-looking adjustments, and walk through the IPSAS 41 IE74 illustrative rates end-to-end.

CPA Yussuf · CPFM

Public Sector Accounting and Reporting

→ Next in this series: ECL Part 2 — The Simplified Approach