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How do CECL and IFRS 9 change bad-debt estimation for receivables?

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Answer

Both move from recognizing losses only when incurred to recognizing expected credit losses upfront. For trade receivables, a practical approach is a provision matrix: historical loss rates by aging bucket, adjusted for current and forecast economic conditions. This front-loads provisions and makes them forward-looking rather than reactive.
Provision matrix: loss% per bucket x balances, x forecast adjustment
= lifetime expected credit loss for trade receivables.
Real-world example Anticipating a downturn, the company increases its ECL provision using higher forecast-adjusted loss rates across all buckets.

Common follow-ups: What is the provision matrix approach? | Why front-load expected losses?