ECL Provisioning

Imagine an insurer that, instead of only paying out after an accident actually happens, sets aside money in advance based on how likely each type of policyholder is to have an accident at all, even the ones who never do. Expected Credit Loss provisioning brings almost exactly this forward-looking logic to how a bank or NBFC accounts for its loan losses.

Under the older, incurred loss model, a lender only had to set aside provisions once a loan actually showed signs of trouble, missed payments, a formal default, or similar concrete evidence of impairment. Under Ind AS 109, the Indian accounting standard aligned with the global IFRS 9 framework, lenders instead estimate the probability that each loan, or category of loans, will eventually default, and provision against that expected loss from the very beginning, well before any actual payment is missed.

This forward-looking approach requires genuinely sophisticated modelling, estimating probability of default, expected loss given default, and how those probabilities should shift as economic conditions or a specific borrower's circumstances change, rather than simply waiting for a payment to be missed and reacting after the fact.

The practical effect is that provisioning under ECL tends to be more front-loaded and more volatile than the old model, a lender's provisions can rise meaningfully during an economic downturn even before any of its loans have technically gone bad yet, purely because the probability of future default has risen across the portfolio.

Whenever a bank or NBFC's provisioning expense moves sharply in a quarter without a matching jump in actual reported NPAs, ECL-based forward-looking provisioning is very often the reason, the lender is reacting to a change in expected future risk, not to loans that have already gone bad.