For years, Indian banks had a convenient habit of waiting for a loan to go bad before they started worrying about it. Set aside a little money, classify it as a Non-Performing Asset after 90 days of non-payment, and move on. It was a reactive system — and it worked, until it didn't. The 2015 banking crisis, the wave of corporate defaults that followed, the IL&FS collapse, the PMC Bank disaster — all of them exposed the same structural flaw. By the time banks acknowledged stress, it was already too late.

The Reserve Bank of India has now, finally, put out the final version of its revised framework for Asset Classification, Provisioning, and Income Recognition for commercial banks. Released in April 2026 — following a draft that was circulated in October 2025 for stakeholder feedback — these directions represent the most fundamental overhaul of how Indian banks assess and account for credit risk in at least two decades.

The headline change: India is moving from an "incurred loss" model to an "Expected Credit Loss" (ECL) framework. And the deadline for full compliance is April 1, 2027.

What Has Actually Changed ?

Under the old system, banks essentially waited for the wound to bleed before putting on a bandage. A loan had to show visible signs of distress — like a borrower missing payments for 90 consecutive days — before the bank would classify it as an NPA and start making provisions against it.

The ECL framework asks a fundamentally different question: What is the probability that this borrower will not repay, and how much money could we lose if that happens? Banks now have to estimate these losses upfront, at the time of lending, and continuously revise those estimates as the borrower's creditworthiness changes.

To structure this, RBI has introduced a three-stage staging system:

• Stage 1 covers loans where there has been no significant increase in credit risk since disbursement. Banks must provision based on a 12-month ECL estimate — meaning, how much they might lose in the next one year.
• Stage 2 kicks in when a borrower's credit profile has deteriorated meaningfully, even if the loan hasn't technically defaulted yet. Here, banks must provision for lifetime expected credit losses — the full projected loss over the remaining life of the loan.
• Stage 3 is for credit-impaired assets — borrowers who are already under financial stress or have defaulted. This attracts the highest level of provisioning.

Critically, the RBI has clarified that the existing 90-day NPA rule is not being scrapped. The two systems run in parallel. A loan can move to Stage 2 well before it becomes an NPA. This means banks may have to provision for a loan that is still technically "standard" on their books — which is precisely the point.

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How Bharat Came to This Point?

This didn't come out of thin air. The RBI first issued a discussion paper on ECL norms back in January 2023, following similar reforms globally under IFRS 9 (the International Financial Reporting Standard adopted by most major economies). Indian banks and industry bodies spent the next two years pushing back — arguing that the timeline was too tight, the modelling requirements too complex, and the data infrastructure simply not ready.

The central bank listened, partially. The final directions — issued after the October 2025 consultation draft — give banks until April 1, 2027, to be compliant. That's more runway than many in the banking sector expected. Several large private banks, including HDFC Bank and ICICI Bank, are believed to have started parallel ECL modelling exercises over a year ago.

But for smaller banks — many urban cooperative banks, small finance banks, and even some mid-sized public sector lenders — the compliance challenge is real. ECL modelling requires granular loan-level data, robust credit risk models, integration between finance and risk departments, and significant IT investments.

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What It Means for Banks in Practice

The most immediate impact is likely to be a one-time increase in provisioning for many lenders. Banks that have historically under-provisioned for sectors like retail, MSME, and agriculture will now have to take a harder look at their loan books.

Analysts following the banking sector broadly agree that large, well-capitalised private banks are better positioned to absorb this. Their existing risk architecture — internal ratings systems, stress testing frameworks, credit analytics — gives them a head start.

Public sector banks present a more mixed picture. Some of the larger PSBs like SBI and Bank of Baroda have invested in risk systems in recent years. But the mid-tier and smaller PSBs are a concern.

The other significant implication is on lending behaviour. When banks have to account for potential future losses at the time of lending — especially for Stage 2 provisions — they tend to become more selective. Credit pricing may go up. Some riskier borrowers — smaller businesses, those without strong credit histories — could find it harder or more expensive to access loans. That's a trade-off RBI appears willing to accept.

Stability vs. Availability — The Central Tension

The reforms also include updated guidelines on resolution of stressed assets, refining the process banks must follow when a borrower is under financial duress. This is particularly relevant for accounts under the RBI's various restructuring frameworks that have accumulated since the Covid period.

From a regulatory philosophy standpoint, this is RBI signalling that it wants India's banking system to look and behave more like global counterparts — transparent, forward-looking, and resilient to shocks rather than reactive to them. The shift follows India's increasing integration into global capital markets, the growing presence of foreign institutional investors in Indian bank stocks, and the country's ambitions to be a financial hub.

Not everyone is convinced the timing is ideal. Some economists have flagged that, with credit growth already moderating and private investment still finding its feet, tightening provisioning standards could constrain bank lending at a sensitive moment. Small businesses and agricultural borrowers — already the hardest to serve — could end up paying the price.

The RBI's position, implicit in the final directions, is that the long-term cost of opacity is higher than the short-term cost of caution.

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What Happens Next

Banks have roughly 11 months to comply. Expect a flurry of activity: risk teams hiring, IT vendors getting contracts, audit committees asking uncomfortable questions about legacy loan data. Rating agencies will closely watch provisioning levels at mid-tier banks over the next two quarters.

For investors tracking banking stocks, the ECL transition is both a risk and a signal. Banks that adopt these norms smoothly — and show clean, proactive provisioning — will likely command a premium. Banks that struggle with compliance, or reveal larger-than-expected latent stress during the transition, could see pressure.

The 90-day NPA rule stays. But the banking game, quietly, has changed.