Building Judgment-Ready Credit Teams
A deep-research analysis of credit-officer judgment failures in India's NBFCs, and the four regulatory deadlines now reshaping the credit function.
The situation
India's NBFC sector has crossed a threshold in the last twenty-four months. Write-offs at large NBFCs surged from approximately 50% (as % of gross NPA stock) in June 2022 to 72.9% by March 2025. Combined write-offs across middle-layer and upper-layer NBFCs more than doubled to 46.4% in March 2025, from nearly 20% in June 2022. The Reserve Bank of India imposed ₹54.78 crore in penalties across 353 regulated entities in FY25 — of which ₹7.29 crore was levied across 37 penalties on NBFCs and asset reconstruction companies specifically.
Three pieces of evidence make this a credit-officer judgment problem, not a macro problem. First, the supervisory tone has shifted: on 4–5 March 2024 the RBI took back-to-back enforcement action against IIFL Finance (gold-loan ban for assaying deviations at sanction) and JM Financial Products (cease-and-desist for "perfunctory credit underwriting"). Second, the Governor named the problem directly in a 5 January 2026 meeting with CEOs of NBFCs representing approximately 53% of sector assets, underlining the need for "sound underwriting standards and close monitoring of asset quality." Third, independent data confirms it — TransUnion CIBIL has flagged that stress is spreading from unsecured to secured loan books, and CRISIL Ratings (November 2025) reports rising early-delinquency stress across vehicle finance, unsecured MSME lending, and the LAP segment.
Four regulatory forcing functions now converge between March and September 2026: 90-day NPA recognition takes full effect 31 March 2026, the Scale-Based Regulation Draft Amendment Directions become effective 1 April 2026, weekly credit-bureau reporting begins 1 July 2026, and the Governor's January 2026 directive will be tested in the next on-site inspection cycle. This report maps ten recurring credit-officer judgment errors to the specific RBI enforcement actions, Financial Stability Report observations, and credit-bureau data points that prove these errors are causing measurable portfolio damage — and analyses the two enforcement cases, IIFL and JM Financial, that defined the year.
Key findings
What the origination file already showed.
Large-NBFC write-offs rose from ~50% (Jun 2022) to 72.9% (Mar 2025); the middle-layer figure rose from ~20% to 38.7% over the same window. CRISIL (Nov 2025) warns that "for unsecured loans and other high-write-off segments, gross NPA levels are not fully capturing underlying risks."
62 NBFCs were penalised between 2023 and 2025; three had their Certificate of Registration cancelled in July 2024 (with further cancellations in December 2024); four were barred from issuing new loans in October 2024. RBI imposed ₹7.29 crore across 37 penalties on NBFCs and ARCs in FY25 alone.
From CIBIL-narrative blind spots to uncaptured multiple-enquiry "credit hunger" signals to exception lending approved without documented deviation rationale — each of the ten errors in Chapter 5 is tied to a specific RBI action, FSR observation, or bureau-data point, not a hypothetical.
A 0–6 month default points directly at decisions made at origination — bureau interpretation, income verification, document validation — rather than macro or market risk. Micro-LAP early delinquencies (90+ DPD, 12 months on book) rose 29 bps year-on-year to 2.2% for the September 2024 cohort.
A typical NBFC remediation programme runs nine to twelve months from board approval to visible outcomes. Programmes that begin in Q2 2026 will have measurable evidence for the FY27 inspection cycle; programmes that begin in Q4 2026 will not.
None of the independent indicators reversed.
Six indicators, tracked by three independent institutions (RBI, TransUnion CIBIL, and legal/rating analysts), all moved in the same direction between the baseline period and their latest reading. None reversed.
Sources: RBI Financial Stability Report (July 2025); RBI Annual Report 2024-25; TransUnion CIBIL Credit Market Report (December 2025). Analysis: ZenLearn Research.
On 4 March 2024, RBI debarred IIFL Finance from sanctioning fresh gold loans, citing "deviations in assaying and certifying purity and net weight of the gold at the time of sanctioning loans." The ban affected disbursement across 2,721 branches; gold-loan assets under management fell 53% in five months (₹26,081 Cr to ₹12,162 Cr), and consolidated profit after tax (PAT) swung from a ₹525.52 Cr profit (Q2 FY24) to a ₹93.07 Cr loss (Q2 FY25) — a single-quarter swing of over ₹618 Cr. The stock fell roughly 40% in the seventeen trading sessions that followed. The very next day, 5 March 2024, RBI barred JM Financial Products from financing against shares and debentures, citing "perfunctory credit underwriting" and financing "done against meagre margins." JM Financial's core financing business was halted for over seven months, from 5 March to 18 October 2024, with SEBI separately restricting its lead-manager activity through March 2025. Two NBFCs, two consecutive days, both failures originating inside the credit-decisioning process — and the cleanest precedent in the report for what supervisory enforcement of judgment-quality failures now looks like.
What's in the report
Ten sections, 43 pages, every case cited to a public document.
The next step is in your own book.
We can run a no-cost, scenario-based diagnostic of judgment quality across your credit-officer cohort, producing an institution-specific Judgment Risk Map — or a 45-minute working session with your Credit Head on which of the ten judgment errors are most material to your portfolio.
RBI press releases and the Financial Stability Report (July 2025), the RBI Annual Report 2024-25, TransUnion CIBIL Credit Market Reports, CRISIL Ratings briefings, Basel Committee on Banking Supervision publications, and named company filings and exchange disclosures for the IIFL Finance and JM Financial Products cases. Full reference list in the report.