Debt is the lifeblood of India’s growth story, funding infrastructure, MSMEs, retail consumption, and innovation. In a diversified banking ecosystem of public sector banks (PSBs), private banks, NBFCs, and cooperative institutions, effective debt management is about balancing expansion with prudence. The main pillars of effective debt management solutions have been calibrating underwriting standards, pricing for risk, and building early-warning capabilities across products.
RBI’s recent Financial Stability Report highlights how asset quality has strengthened. Gross NPAs fell to ~2.8% by March 2024 (net NPAs ~0.6%). The development was supported by robust profitability and capital buffers. Yet the same report highlights that slippages can increase under stress scenarios, causing bad debts. That’s why portfolio hygiene and forward-looking risk management are non‑negotiable.
Problems Caused By Bad Debts
Against this backdrop, “bad debts” from loans have been a major concern. Bad debt ceases to generate income and requires better resolution. Even with improved system metrics, PSBs wrote off ₹6.5 lakh crore between FY 20 – FY 24.
SBI alone accounted for ₹1.46 lakh crore over FY20–FY24. Policymakers emphasise that write‑offs are accounting actions, not waivers. Meanwhile, banks continue recovery through SARFAESI, DRTs, and IBC.
Real Cases of Bad Debt
India’s bad debt episodes offer enduring lessons.
#Case Study_1
Consider the consortium lending to Kingfisher Airlines. In aggregate, 17 banks lent over ₹9,000 crore, with weak collateral. The governance failures culminated in default and protracted recoveries.
Case briefs and academic analyses trace that the main areas where the banks lacked are:
- Due diligence gaps,
- Unsecured exposures and
- Brand-based collateral acceptance
These challenges amplified losses. However, asset‑quality reviews and wilful‑defaulter frameworks later tightened discipline, but the damage was already done.
#Case Study_2
Take Punjab National Bank’s Brady House fraud involving Nirav Modi and Mehul Choksi. Over several years, staff colluded to issue fraudulent Letters of Undertaking via SWIFT while bypassing PNB’s core banking system. The act culminated in a total borrowing of ₹11,400 to ₹13,500 crore from overseas branches of Indian banks.
The episode exposed process and systems failures (LoU controls, SWIFT‑CBS reconciliation). But it also catalysed reforms in compliance and operational risk.
Best Strategies to Tackle Bad Debt in Modern Portfolios
Digitisation has resulted in the creation of several new-age debt management techniques, suitable for modern portfolios:
1. Rigorous, data‑driven origination and early warning
Indian lenders increasingly deploy ML‑powered segmentation and personalised journeys to tighten underwriting (income surrogates, behavioural scores). That’s where AI-powered fintech instruments help. Successful fintech providers detect stress early (SMA signals, bureau trends).
Digital modules that reduce friction in card activation, limit management, and transaction‑to‑EMI conversions can lower delinquency probabilities by improving customer stickiness and cash‑flow smoothing. For instance, a leading platform reported raising card‑activation rates from 78% to 99% (23‑sec journey), contributing incremental monthly spends and reducing dormant‑card risk exposure.
2. Portfolio rebalancing and cash‑flow resilience
Retail portfolios (with granular risk and dynamic repricing) have supported GNPA declines across banks. Macro data shows GNPA ratios near multi‑year lows, even as the RBI is scrutinising unsecured segments and credit cards.
Proactive balance‑to‑EMI and loan‑on‑cards features help customers restructure obligations without formal delinquency, especially during shocks.
3. Compliance by design (KFS, consent, and re‑KYC)
Automated delivery of Key Fact Statements (KFS) at loan disbursal, digital consent capture, and re‑KYC workflows tighten documentation integrity and reduce future disputes.
At scale, one compliant KFS service recorded more than 2,45,000 digitally signed documents with sub‑second generation latencies. Such policies uplift governance and audit readiness.
4. Collections modernisation with humane, omnichannel strategies
Debt collection must shift from call‑heavy to AI‑driven outreach (right time, right tone, right channel). Web‑first journeys can enable tailored settlement offers, reducing overhead and customer friction.
Platforms that plug directly into a bank’s ecosystem for “digital collections” have demonstrated near‑zero operational overhead with measurable win‑backs and faster conversions. Such flexible approaches reduce the number of days past due in each case.
5. Restructuring and Resolution Pathways (ARC, IBC & SARFAESI)
The reforms, like IBC, strengthened SARFAESI, and the evolving ARC market have created a pragmatic toolkit.
RBI’s FSR shows system resilience, while CRISIL’s research indicates ARC recovery rates are improving. For lenders, leveraging ARCs can accelerate cash recoveries and reduce capital drag.
6. Transparent write‑off and recovery analytics.
Large write‑offs have made balance sheets fair and square. But sustainable improvement depends on post‑write‑off recoveries and deterrence against wilful default. Tracking cohorts by channel (like IBC, SARFAESI, DRT, compromise) and linking incentives to realised recoveries streamlines debt management.
Parliamentary data and reports confirm that write‑offs are not waivers. The same source also reveals that banks pursue multi‑track recoveries. On that note, fintech instruments help embed digital evidence trails (consent, KFS, repayment journeys) and strengthen legal positions.
Practical Instruments and Product Features to Help Indian Lenders
Without the right risk filter and predictive analysis, debt management will always stay volatile. However, modern portfolios are synced with AI mapping and algorithmically encrypted instruments that analyse profile characteristics. The following section sheds light on the vivid nature of such instruments and products:
Instant card and debit enablement
Instant card and debit enablement are pivotal to reducing inactive accounts (e.g., sub‑minute issuance/activation, UPI‑ready virtual cards). However, fintech instruments like Hyperion study profiles, create campaigns, run tightening repayment rails, and increase primary‑account balances that cushion delinquency.
Limit‑enhancement with dynamic risk filter
Limit‑enhancement with dynamic risk filters. In other words, banks must reward good behaviour and defend against overextension. Evidence of approximately a 16% increase in spend one month after the enhancement indicates healthier usage and more consistent cash flows. These are useful precursors for automated offers like Txn‑to‑EMI.
Data‑to‑decision agility
CMS‑powered, no‑code workflows; ML segmentation; unique campaign links and hyper‑personalised pre‑login pages improve decision-making speed and accuracy.
Fintechs can enable AI voice analytics to summarise calls and surface compliance gaps. This improves experimentation velocity, translating into lower SMA‑2 pipelines for PSBs, as RBI has warned.
The Road Ahead for 2026
India’s recent experience, from Kingfisher to PNB, Yes Bank, and IL&FS, illustrates that bad debts result from unattended failures. They are about compounding weaknesses in underwriting, governance, ALM, and operational controls. The good news is that system metrics are strong, and the toolkits are operating fine.
Digital origination and collections, consent‑first compliance, and ARC/IBC/SARFAESI pathways are more capable than ever. Lenders that integrate these capabilities into everyday journeys will make “debt management” easier. Gradually, it will become a data‑driven discipline. Eventually, most portfolios will remain resilient even as credit cycles turn.