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Bajaj Finance Additional Discussion Report: Credit Deterioration Pathways and Management Response under Stress

Bajaj Finance Additional Discussion Report: Credit Deterioration Pathways and Management Response under Stress

1. Purpose and Treatment

This report is a supplementary report intended to connect the discussion with the existing Bajaj Finance issuer_summary. It is not intended to present a new investment view or to certify statements in the discussion as newly verified facts that have been rechecked against primary sources.

The context already established in the existing report is that Bajaj Finance is one of India’s largest private deposit-taking NBFCs; that its AUM exceeded Rs 5 lakh crore in FY2026; and that it has strong profitability, capitalisation, domestic and international ratings, and funding access. At the same time, because it is not a bank, it remains reliant on market funding, fixed deposits, bank borrowings and foreign-currency funding. Based on this credit foundation, the discussion discussed what would matter first under stress, which indicators should be treated as boundary markers, and in what sequence management would shift towards credit defence.

This report distinguishes clearly among the following:

2. Analytical Read-Through from the Discussion

The central issue running through the discussion is that credit deterioration at Bajaj Finance is difficult to measure through a single indicator. The deterioration path could involve a chain reaction across asset-quality weakening, funding-market confidence, self-restraint in a high-growth model, regulatory constraints on the earnings model, and management’s defensive response.

The existing report assesses the company as a high-quality NBFC. However, once AUM exceeds Rs 5 lakh crore and growth continues in the low-20% range, headline NPA ratios alone may not capture early changes in the credit cycle. In the discussion, deterioration in Stage 2, 30+ DPD, vintage losses and product-level credit cost, and whether such deterioration spills over into weaker terms for NCDs, FDs, bank borrowings, CP and foreign-currency funding, were treated as key inflection points.

The discussion also treated the company’s decision to rein in problem segments such as MSME and two-wheeler / three-wheeler financing as credit positive in itself, but not sufficient to conclude that firm-wide risk has declined. If growth is redirected towards mortgages, gold loans, rural B2C, consumer B2C or cross-selling to existing customers, it is necessary to check by product-level cohort whether risk has genuinely fallen or has merely shifted to another product or channel.

On the regulatory side, the credit significance is larger if constraints affect the overall repeat-use model built around existing-customer cross-sell, small-ticket digital loans and unsecured consumer finance, rather than only causing a suspension of certain products or procedural changes. On financial policy, the manageability of downside depends on whether management tries to defend growth in the 20% range under stress, or instead reduces growth early to protect RoA, CRAR, Tier 1, LCR and ratings.

3. Organisation of Q&A Content

3.1 Boundary between Asset-Quality Deterioration and Funding Confidence

Item Content
Question intent To assess whether the first driver in a Bajaj Finance credit deterioration scenario would be asset-quality deterioration or a worsening funding environment as an NBFC. The question particularly focused on how early delinquencies in personal loans, SME, rural and new products under high growth could spill over into CP, NCD, FD and foreign-currency funding.
Key answer The discussion framed the initial fundamental deterioration as more likely to appear in asset quality. However, the faster transmission channel to ratings, liquidity and market access would be when asset deterioration turns into weaker confidence in the funding market. The framing was therefore that asset quality is the starting point, while funding is the amplifier.
Follow-up The additional question explored which signs would indicate a shift from “normal asset-quality deterioration” to “confidence deterioration as an NBFC”: not only deterioration in Stage 2, 30+ DPD and credit cost, but also shortening of NCD tenors, lower FD renewal rates, higher FD rates, increased use of bank lines, and weaker demand from foreign-currency investors.
Credit implication The focus should not be on a single GNPA level, but on simultaneous deterioration in asset-quality indicators and funding-market indicators. In particular, if asset deterioration is followed by shorter tenors for long-term NCDs, higher FD funding costs, increased reliance on bank borrowings, reduced LCR / ALM headroom, and a shift in rating-agency commentary, this may indicate that confidence in Bajaj Finance as a high-quality NBFC has started to weaken.

The context already confirmed in the existing report is that Bajaj Finance is not a bank, but an NBFC that continuously funds itself through bank borrowings, bonds, CP, fixed deposits, foreign-currency bonds and securitisation, while currently having strong profitability, capitalisation and domestic and international ratings.

As an additional point from the discussion, ordinary asset-cycle deterioration and deterioration in market confidence were separated as follows. If Stage 2 or 30+ DPD deteriorates in some products but NCDs, FDs, bank borrowings, LCR, ALM and undrawn lines remain stable, the deterioration may still be limited to an asset-cycle issue that can be absorbed through earnings. By contrast, if shorter NCD issuance tenors, wider long-term NCD spreads, a larger rate premium to maintain FD balances, persistent use of bank lines, and weaker demand for foreign-currency funding appear at the same time, this should be treated as issuer-specific confidence deterioration.

Unconfirmed items include FD renewal rates, investor composition by NCD issuance, average CP issuance tenor, post-hedge cost of foreign-currency funding, and actual product-level figures for 30+ DPD, Stage 2 and vintage losses. These were not newly verified in this work.

3.2 Self-Restraint in the High-Growth Model and Risk Transfer

Item Content
Question intent To assess whether, during a downturn in the consumption cycle, the company can shift early to an operating stance that reduces AUM growth and controls credit cost, or whether it would prioritise high growth, customer acquisition and cross-sell, causing risk to surface with a lag.
Key answer The discussion assessed that Bajaj Finance has shown a certain degree of self-restraint by tightening problem segments. However, it remains a high-growth NBFC aiming for firm-wide AUM growth in the low-20% range, and it has not been confirmed that the company is prepared to reduce overall growth materially.
Follow-up The additional question asked whether risk has genuinely declined, or whether its appearance has merely changed, if the company restrains MSME and two-wheeler / three-wheeler financing but recaptures growth through mortgages, gold loans, rural B2C, consumer B2C and cross-selling to existing customers.
Credit implication The important issue is not only “where growth was curtailed” but also “where growth was recaptured.” If replacement growth shifts towards low-LTV products, existing high-quality customers and products with low vintage losses, this would be credit positive. However, if growth shifts towards rural, digital, low-income borrowers, multiple borrowings or repeated cross-selling to existing customers, the firm-wide risk quantum may not have declined.

The context already confirmed in the existing report is that Bajaj Finance has a very large customer base, new loan booking volume, digital channels and capacity to resell to existing customers, while also noting that for fast-growing finance companies, NPA ratios tend to be lagging indicators and that Stage 2, early delinquencies, vintage losses and collection efficiency need to be monitored.

The discussion stated that there had been explanations pointing to reduced disbursements, growth moderation and wind-down direction in MSME and captive two-wheeler / three-wheeler financing, and treated this as evidence of product-level self-restraint. However, this is an additional point from the discussion, and primary materials were not retrieved again when preparing this report.

The key issue in the follow-up was the conditions under which self-restraint would be credit positive. If growth after tightening problem segments shifts towards salaried mortgages, low-LTV gold loans, small-ticket cross-sell to existing high-quality customers and low-LTV LAP, firm-wide expected loss could decline. By contrast, if risk shifts to rural B2C personal loans, digital product loans, lifestyle loans, repeated cross-sell to existing customers, rapidly growing gold loans, LAP or developer finance, the portfolio may appear diversified on the surface while still retaining sensitivity to consumer income, collateral values and collection efficiency.

Unconfirmed items include which products absorbed the growth differential after tightening MSME and two-wheeler / three-wheeler financing, and the credit cost, 30+ DPD, Stage 2, write-offs, recovery rates, new-customer ratio, utilisation rate and reborrowing frequency for existing-customer cross-sell in the replacement growth segments.

3.3 Growth Restraint under Interest-Rate and Liquidity Shocks

Item Content
Question intent To assess whether, if RBI monetary tightening, bank deposit competition, selective bank credit to NBFCs, and widening risk premia in the bond and CP markets occur together, the credit pressure would appear as NIM compression, slower growth, shorter funding tenors, or increased liquidity buffers.
Key answer The discussion assessed that an immediate funding crisis is unlikely, but that pressure would emerge on the spread between cost of funds and portfolio yield, and therefore on NIM / RoA, AUM growth, funding tenor and the carry cost of liquidity buffers.
Follow-up The additional question asked whether, if portfolio yield does not keep pace with rising cost of funds, Bajaj Finance would reduce its AUM growth target to protect RoA and liquidity, or accept high-cost funding to maintain growth in the 20% range.
Credit implication The desirable response would be to avoid forcing AUM growth through high-cost funding, tighten low-margin and high-risk products, and, if necessary, reduce AUM growth to the high-teens range to protect RoA, capital and liquidity. Conversely, if the company maintains growth in the 20% range despite visible RoA compression and shortening funding tenors, the market may question its risk appetite, potentially leading to spread widening or a negative rating outlook.

The context already confirmed in the existing report is that Bajaj Finance is highly profitable and strongly capitalised, but is not protected by bank CASA deposits, so it is necessary to monitor funding costs, funding diversification, fixed-deposit and bond-market access, and RBI regulation.

The discussion assessed that under a normal rise in interest rates, the first pressure would appear in margin / RoA. Under a market liquidity shock, however, funding tenors and spreads for NCDs, CP, ECBs, FDs and bank borrowings would deteriorate, forcing a choice between continuing growth using high-cost funding or reducing growth to protect liquidity, capital and asset quality. A large liquidity buffer is a credit strength, but in an adverse rate and spread environment, the carry cost of maintaining that buffer could also depress RoA.

The ability to pass through higher interest costs differs by product. Short-tenor, small-ticket, high-yielding consumer finance and personal loans to existing customers may allow easier pass-through, but borrowers’ repayment capacity, regulation and reputational risk impose constraints. Mortgages, LAP and gold loans may appear to carry relatively lower credit risk, but they are more competitive and lower-yielding, and may not fully absorb higher funding costs. Therefore, a shift into lower-risk products does not necessarily mean that RoA will be maintained.

Unconfirmed items include how many basis points of increase in cost of funds would cause the company to lower its AUM growth target, how many quarters of lagging portfolio yield would be tolerated, product-level repricing flexibility, the fixed- and floating-rate asset-liability mix, the average residual maturity of FDs, NCDs, ECBs and bank borrowings, and the carry cost of increasing liquidity buffers.

3.4 RBI Regulation, Consumer Protection and Digital Lending Regulation

Item Content
Question intent To assess whether regulatory tightening would remain limited to higher compliance costs, or whether it could become a credit event that constrains the high-growth, high-RoA model itself.
Key answer The discussion framed the credit boundary not as temporary suspension of certain products or procedural changes, but as the point at which the overall repeat-use model built on existing-customer cross-sell, small-ticket digital loans and unsecured consumer finance becomes constrained.
Follow-up The additional question asked which areas would feed through more quickly into AUM growth, RoA, credit cost and funding-market perception: stricter customer consent, fee disclosure, AI underwriting, collection practices or third-party channel management.
Credit implication If higher customer acquisition costs, lower disbursement rates, weaker collection efficiency and lower yields occur at the same time, confidence in the high-RoA model would weaken. Conversely, if Bajaj Finance can internalise regulatory compliance as a large player and widen the gap versus smaller NBFCs and fintechs, regulation could also be a relative credit positive over the medium term.

The context already confirmed in the existing report is that Bajaj Finance is a major digital finance company and that RBI ordered a halt to certain new disbursements under eCOM and Insta EMI Card in 2023, which was lifted in May 2024. This precedent was treated as a warning that regulatory enforcement can directly stop sales channels even for a company with strong financial capacity.

The discussion treated the key regulatory risk as not the size of fines themselves, but the extent to which regulation constrains low-cost, high-frequency customer touchpoints. Stricter customer consent and fee disclosure could affect disbursement rates and customer acquisition costs. Stronger AI underwriting disclosure and model governance could affect underwriting speed, automation and credit-box adjustments. Constraints on collection practices could affect collection efficiency and credit cost. Stricter third-party channel management could affect disbursement volumes and responsibility-sharing through dealers, apps and external partners.

Unconfirmed items include the quantitative impact of each regulation on AUM growth, disbursement rates, yields, customer acquisition costs, collection efficiency, fee income and credit cost. It is also unconfirmed whether the competitive advantage of a large player that has already addressed regulatory requirements would translate into market-share gains as weaker NBFCs and fintechs exit.

3.5 Financial Policy, Management Reaction Function and Group Support

Item Content
Question intent To assess whether, in a stress scenario where credit cost rises, RoA declines and funding costs increase simultaneously, management would clearly shift to an operating stance prioritising ratings, capital and liquidity, or whether it would maintain high growth, shareholder returns and expansion under group strategy.
Key answer The discussion stated that no materials were identified in which the company officially quantified its defensive lines under stress. At the same time, based on past track record and rating-agency materials, the company may be assessed as one that tightens product-level risk and raises capital early.
Follow-up The additional question asked at what levels of RoA, CRAR, Tier 1, leverage and LCR the assumed sequence of “tightening low-margin / high-risk products, moderating AUM growth, restraining shareholder returns, and raising capital if necessary” would be triggered.
Credit implication Explicit internal thresholds have not been confirmed. For external analysis, if the company maintains growth in the 20% range and shareholder returns even as RoA moves towards the low-3% range, CRAR towards 18%, Tier 1 towards 17-18%, gearing above 4.5x, and LCR towards below 150%, it would be necessary to confirm the management reaction function.

The discussion referred to management’s published targets as long-term RoA of 4.3-4.7%, FY2027 RoA of 4.4-4.6%, AUM growth of 22-24%, and ROE of roughly 20-22%. These are through-cycle or normal-period targets, not in themselves triggers for defensive action under stress.

The discussion also cited rating-agency downside pressure lines such as consolidated RoA or RoMA being sustained below 2%, and gearing exceeding 7x. However, the discussion treated these as relatively late warning lines for external ratings, and assessed that management’s practical internal defensive lines should be higher. For portfolio management, the discussion suggested that if RoA moves to the low-3% range, gearing towards 4.5-6x, LCR declines, and CRAR / Tier 1 weaken at the same time, it should be checked whether growth moderation or capital raising would be triggered.

On group support, explicit guarantees or automatic capital injections should not be assumed. The discussion stated that rating agencies may differ in their treatment of support expectations from Bajaj Finserv / Bajaj Group, and that issuer-level credit strength should first be assessed on Bajaj Finance’s own earnings power, capital, liquidity and market access.

Unconfirmed items include what levels of RoA, CRAR, Tier 1, LCR and leverage management regards as internal defensive lines; to what level it would reduce the 22-24% AUM growth target; under what conditions it would restrain dividends or shareholder returns; at what point it would undertake capital raising such as a QIP or stake sale; and under what conditions it would use group support.

4. Separation of Confirmed Items, Hypotheses and Unconfirmed Items

Category Content Treatment in this report
Confirmed in the existing report Bajaj Finance is one of India’s largest private deposit-taking NBFCs, and its AUM exceeded Rs 5 lakh crore in FY2026. Profitability, capitalisation, domestic and international ratings, and market access are strong, but because it is not a bank, it has funding dependence, regulatory risk and sensitivity to the consumer credit cycle. Used as the basic context from the existing issuer_summary.
Confirmed in the existing report Headline NPA ratios are low, but for a fast-growing finance company, Stage 2, early delinquencies, vintage losses, collection efficiency and product-level credit cost should be checked. Used as the premise for additional follow-up items.
Claim in the discussion the discussion states that there had been explanations of growth moderation, reduced disbursements and wind-down direction in certain problem segments such as MSME and two-wheeler / three-wheeler financing. Treated as an additional confirmation point in the discussion, because it has not been rechecked against primary materials in this work.
Hypothesis in the discussion The boundary at which asset deterioration shifts into funding-market confidence deterioration is the simultaneous occurrence of worsening Stage 2 / 30+ DPD / credit cost and shorter NCD tenors, higher FD rates, increased reliance on bank borrowings and lower LCR. Treated as a portfolio-management monitoring hypothesis.
Hypothesis in the discussion If replacement growth after tightening problem segments shifts towards rural, digital and cross-sell, the risk may have transferred rather than declined. Treated as an unconfirmed item to be checked through product-level cohorts.
Unconfirmed item Whether management has disclosed clear defensive lines for RoA, CRAR, Tier 1, leverage and LCR. Currently unconfirmed. To be checked in future earnings calls and rating rationales.
Unconfirmed item FD renewal rates, NCD tenors, foreign-currency funding demand, product-level Stage 2 / vintage losses, and quantitative regulatory impact. Treated as items for the next review.

5. Continuing Follow-Up Items and Warning Lines

5.1 Boundary Where Asset Deterioration Spills Over into Funding Confidence

Check whether deterioration in Stage 2, 30+ DPD and credit cost appears simultaneously with shorter NCD issuance tenors, higher FD rates, lower FD renewal rates, increased use of bank lines, lower LCR / static liquidity cover, and a shift in rating-agency commentary towards funding / liquidity.

At present, this work has not confirmed that such spillover is occurring. The warning line is simultaneous deterioration in asset-quality indicators and funding terms for NCDs, FDs and bank borrowings. The next materials to review are quarterly company materials, ALM / liquidity disclosures, NCD issuance terms, FD balances, rates and renewal rates, and rating-agency rationales.

5.2 Risk Transfer after Tightening Problem Segments

Check whether, after tightening MSME and two-wheeler / three-wheeler financing, the company is retaking an equal or larger amount of credit risk through mortgages, gold loans, rural B2C, consumer B2C and existing-customer cross-sell.

The warning line is continued high growth in rural B2C, digital, consumer B2C and cross-sell, while detailed disclosure on product-level Stage 2, 30+ DPD, vintage losses and write-offs remains limited. The next materials to review are product-level AUM growth, product-level credit cost, cohort / vintage data, new-customer ratio, and delinquency and utilisation rates for existing-customer cross-sell.

5.3 Growth Restraint under Interest-Rate and Liquidity Shocks

Check whether Bajaj Finance lowers its AUM growth target to protect RoA and liquidity when portfolio yield does not keep pace with higher cost of funds.

The warning line is that cost of funds rises, portfolio yield lags and RoA declines at the same time, but the company maintains its 22-24% growth target. The next materials to review are earnings-call Q&A, management guidance, trends in cost of funds / yield / NIM, product-level new disbursement policy, and FD / NCD funding costs.

5.4 Constraints on the Digital and Cross-Sell Model from Regulatory Tightening

Check whether RBI tightening of customer consent, fee disclosure, AI underwriting, collection practices and third-party channel management constrains the repeat-use model for small-ticket digital loans, unsecured consumer finance and existing-customer cross-sell.

The warning line is simultaneous evidence of higher customer acquisition costs, lower digital disbursement rates, lower fees and yields, weaker collection efficiency, and reduced disbursement through third-party channels. The next materials to review are RBI circulars, company regulatory updates, disbursement volumes by digital product, customer acquisition cost, fee income and collection efficiency.

5.5 Triggers for Management’s Credit-Defence Measures

Check at what levels of RoA, CRAR, Tier 1, leverage and LCR management would sequentially tighten products, moderate AUM growth, restrain shareholder returns and raise capital.

The warning line is if the company maintains growth in the 20% range and shareholder returns even as RoA moves towards the low-3% range, CRAR towards 18%, Tier 1 towards 17-18%, gearing above 4.5x, and LCR towards below 150%. Red flags would be RoA moving towards below 3%, simultaneous deterioration in credit cost, cost of funds and funding spreads, gearing approaching 6x, LCR around 120%, delayed growth restraint or capital raising, and rating agencies starting to treat growth appetite, funding access and capitalisation pressure as key concerns.

5.6 Treatment of Group Support / Parent Support

Check how much support expectation from Bajaj Finserv / Bajaj Group should be incorporated into issuer-level credit strength.

At present, no explicit guarantee has been confirmed. Because rating agencies may treat support expectations differently, implicit support should not be confused with an explicit guarantee. Bajaj Finance’s credit strength should first be assessed on its own earnings power, capital, liquidity and market access, with group support treated as a supplementary factor.

6. Candidate Items for Transfer to issuer_notes.md

This work has not updated issuer_notes.md. In future reviews, the following items should be considered for transfer to the “Follow-up on management strategy, investment plans and financial policy” section of that file. All are follow-up candidates based on the discussion, and unconfirmed items should remain marked as unconfirmed.

7. Unconfirmed Items

Because no additional web verification was conducted in this work, additional checks and figures in the discussion should not be treated as newly verified facts that have been rechecked against primary sources. In future reviews, the following should be checked.

8. Reference Context