Indian Banking Industry Research Framework
An India-specific framework for researching bank balance sheets, asset quality, funding, capital, profitability, and regulation.
Research context: Apply this methodology with Forecast evaluation scorecard, Sector comparison framework, Market breadth methodology and Market trend framework.
What this resource does
Banks transform funding, maturity, credit, and liquidity risk. Industrial-company ratios do not adequately describe their economics, so the research framework starts with regulatory and banking-specific disclosures.
Review asset growth beside funding mix, deposit cost, liquidity, capital adequacy, asset quality, provisioning, and concentration. Profit growth without balance-sheet and risk context is incomplete.
Methodology
- Map loan, investment, deposit, borrowing, and off-balance-sheet exposures.
- Review gross and net non-performing assets, slippages, recoveries, write-offs, and provision coverage.
- Bridge net interest income, margin, fees, costs, credit costs, and return measures.
- Assess capital, liquidity, concentration, maturity, and management disclosures.
How to interpret it
Rapid loan growth can strengthen income or increase future credit risk. Deposit growth and pricing determine whether funding supports that expansion.
Asset-quality ratios are backward-looking snapshots. Restructuring, seasoning, concentration, collateral, and macro conditions affect what may emerge later.
Limitations and failure modes
- Bank disclosures and classifications can change with regulation.
- Peer business mixes differ across retail, corporate, treasury, and fee activities.
- Reported asset quality may lag economic stress.
- Macro and policy changes can alter margins and credit outcomes.
Research workflow
- Collect regulatory and exchange disclosures.
- Build a multi-period balance-sheet bridge.
- Trace asset quality and provisioning.
- Document funding, capital, and stress scenarios.
Questions and answers
Why is debt-to-equity less useful for banks?
Deposits and other financial liabilities are core operating inputs for banks. Regulatory capital and risk-weighted measures provide more relevant context.
What is net interest margin?
It relates net interest income to an earning-asset base under a stated convention. Compare definitions and averaging methods before comparing banks.