Operational Risk Loss Data: A Practical Guide to Collection, Standards, and Root-Cause Analysis
Introduction Operational risk loss data forms the foundation of a strong risk management framework. When collected and analyzed effectively, it transforms isolated incidents into enterprise-wide insights—supporting governance, capital planning, and stronger internal controls. By combining internal incident histories with external industry data, organizations can better address rare but severe risks, benchmark performance, and refine scenario…
Read article Understanding Operational Risk: Developments, Frameworks, and Strategic Approaches
Operational risk has become a central concern for financial institutions worldwide. Unlike credit or market risk, it is not confined to a specific category of transactions but permeates all organizational functions. Driven by emerging technologies, growing complexity in financial systems, and stricter regulatory expectations, operational risk demands a structured and strategic approach. Developments Giving Rise…
Read article Value at Risk (VaR) Demystified: Methods, Assumptions, EVT, Stress Tests, and Back Testing
Overview and intentValue at Risk (VaR) estimates the maximum expected loss over a specified horizon at a chosen confidence level, giving a single, comparable summary of market risk across portfolios and desks. It answers: over horizon T, with confidence level p, what is the worst loss not exceeded under normal conditions. It is widely used…
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A Comprehensive Guide to Duration, Convexity, and Bond Portfolio Management
Duration explained • Duration measures a bond’s sensitivity to interest rate changes and can also be viewed as the present value–weighted average time to receive cash flows, expressed in years. • Intuition: higher duration means greater price movement for a given yield change; lower duration dampens price swings. • For a small change in yield…
Read article Measuring Interest Rate Risk: PVBP, Hedging strategies, Duration, and Sensitivity Approaches in Banking
Interest rate risk is quantified using sensitivity-based measures that translate small yield changes into price and P&L impacts, enabling precise hedging and portfolio construction. This article explains core methods: the sensitivity approach, price value of a basis point (PVBP), portfolio PVBP computation, hedging using PVBP, other practical PVBP applications, and duration. Measurement of interest rate…
Fixed Income Securities in India: Bonds, Government Role, Market Structure, and Valuation (with Worked G‑Sec Pricing)
Fixed income securities deliver scheduled cash flows via interest and principal, with India’s debt markets operating under RBI (sovereign, money markets) and SEBI (corporate bonds) oversight. What is a bond? A bond is a debt contract where an issuer raises funds and commits to periodic coupons and principal redemption at maturity, first sold in primary…
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