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Interview April 1, 2026

Driving Better Risk Decisions Through Data and Integration

Arpit Jain, Model Risk Validation Officer,

Arpit Jain discusses how financial institutions can enhance risk decision-making by improving data integration, breaking down silos, and aligning risk frameworks with strategic objectives.

In this interview, Arpit Jain explores the challenges financial institutions face in building effective, integrated risk management frameworks. He highlights the importance of consistent data sourcing, modular system design, and cross-functional collaboration in enabling more accurate analytics and better-informed decision-making across balance sheet management, liquidity, and risk functions.

He also reflects on the need to move beyond fragmented approaches, emphasising how organisations can benefit from aligning technology, data, and governance structures. By strengthening feedback loops between data, metrics, and strategy, firms can improve optimisation, stress testing, and overall resilience in an increasingly complex operating environment. 

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