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Advisory on Analytics Strategy Development of a Retail Bank

15 Dec 2025
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Objective and Scope:

The client, a commercial bank, sought to develop a comprehensive data and analytics strategy to enable data-driven decision-making. The engagement aimed to:

  • Define analytics roadmap and use cases through stakeholder engagement across executive leadership, business units, and technology teams to identify high-impact opportunities aligned with business priorities
  • Design future-state data architecture encompassing current state assessment, gap analysis, and scalable architecture design to support advanced analytics and risk management
Approach:

Benori deployed a structured 4-phase methodology combining stakeholder discovery, use case prioritization, architecture design, and implementation roadmapping. The CRUISE framework was applied to evaluate 15-20 use cases across six dimensions. Technical assessments of data sources, infrastructure, and analytics capabilities formed the foundation for designing a five-layer future-state architecture with vendor recommendations and gap remediation plans, culminating in an 18-36 month phased implementation roadmap.

Impact:

The study enabled the client to:

  • Enable data-driven decision making, creating a foundation for AI/ML and advanced analytics capabilities that accelerate innovation and market responsiveness
  • Drive operational efficiency gains through automated processes and systematic data quality improvements, reducing operational costs by 20-30% while establishing faster time-to-insight through self-service analytics capabilities
Written by

Team Benori

Published on 18 Dec 2025

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