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  1. For example, a leading global retailer, whose data governance was managed within IT, struggled to capture value from data for years. Then, as part of an enterprise-wide analytics transformation, it …

  2. Designing data governance that delivers value | McKinsey

    Jun 26, 2020 · For example, a leading global retailer, whose data governance was managed within IT, struggled to capture value from data for years. Then, as part of an enterprise-wide analytics …

  3. Aziz Shaikh | McKinsey & Company

    Aziz has advised multiple CDOs and chief information officers (CIOs) across sectors on generating value from big data by leveraging data architecture, data modeling, master data management …

  4. Given the investments in advanced analytics, many institutions are looking for fully-specified end-to-end platforms that combine model development with specific model risk functionality including model …

  5. Revisiting data architecture for next-gen data products

    Oct 3, 2024 · Reference architectures, data governance models, and thoughtful technology implementation provide a road map for forward-thinking CIOs to choose the most suitable archetype …

  6. These data products have dedicated teams, or “squads,” aligned against them to embed data security, evolve data engineering (for example, to transform data or continuously integrate new sources of …

  7. Credit unions | Financial services - McKinsey & Company

    Credit union–wide programs focused on dramatically improving performance, including revenue growth, cost reduction, end-to-end process improvement, and development of a scalable operating model for …

  8. How to unlock the value of data age requires a significant data management overhaul. That includes identifying and assessing the value of existing data, designing a scalable data platform, and …

  9. How to create an effective operating model | McKinsey

    Jun 18, 2025 · Decades of experience working with organizations and new data collected on high-performing operating models have yielded an updated system of 12 elements that together represent …

  10. ESG data governance: A growing imperative for banks

    Feb 8, 2023 · Create a data model to capture ESG data at the certificate level, including integration with third-party data providers (via APIs) and compliance with ESG data policies.