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Evolving Approaches to Data Management Implementation and Strategy

By Dick Weisinger

Companies are adopting diverse approaches to data management implementation and usage, reflecting the growing importance of data as a strategic asset. Traditionally, organizations have followed either a technological or cultural approach to data management. The technological approach focuses on infrastructure and tools, investing in data storage solutions like data lakes and warehouses, while the cultural approach emphasizes organization-wide understanding and participation in data management practices.

However, the landscape is shifting towards more holistic strategies. Many companies are now implementing a combination of approaches, recognizing that effective data management requires both technological infrastructure and a data-driven culture. This shift is evident in the growing adoption of concepts like data mesh, which encourages decentralized data ownership and governance across the organization.

Strategically, companies are increasingly viewing data management as a critical component of their overall business strategy. As noted by BARC research, “Master Data Management has evolved from a mere enterprise tool to a strategic imperative”. This evolution is driven by the need to meet stringent regulatory requirements, enhance decision-making processes, and gain competitive advantages through data-driven insights.

The implementation of data management strategies is also becoming more sophisticated. Companies are focusing on several key areas, including master data management (MDM), data quality management, data security, regulatory compliance, metadata management, and data lifecycle management. These comprehensive approaches aim to ensure data accuracy, consistency, and security across the organization.

The approach to data management is evolving from siloed, technology-focused implementations to more holistic, strategy-driven frameworks. As companies continue to recognize the value of data as a strategic asset, we can expect to see further integration of advanced technologies and more comprehensive data management practices in the coming years.

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