CDO Matters Ep. 66 | 2024 in Data and Analytics: A Retrospective
Dec 27, 2024
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2024 brought significant shifts in data and analytics. The death of the data mesh gave way to the rising prominence of data fabric and AI advancements. Economic fluctuations prompted reflections on the roles of Chief Data Officers, revealing unexpected growth in data catalogs. The challenges of AI governance emerged as essential, requiring actionable strategies for ethical practices. As the year wrapped up, insights spotlighted the necessity for customer-centric data management, reshaping the future landscape of data.
The decline of the data mesh concept highlights the industry's shift towards more efficient and cohesive data management solutions, like data fabric.
Despite economic challenges and stagnation in CDO roles, there is a rising demand for practical AI governance frameworks and strategies.
Deep dives
Economic Recovery Predictions
Predictions about a swift recovery from economic stagnation in 2024 were largely incorrect, as the struggle with inflation persisted longer than anticipated. Many industry leaders expected the U.S. Federal Reserve to reduce interest rates sooner, but those cuts did not happen, which reflects a more profound and enduring inflation problem. Consulting services and software sales, particularly in data management, experienced significant slowdowns during the year, showing that several companies struggled to maintain growth. The downturn was particularly noticeable for many consultants and software providers, contrasting with the continued growth being seen by some companies in the market.
C-Suite Concerns and CDO Roles
A notable observation in 2024 was a stagnation in the growth of Chief Data Officer (CDO) positions within the private sector, partly due to C-suite frustrations regarding the delivery of value from data initiatives. While the total number of CDOs remained flat, there was notable growth in CDO roles in the public sector, driven by regulatory mandates requiring these positions. Additionally, a rising percentage of companies began to report the failure of CDO roles, emphasizing the need for better performance and results from CDOs. This context suggested that the CDO role has plateaued and is now perceived as a more mature position within organizations.
The Decline of Data Mesh and Rise of Data Fabric
The data mesh concept, despite its initial enthusiasm, has largely fallen out of favor, as its decentralized approach revealed operational shortcomings and challenges in proving its economic value. In contrast, the data fabric model has begun to gain traction due to its ability to consolidate data management functions into a single, cohesive platform. By combining data engineering, governance, and analytics, a data fabric can provide a more manageable solution than the fragmented methods that data mesh proposed. This shift indicates a movement towards more pragmatic approaches in data management that favor efficiency and clarity.
AI Governance and Data Readiness Challenges
In 2024, the demand for AI governance surged, yet many organizations struggled to operationalize frameworks effectively, often relying on platitudes without actionable steps. As AI technologies advance, especially with the complexities of generative AI, companies need to determine ethical and governance measures that are specific to these technologies, presenting multifaceted challenges. The conversation surrounding data readiness also evolved, revealing a necessity to focus on unstructured data and how it interacts with AI systems rather than merely doubling down on basic data governance. Ultimately, a call for actionable insights in AI governance emerged, urging industry leaders to develop concrete strategies to tackle these pressing issues.
Looking back on 2024, what were some of the biggest, most notable events in the world of data and analytics? Join the host of the CDO Matters Podcast, Malcolm Hawker, and he discussed the death of the data mesh, the growth of the fabric and AI, data products, and many other key data trends that were top of mind for many CDO's over the past year.