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What is data architecture? A framework to manage data

CIO

Data architecture definition Data architecture describes the structure of an organizations logical and physical data assets, and data management resources, according to The Open Group Architecture Framework (TOGAF). In addition to using cloud for storage, many modern data architectures make use of cloud computing to analyze and manage data.

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Unlocking the path to strategic advantage with AI in ITSM

CIO

Yet, despite the buzz, IT leaders remain wary of integrating it into IT service management (ITSM). It can automate repetitive service requests, harness predictive analytics for swifter resolution, and evolve continuously through adaptive learning. The irony is hard to ignore. Why the hold-up?

Advantage 368
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Leveraging AMPs for machine learning

CIO

Explainability is also still a serious issue in AI, and companies are overwhelmed by the volume and variety of data they must manage. Data scientists and AI engineers have so many variables to consider across the machine learning (ML) lifecycle to prevent models from degrading over time.

Learning 222
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The key to operational AI: Modern data architecture

CIO

Recent research shows that 67% of enterprises are using generative AI to create new content and data based on learned patterns; 50% are using predictive AI, which employs machine learning (ML) algorithms to forecast future events; and 45% are using deep learning, a subset of ML that powers both generative and predictive models.

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How top IT leaders create first-mover advantage

CIO

We had an insightful conversation about how to approach the adoption of emerging technologies as well as what it takes — and when it makes sense — to gain first-mover advantage in this environment. They helped us learn how to do this, and we eventually became experts at it.” And it gave them the opportunity to learn, too.”

Advantage 460
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10 top priorities for CIOs in 2025

CIO

Theyre actively investing in innovation while proactively leveraging the cloud to manage technical debt by providing the tools, platforms, and strategies to modernize outdated systems and streamline operations. They achieved these results through a culture that embraces change and a strong digital foundation, he says.

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How a grower-owned cooperative achieved sweet success with its invoices

CIO

Suppliers were often hand-delivering paper invoices to the cooperative’s local offices, which were processed and paid out manually with no centralized invoice management. Working with SAP, the cooperative picked SAP Ariba Central Invoice Management with its inbound process for SAP S/4HANA Cloud public edition to create just what was needed.

IT 434