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Smart Data Fabric: The Key to High-Quality Data and Better Decision Intelligence in Banking

Celent

A Celent Research Survey of Over 100 Retail Banking Executives in North America and the United Kingdom

Decision Intelligence in Banking

High-quality data plays a critical role in the AI-driven decision intelligence tools that enhance fraud detection, support payments intelligence, improve customer experiences, and minimize credit risk.

Despite significant investments in modernizing data architecture over the past decade, such as migrating to cloudbased data warehouses, data lakes, and lakehouses, banks still face pervasive data issues. In fact, 60% of Tier 1 banks cite existing architectures as barriers to improving decision intelligence. These issues include integrating new data sources, improving data quality, and reducing data latency.

A New Approach to Data Management

A data fabric architecture can help banks address the root cause of these persistent data challenges. This new data management approach facilitates data integration, transformation, and access across all data silos in a non-disruptive way. By connecting to data at the source, a data fabric delivers integrated real-time data to various processes and models, regardless of the data’s original format or location.

InterSystems takes this approach further by embedding a wide range of machine learning and AI-enabled capabilities that make it faster and easier for banks to gain new insights and enhance decision intelligence—a smart data fabric.

Our solutions enable dynamic connections to any applications and data silos, both internal and external, and support the orchestration of services, application of AI and analytics, and delivery of consistent real-time data to every consumer.

InterSystems solutions can run decision intelligence models directly on the smart data fabric, helping banks overcome the limitations of data warehouses, data lakes, and lakehouses without replacing them.

For banks aiming to thrive in the digital age, investing in decision intelligence and leveraging a smart data fabric is not just a strategic move—it’s a necessity.

In this research report:

  • The Speed of Business Is Accelerating. Can Banks Keep Up?
    • The Importance of Decision Intelligence
    • Decision Intelligence Solutions and Models Are Essential
    • Celent Decision Intelligence and Data Fabric Survey
  • Data Challenges Persist with Decision Intelligence Capabilities
    • Data Challenges Are Pervasive Barriers to Improving Decision Intelligence and Model Performance
    • Ongoing Investment Is Needed to Maintain Performance
  • Can a Data Fabric Help Solve Root Cause Data Issues?
    • Cloud Developments
    • Data Architectures
    • The Role of Data Fabric in Decision Intelligence
    • Data Fabric Architecture

Egyéb Források, Amelyek Tetszhetnek

ápr. 04, 2025
Optimizing Analytics Development in Financial Services
Smarter Processes, Smarter Decisions
ápr. 04, 2025
Real-time Visibility & Integrated Decision Intelligence
Risk management has evolved beyond just mitigating threats—strong risk management practices can be a competitive advantage. In today’s volatile markets, asset managers are tasked with navigating unprecedented complexity, adapting to tighter regulations, and leveraging data to build resilience and drive growth. Yet, traditional methods fall short, leaving many struggling with disjointed systems, siloed data, and delayed insights.
okt. 31, 2024
BLOOR Research Opinion Article
This article from UK Analyst Bloor Research recognises the capabilities and advantages of InterSystems IRIS data platform as an "innovative and powerful data management platform" and it’s Smart Data Fabric capabilities offering a market differentiator.
okt. 23, 2024
Market Note
This report explores how advancements in AI, including large language models and natural language processing, are revolutionizing every aspect of capital markets, from trading strategies to compliance and portfolio management.
okt. 22, 2024
Fact Sheet
Unified Data has the Power to Transform
okt. 16, 2024
TabbFORUM’s Market Structure Wave
In this edition of TabbFORUM’s Market Structure Wave video series, InterSystems Irene Galperin, Senior Advisor, Financial Services, discusses how firms in the capital markets have been investing and experimenting with AI, particularly most recently with the advent of ChatGPT. In this interview, conducted by TABB Group CEO Bruce Morris, Irene offers several use cases and explains that data is at the core of implementing AI, as data needs to be "high quality and consistent," essentially "AI-ready."
okt. 04, 2024
Product Fact Sheet
InterSystems Data Fabric Studio is an essential element of a modern data strategy required to enable growth, optimize business reporting, reduce risk, and support compliance for any firm in the financial services industry.
ápr. 30, 2024
A Semantic Layer Summit Lightning Talk
Harris Associates leverages a smart data fabric architecture enriched with a semantic layer.
okt. 30, 2023
A Global Survey of 375 Asset Management Firms' Top Data Challenges and Initiatives
How Asset Management Organizations Are Investing in Data Management Download the eBook
okt. 12, 2023
A Bloor InContext Report
Innovation starts with an idea and a vision. It takes root through people accepting the need for change, but it relies on the availability of good quality, accessible, and timely data to deliver both the insights that identify opportunities for innovation and the evidence that innovation is producing the desired improvements.

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