Artificial Intelligence in Data Management

Data-driven digital transformation requires higher quality data to fuel innovation versus previously imagined. Few organizations can afford to scale their resources to support this explosive growth in data volume and complexity, and as a result, they’re struggling to keep up with the pace of technology modernization. These limitations have kept disruption at arm’s length for many companies.

Artificial intelligence (AI) and machine learning (ML) are powering the digital transformations happening in every industry around the world. AI is top of mind for boardroom executives as a strategy to transform their businesses. And it has become pervasive in enhancing our daily life, from the movies we watch to the cars we drive. AI/ML is critical in discovering new therapies in life sciences, reducing fraud and risk in financial services, and delivering truly personalized customer experiences.

The success of AI is dependent on the effectiveness of the models designed by data scientists to train and scale it. And the success of those models is dependent on the availability of trusted and timely data

Four Major Benefits of AI for Data Management:

✓ Productivity

✓ Efficiency

✓ Data experience

✓ Data governance

Informatica CLAIRE: The “Intelligence” in the Intelligent Data Management Cloud

Informatica’s approach to driving data management productivity with machine learning is:

1. The Intelligent Data Management Cloud™: Informatica has delivered an integrated, end-to-end cloud-native data management platform for maximum productivity. By providing unified connectivity, metadata, and operations management, the unified platform accelerates the development and deployment of new data management projects. The platform provides a powerful and consistent set of capabilities for managing data across on-premises, cloud, multi-cloud, and multi-hybrid sources. This unified data management platform is called the Intelligent Data Management Cloud.

2. Metadata: Informatica now has increased its capabilities in this area by collecting a broader spectrum of metadata from across the enterprise, including

Technical metadata, such as database tables, column information, data profile statistics, scripts, and data lineage
Business metadata, which captures context about data, including its meaning, relevance, and criticality to various business processes and functions
Operational metadata about systems and process execution to answer such questions as to When was the data last updated? When was the load process last run? Which data was most accessed?

3. Intelligence: Informatica is delivering an integrated combination of metadata and AI/machine learning with CLAIRE. The metadata collected by the Intelligent Data Management Cloud provides a vast trove of information that the algorithms of CLAIRE can use to learn about an enterprise’s data landscape. This knowledge helps CLAIRE make intelligent recommendations, automate the development and monitoring of data management projects, and adapt to changes from within and outside the enterprise. CLAIRE is what drives the intelligence of all the data management capabilities in the Intelligent Data Management Cloud.

CLAIRE helps a wide spectrum of users:

Data engineers will find many implementation tasks partially or even fully automated
Data analysts will find it easier to locate and prepare the data they need
Business users will quickly identify data that should be subject to prescribed data governance and compliance controls
Data scientists will gain an understanding of the data faster
Data stewards will find it easier to visualize the quality of data
Data security and privacy professionals will find it simpler to detect data misuse, protect sensitive data, and demonstrate that appropriate controls are maintained
Administrators and operators will have the power of predictive maintenance and performance optimization of data management processes

PartnerBO Delivery and Managed Services offering will help you to implement and service Informatica’s Intelligent Data Management Cloud, CLAIRE, and any other Informatica product as well as surrounding eco system.

At PartnerBO we support your growth through System & Data integration, focusing on increasing your strength from inside your organization. We help you empower yourself with new capabilities such as data quality, data management, cloud data integration, big data architecture, hospital-wide data quality governance, data security, and data archiving.