Data, AI & Analytics

Covering the technologies and approaches used in human decision-making and artificial intelligence via data science and analytics, machine learning and deep learning, as well as related data processing, integration and governance.


The Data, AI & Analytics Channel provides a clear perspective on the trends driving innovation and disruption in human decision-making and artificial intelligence, as well as the technologies enterprises are adopting to drive competitive advantage and generate new business opportunities. These include data science and analytics, machine learning and deep learning; data platforms such as relational and non-relational databases (including NoSQL and NewSQL); data warehousing; distributed data processing frameworks (such as Hadoop and Spark); blockchain and distributed ledger technology; data caching and stream processing; and data management technologies including data integration, data quality, data catalogs, master data management and data governance.


Contributing Analysts

Learn more about our Data, AI & Analytics research

Recent Reports in Data, AI & Analytics
Data, AI & Analytics
On Demand Webinar

How Machine Learning Acquisitions and Implementations Are Adding Value

For a comprehensive look at machine learning – covering everything from the technological underpinnings to the financial outcomes in the sector – watch 451 Research’s Research Vice Presidents Brenon Daly and Nick Patience discuss the machine learning market including how some key tech acquirers are participating in the rapidly emerging market.

Data, AI & Analytics
Report Excerpt

2019 Trends in Data, AI & Analytics

As the market continues to accelerate toward being more data-driven, it is becoming increasingly clear what differentiates the most data-driven companies from the least data-driven, in terms of their ability to convert adoption of emerging technologies into actionable business insight.

Data, AI & Analytics
Market Insight

451 Research Survey Reveals 10 Essential Habits of Data-Driven Enterprises

The results of the inaugural VotE: Data & Analytics survey indicate that there are distinct differences between the most data-driven and least data-driven companies.

Data, AI & Analytics
Market Insight

Blockchain in Financial Services

Among all industries, the financial industry is perhaps the furthest along in experimenting with and implementing blockchain and distributed ledger technology.

Data, AI & Analytics
Technology & Business Insight

Process Automation, Bots & Mining: Essential Technologies for Digital Business - and Their Fate

In the digital era the need to quickly respond to customer expectations and aggressive actions of rivals demands a persistent transformative approach – one that discovers and automates efficiencies, crafts engaging user experiences, and readily adapts when needed.