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Tag: Data Quality


BI Users, Data Analyst

How to Become a Citizen Data Scientist

February 1, 2024

Via: DATAVERSITY

The job responsibilities of a citizen data scientist include dealing with new data, using automated tools to process big data, and creating additional models to gain additional insights. Their primary job is not to make predictions directly from big data, […]


BI Categories, Data Mining

Data Governance Trends in 2024

January 30, 2024

Via: DATAVERSITY

Companies are more determined than ever in 2024 to improve their Data Governance (DG) programs, the bedrock that supports harmonized data activities across organizations. About 60% of corporate leaders have prioritized Data Governance; it remains a focus for chief development […]


BI Categories, Data Mining

Putting a Number on Bad Data

January 19, 2024

Via: DATAVERSITY

Do you know the costs of poor data quality? Below, I explore the significance of data observability, how it can mitigate the risks of bad data, and ways to measure its ROI. By understanding the impact of bad data and […]


BI Categories, Data Mining

Creating a Data Governance Policy

January 4, 2024

Via: DATAVERSITY

A Data Governance (DG) policy is a document that describes how organizations use and manage their data. These documents establish rules that help safeguard data, define the roles and responsibilities of staff involved with Data Governance, and set standards for […]


BI Categories, Data Mining

Data Architecture Trends in 2024

January 2, 2024

Via: DATAVERSITY

Data Architecture, the corporate infrastructure connecting business and data strategies, will face competing priorities in 2024. On the one hand, nearly half of organizations will gravitate toward modernizing their data architectures to increase operational real-time analytics and enable AI and […]


BI Users, Data Analyst

The Silver Bullet Myth: Debunking One-Size-Fits-All Solutions in Data Governance

December 26, 2023

Via: DATAVERSITY

Data Governance plays a crucial role in modern business, yet the approach to it is often mired in unhelpful misconceptions. While 61% of leaders indicate a desire to optimize Data Governance processes, only 42% think that they are on track […]


BI Categories, Data Mining

Ataccama Releases ONE AI for Enhanced Automated Data Quality and Governance

December 7, 2023

Via: DATAVERSITY

According to a new press release, Ataccama, a leading provider of unified Data Management platforms, has unveiled ONE AI, introducing generative AI features to its Ataccama ONE platform. Leveraging over five years of AI technology integration, ONE AI addresses key […]


BI Categories, Data Mining

The Challenge of Data Accuracy

December 6, 2023

Via: DATAVERSITY

Data has become one of the most valuable assets of modern businesses. The data a company collects, analyzes, and monetizes is now perceived as a distinct “asset class” rather than merely a byproduct of its IT operations. However, the value […]


BI Categories, Data Mining

Data Modeling Trends in 2024

December 5, 2023

Via: DATAVERSITY

Expect an increase in business-driven and elegant Data Modeling – the plans, and activities around diagramming requirements for data architecture. These Data Modeling trends will gain traction as budgets for newer projects decrease and mandates to improve Data Quality increase, […]


BI Users, Data Analyst

Data Observability Use Cases

November 15, 2023

Via: DATAVERSITY

“Data observability” can be described as the practice of monitoring the “health and state” of data pipelines in your system. This practice encompasses some technologies and activities that enable business operators to identify, examine, and solve data-related problems in near […]


Software & Systems

Master Data Management Tools

November 14, 2023

Via: DATAVERSITY

Master data management uses a combination of tools and business processes to ensure the organization’s master data is complete, accurate, and consistent. Master data describes all the “relatively stable” data that is critical for operating the business. This includes semi-permanent […]


BI Categories, Data Mining

Transforming Data Management with AI-Driven Data Catalogs

November 9, 2023

Via: DATAVERSITY

In today’s data-driven world, where every byte of information holds untapped potential, effective Data Management has become a central component of successful businesses. The ability to collect and analyze data to gain valuable insights is the basis of informed decision-making, […]


BI Categories, Data Mining

Elements of a Modern Data Warehouse

November 7, 2023

Via: DATAVERSITY

Businesses are generating vast amounts of information every second. Traditional data warehouses, which were once considered the gold standard for handling and analyzing large datasets, are struggling to keep up with the rapid pace of data growth and evolving analytics […]


BI Categories, Data Mining

Why Is Data Quality Still So Hard to Achieve?

October 25, 2023

Via: DATAVERSITY

We exist in a diversified era of data tools up and down the stack – from storage to algorithm testing to stunning business insights. In fact, it’s been more than three decades of innovation in this market, resulting in the […]


BI Categories, Data Mining

Data Quality Assessment: Measuring Success

September 27, 2023

Via: DATAVERSITY

The goal of a Data Quality assessment is not only to identify incorrect data but to also estimate the damage done to the business’s processes and to implement corrective actions. Many large businesses struggle to maintain the quality of their […]


BI Categories, Data Mining

Managing Data as a Product: What, Why, How

September 5, 2023

Via: DATAVERSITY

The concept of managing “data as a product” involves a paradigm shift. By treating data as a product designed for consumer use, rather than a pool of semi-chaotic information, businesses can increase their profits. Many businesses have set up customized […]


BI Categories, Data Mining

What Is Master Data Management and Why Is It Important?

August 30, 2023

Via: DATAVERSITY

Master Data Management (MDM) is an important method for developing and maintaining the uniformity and accuracy of the organization’s shared “master data.” Master Data Management allows businesses to improve the accuracy and uniformity of their important data assets, such as […]


BI Categories, Data Mining

Core Data Concepts for Digital Transformation

August 29, 2023

Via: DATAVERSITY

Without a clear understanding of core data concepts, communications around implementing an organizational Data Management initiative can become a muddle. As different teams come together to plan and organize data activities, they must integrate what they mean about data with […]


BI Categories, Data Mining

Creating a Successful Data Quality Strategy

August 23, 2023

Via: DATAVERSITY

Maximizing the value of data often comes down to ensuring it’s in the right place at the right time and in the right form. While that process may produce magical-seeming results, the road to creating an optimal data quality strategy […]


BI Categories, Data Mining

Do Enterprise Data Contracts Require Data Democratization?

August 14, 2023

Via: DATAVERSITY

Data contracts are formal agreements between a data provider and a data consumer. They abstractly describe the data as well as the exchange structure, format, and characteristics and schema of information. Why is a data contract required? Data contracts establish […]