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Tag: Data Quality


BI Categories, Data Mining

Beyond the Basics: Advanced Tips for Effective Data Extraction

May 24, 2024

Via: DATAVERSITY

Data extraction is a cornerstone in data analytics, enabling organizations to extract valuable insights from raw data. While basic extraction techniques are fundamental, understanding advanced strategies is crucial for maximizing efficiency and accuracy. This article will explore advanced tips for […]


BI Categories, Data Mining

Adaptive Data Governance: What, Why, How

May 16, 2024

Via: DATAVERSITY

In DATAVERSITY’s 2023 Trends in Data Management survey, about 64% of participants stated that their companies had Data Governance (DG), the formalization and enforcement of data operations across the company, in the initial stages. Yet, 60.9% listed data silos as […]


BI Categories, Data Mining

Data Governance Metrics: How to Measure Success

April 30, 2024

Via: DATAVERSITY

The use of Data Governance metrics as a measurement system promotes the efficient use and management of data. Establishing key performance indicators (KPIs) is normally the first step in monitoring and measuring the effectiveness of a Data Governance program. These […]


BI Categories, Data Mining

Automated Data Management Tools

April 25, 2024

Via: DATAVERSITY

“Why?” a chief technology officer (CTO) may ask when the subject of automated Data Management tools arises. After all, their organization has probably already been storing, archiving, and backing up enterprise data day after day with success. For example, setting […]


BI Categories, Data Mining

Good Data Quality Is the Secret to Successful GenAI Implementation

April 22, 2024

Via: DATAVERSITY

You wouldn’t build a house without a concrete foundation. So why are many technology leaders attempting to adopt GenAI technologies before ensuring their data quality can be trusted? Reliable and consistent data is the bedrock of a successful AI strategy. […]


BI Categories, Data Mining

Types of Data Integrity

April 16, 2024

Via: DATAVERSITY

Over time, different types of data integrity systems and methods for promoting data integrity have been developed. Data integrity emphasizes confirming the data remains unchanged and consistent over the data’s entire lifecycle. In essence, the data remains pure and uncorrupted. […]


BI Categories, Data Mining

What Is Data Reliability and Why Do You Need It?

April 9, 2024

Via: DATAVERSITY

“Can I trust this data?” In the dawning age of artificial intelligence (AI), this question becomes increasingly critical for individuals and organizations. Data reliability is the cornerstone of an organization’s data-driven decision-making. A recent survey from Precisely identified data-driven decision-making […]


BI Categories, Data Mining

Fundamentals of Data Classification

April 3, 2024

Via: DATAVERSITY

The process of data classification can be broadly described as the organization of data into relevant categories, allowing it to be accessed and protected more efficiently. In the simplest terms, the data classification process ranks data based on its security […]


BI Categories, Data Mining

How to Ensure Data Quality and Consistency in Master Data Management

April 1, 2024

Via: DATAVERSITY

In the digital age, organizations increasingly rely on data for strategic decision-making, making the management of this data more critical than ever. This reliance has spurred a significant shift across industries, driven by advancements in artificial intelligence (AI) and machine […]


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 […]