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Data Profiling: What It Is and How to Perfect It

Alation

For any data user in an enterprise today, data profiling is a key tool for resolving data quality issues and building new data solutions. In this blog, we’ll cover the definition of data profiling, top use cases, and share important techniques and best practices for data profiling today.

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How to Deliver Data Quality with Data Governance: Ryan Doupe, CDO of American Fidelity, 9-Step Process

Alation

This starts by determining the critical data elements for the enterprise. These items become in scope for the data quality program. Step 2: Data Definitions. Here each critical data element is described so there are no inconsistencies between users or data stakeholders. Step 4: Data Sources.

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Data Catalog First, Master Data Management Second: Here’s Why

Alation

A data catalog communicates the organization’s data quality policies so people at all levels understand what is required for any data element to be mastered. Documenting rule definitions and corrective actions guide domain owners and stewards in addressing quality issues.

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In Uncertain Times, Data Integrity is More Important Than Ever

Precisely

As organizations embark on data quality improvement initiatives, they need to develop a clear definition of the metrics and standards suited to their specific needs and objectives.

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How RallyPoint and AWS are personalizing job recommendations to help military veterans and service providers transition back into civilian life using Amazon Personalize

AWS Machine Learning Blog

The sample set of de-identified, already publicly shared data included thousands of anonymized user profiles, with more than fifty user-metadata points, but many had inconsistent or missing meta-data/profile information. For the definitions of all available offline metrics, refer to Metric definitions.

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Data Hygiene Explained: Best Practices and Key Features

Pickl AI

By maintaining clean and reliable data, businesses can avoid costly mistakes, enhance operational efficiency, and gain a competitive edge in their respective industries. Best Data Hygiene Tools & Software Trifacta Wrangler Pros: User-friendly interface with drag-and-drop functionality. Provides real-time data monitoring and alerts.

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What Orchestration Tools Help Data Engineers in Snowflake

phData

These logs can be used for compliance reporting, audit purposes, or investigation of data-related issues. Version Control and Deployment Many tools facilitate version control and deployment of data pipelines. Include tasks to ensure data integrity, accuracy, and consistency.