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How to automate data quality processes

Here's how to create bulk rules that let you streamline and automate data quality processes in your organization.

From cost reduction to improved efficiency, upholding data quality improves the accuracy of analytics and enhances business decision-making capabilities. However, simply having a data quality management strategy might not be enough for businesses that want to scale their data operations.

Manual data quality management approaches in particular can sabotage data quality, especially with the potential for data entry and other human errors. Beyond this possible problem, manual data quality management also requires hands-on tactical work from data professionals who could otherwise work on more strategic business tasks. The simple answer to both of these problems? Find ways to automate your data quality processes.

Why data quality processes should be automated

Processes such as manual data entry are tedious enough to make it easy to introduce human error. Errors ranging from a simple undetected typo to an entry filled in the wrong field or missed entirely can significantly impact data quality.

The solution to this frequent error lies in automating data quality processes, thus accelerating and raising both the efficiency and the accuracy of data quality management. Since automation does not suffer fatigue or lapses in concentration, it is not susceptible to the same data entry errors that humans struggle with. The right configuration of automated data quality processes — using the correct rules and integrations — ensures that data quality automation will improve overall data quality. Read More...

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