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SANS has published an [IT code of ethics](https://www.sans.org/security-resources/ethics)

Ethics and the IT Professional

Educause

**Data Minds** are *data producers* (predominantly Data engineers) who *build infrastructure and data products* for consumption by business users or end users. **Business minds** are *data consumers* of this made-available data that *perform analysis* to aid in business decisions or strategies. Both of these minds view data differently based on their roles, and their view of data quality is very different, as are their measurement and observations made. Different personas ( Data Engineers, Scientists, Data Stewards, Data Analysts, etc.) look at the same data through different lenses; however, they still need to come together and collaborate to win. This support of various personas is foundational and critical for better business outcomes and to enable organizations to become more data-driven.

What Is Modern Data Quality?

Vanitha

That’s a lot to take in, but this image can help you visualise it: ![](https://www.fluentin3months.com/wp-content/uploads/2021/09/german-prepositions-info-683x1024.jpg)

German Prepositions – The Ultimate Guide (with Charts)

George Julian

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