data science
![Modern data architecture allows you to have your cake and eat it, too](https://cdn.prod.website-files.com/6130fa1501794e37c21867cf/64b1bf396a0269e69f0f3af8_org_problems_are_tech_problems.png)
Modern data architecture allows you to have your cake and eat it, too
How data technologies circumvent ugly tradeoffs and satisfy competing priorities.
![Data analyst vs. data engineer vs. data scientist](https://cdn.prod.website-files.com/6130fa1501794e37c21867cf/648cd25fab4cda58752dc894_What%27s%20in%20a%20title_%20Differences%20between%20data%20engineers.png)
Data analyst vs. data engineer vs. data scientist
For the best staffing and team-building results, respect the differences between types of data professionals
![When are you ready for artificial intelligence and machine learning?](https://cdn.prod.website-files.com/6130fa1501794e37c21867cf/64760a409b99bf0a777182d1_ML%20Roadmap.png)
When are you ready for artificial intelligence and machine learning?
How to chart a roadmap to the pinnacle of data science
![Applying lessons from BI to data science](https://cdn.prod.website-files.com/6130fa1501794e37c21867cf/6462737e2ab7129cbfbab6d5_220920-ApplyingLessonsFromBItoDataScience-BlogCard-01.png)
Applying lessons from BI to data science
Data practitioners should bring best practices from BI, especially automated data integration, to data science.
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