Master 25 Data Engineer interview questions covering pipelines, ETL, SQL optimization, and distributed systems.
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Helen Lee is a freelance data analyst and writer. She has over 15 years of marketing experience working for companies and clients in financial services, quick-service restaurants (QSR), consumer packaged goods (CPG), and education technology.
Some working in the industry may think that Data Engineers and Data Scientists have some overlap in skills and possibly responsibilities. At the minimum, Data Engineers should have a general understanding of what type of projects Data Scientists work on. At a high level, the two positions differ in that Data Engineers deal with the maintenance, architecture and overall preparation of data for analytical purposes, while Data Scientist create use statistical and machine learning methods to glean learning from the data. As Data Scientists rely heavily on the work of Data Engineers, hiring managers may want to understand how you have interacted with them in the past and how well you understand their skills and work.

Helen Lee is a freelance data analyst and writer. She has over 15 years of marketing experience working for companies and clients in financial services, quick-service restaurants (QSR), consumer packaged goods (CPG), and education technology.
"In most of my positions, I have had the opportunity to work with Data Scientists. I met with many of them on a regular basis to better understand their roles and to aid them with their projects. I found that it was not difficult to work with them, because we both understood analytics and were trained in some of the same programming languages. Having these overlapping skills allowed me to more easily understand the Data Scientist's data needs, while she understood the limitations of our infrastructure and the data available. "
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