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Has the term developer advocacy ever left you scratching your head? This week data science developer advocate for JetBrains, Dr. Jodie Burchell, joins Jon Krohn to shed light on her responsibilities and why it's a role you might want to consider. Jodie also dives into building reproducible data science workflows and the keys to working effectively with real-world data.This episode is brought to you by Iterative (iterative.ai), the open-source company behind DVC. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:\u2022 Jodie\u2019s background in psychology [2:22]\u2022 Jodie's tips for real-world data preparation [6:55]\u2022 Tour JetBrains' developer tools: PyCharm, DataSpell and Datalore [10:41]\u2022 What is a data science developer advocate? [38:47]\u2022 The books that Jodie's co-authored [46:18]\u2022 Jodie's favorite Python libraries [58:33]\u2022 How to have reproducible data science workflows [1:01:36]Additional materials: www.superdatascience.com/629