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imightbemary's profile
Katie Bauer!
Katie Bauer!
Katie Bauer!
@imightbemary

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Katie Bauer!

@imightbemary

Wrong but useful. Working @Twitter, tweeting about data science and people management. "Wait, it's all her views?" 🌎 👨‍🚀🔫👨‍🚀 "Always has been"

Joined September 2010

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    1. Tristan Handy‏ @jthandy Aug 29

      New roundup issue: Data Mesh, Contracts, and Distributed Ownership.https://roundup.getdbt.com/p/data-mesh-contracts-and-distributed?r=23p7n&utm_campaign=post&utm_medium=web&utm_source=twitter …

      5 replies 10 retweets 74 likes
    2. Katie Bauer!‏ @imightbemary Aug 29
      Replying to @jthandy

      Really appreciated the discussion around what decentralized ownership of code and knowledge means in practice! It matches up well with some things I've written about before

      1 reply 0 retweets 1 like
    3. Katie Bauer!‏ @imightbemary Aug 29
      Replying to @imightbemary @jthandy

      From what I've read, the idea of the data mesh is focused mostly on warehousing, and I generally think that's right. Shared data models are a high leverage place to attempt to standardize knowledge because downstream analysts, DS and business users don't even know it's happening

      1 reply 0 retweets 2 likes
    4. Katie Bauer!‏ @imightbemary Aug 29
      Replying to @imightbemary @jthandy

      But all the problems you cite can manifest themselves in code for analysis too! Data people love to bemoan how their analysis patterns are too unique or custom for standardization, and while I'm sympathetic, I'm not convinced it's impossible

      2 replies 0 retweets 1 like
    5. Katie Bauer!‏ @imightbemary Aug 29
      Replying to @imightbemary @jthandy

      In many cases, the assumptions of an analysis framework or statistical model are function like the integration points or APIs you mention, and some of the biggest problems arise from practitioners not understanding or willfully ignoring those assumptions

      2 replies 0 retweets 1 like
    6. Katie Bauer!‏ @imightbemary Aug 29
      Replying to @imightbemary @jthandy

      Just look at A/B tests. They are an incredibly widespread form of standardized data analysis, and one of the things that is most likely to make them worthless interpretation-wise is a violation of the stable unit treatment value assumption

      1 reply 0 retweets 2 likes
      Katie Bauer!‏ @imightbemary Aug 29
      Replying to @imightbemary @jthandy

      I like the idea of the data mesh, but it's only one piece of the puzzle. Data warehouses being a type of data product that connect to other data products (like experimentation platforms or funnel analysis tools) through standardized APIs is IMO a helpful extension of the concept

      8:14 AM - 29 Aug 2021
      • 3 Likes
      • Data Mesh Learning Community 😷 Christopher Peters 💉 R Sanjabi
      0 replies 0 retweets 3 likes

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