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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. Katie Bauer!‏ @imightbemary Feb 12

      The surest sign that a company has no idea how to work with Data Science is requesting Insights™ as its primary output. You can tell just from the word--it's vague and sort of mystical, which is not exactly how you want to describe your quantitative teams

      14 replies 43 retweets 423 likes
      Show this thread
    2. Katie Bauer!‏ @imightbemary Feb 12

      Yes, data analysis is about convincing someone (perhaps yourself) that something is or isn't true, but it takes a special kind of talent to do it consistently. It's easier to remember your analyses that changed someone's mind because it's easier to remember unusual events

      1 reply 1 retweet 24 likes
      Show this thread
      Katie Bauer!‏ @imightbemary Feb 12

      That's definitely been the case for me, at least. I've done a lot of analysis over the course of my career, and I can only think of a handful that meaningfully changed the conversation around a subject

      4:03 PM - 12 Feb 2021
      • 2 Retweets
      • 19 Likes
      • John Joo Hesam Haddad Óscar Villa Michael Epstein Black Women In Data Ved animated JPG Devansh Khandekar Rohan
      1 reply 2 retweets 19 likes
        1. New conversation
        2. Katie Bauer!‏ @imightbemary Feb 12

          I've been mulling over what I think the alternative to Insights™ should be and while I have yet to come up with a satisfying conclusion, I do think one of the biggest flaws of the DS-As-Insights-Generators model is that it's a narrow strategy

          2 replies 1 retweet 20 likes
          Show this thread
        3. Katie Bauer!‏ @imightbemary Feb 12

          If your job is to ensure data is a part of the decision making process at your company, you probably won't achieve it with artisanal Insights handcrafted by a data scientist. Maybe if you work for a magical company where the DS-stakeholder ratio is 1-to-1, and if you do--hey hmu

          1 reply 3 retweets 35 likes
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        4. Katie Bauer!‏ @imightbemary Feb 12

          One of our unique strengths as DSes is getting data into a shape where the signal is differentiable from the noise, so maybe we should direct our energy towards creating environments where data is widely accessible and hard to use wrong

          1 reply 5 retweets 77 likes
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        5. Katie Bauer!‏ @imightbemary Feb 12

          That's the promise of self-serve analytics, I suppose. But IMO such initiatives focus too much on making it possible for everyone to be a data scientist, when in actuality they should make data scientists unnecessary in as many situations as possible

          1 reply 2 retweets 36 likes
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        6. Katie Bauer!‏ @imightbemary Feb 12

          And don't get me wrong, data scientists still have tremendous influence in a world like that. You make what you measure, so designing the datasets, metrics, procedures, dashboards, etc. that other teams use gives a DS tremendous influence over where the company puts its focus

          1 reply 2 retweets 22 likes
          Show this thread
        7. Katie Bauer!‏ @imightbemary Feb 12

          Stepping up as owner of these things, really taking responsibility for their quality, reliability and improvement over time--it gives you way more leverage than a dropping few Insights every quarter, even if the Insights are Actionable®

          5 replies 3 retweets 39 likes
          Show this thread
        8. End of conversation
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        2. Dr. Russell S. Pierce‏ @RussellSPierce Feb 13
          Replying to @RussellSPierce @imightbemary

          Put another way, in aiming for insights (a lofty hard to reach goal) don't we necessarily fill many other needs along the way?

          0 replies 0 retweets 0 likes
        3. End of conversation

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