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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 29 Sep 2020

      The good news is that there's One Simple Trick for getting your bearings quickly. If you understand the business model of your company or the product you're working on, everything is a lot easier.

      1 reply 0 retweets 6 likes
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    2. Katie Bauer!‏ @imightbemary 29 Sep 2020

      To determine your business model, ask yourself what your users or customers need to do for your team to be successful. Sometimes this is directly tied to money (the user needs to see ads so we can generate revenue), sometimes it's not (the user needs to create new content).

      1 reply 0 retweets 3 likes
      Show this thread
    3. Katie Bauer!‏ @imightbemary 29 Sep 2020

      Knowing what you need users to do makes it easier to measure their relevant behaviors, and for many business models, there are canonical metrics you should track. A resource I like for this is the book Lean Analytics.https://www.amazon.com/Lean-Analytics-Better-Startup-Faster/dp/1449335675/ …

      1 reply 0 retweets 6 likes
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    4. Katie Bauer!‏ @imightbemary 29 Sep 2020

      Once you've got metrics, you can get into benchmarks. It's obvious that you should compare yourself to competitors in your vertical, but how do you compare to non-competitors that have the same business model?

      1 reply 0 retweets 6 likes
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    5. Katie Bauer!‏ @imightbemary 29 Sep 2020

      This isn't to tell you where you should be, per se, more of a way of understanding how other businesses use these metrics to measure their strategy. To make this a little more concrete, let's compare two hypothetical businesses.

      1 reply 0 retweets 3 likes
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    6. Katie Bauer!‏ @imightbemary 29 Sep 2020

      Company A sells a subscription box for hiking snacks called GORPorate. Company B is a productivity suite called SrsBsnss. Both are fundamentally based around subscriptions, and as a result, both care about conversions and churn, as well as customer acquisition costs.

      1 reply 0 retweets 1 like
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    7. Katie Bauer!‏ @imightbemary 29 Sep 2020

      GORPorate is direct-to-consumer (DTC) and SrsBsnss exclusively relies on enterprise clients, meaning their margins per customer are vastly different. As a result, each company will place more importance on conversion and churn.

      1 reply 0 retweets 1 like
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    8. Katie Bauer!‏ @imightbemary 29 Sep 2020

      This will of course depend on where their businesses are at, but you'd generally expect GORPorate to focus more on conversions, generating revenue through volume. If customers churn, it's not that big of a deal because getting someone to pay for a $30 box of snacks is fairly easy

      1 reply 0 retweets 1 like
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    9. Katie Bauer!‏ @imightbemary 29 Sep 2020

      On the other hand, SrsBsnss depends on huge corporate contracts. Maybe they only have a dozen or so customers who provide all their revenue. This means losing one customer could be catastrophic, and as a result they worry more about churn.

      1 reply 0 retweets 1 like
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    10. Katie Bauer!‏ @imightbemary 29 Sep 2020

      Unsurprisingly this also means that SrsBsnss is willing to spend a lot more money on their customers than GORPorate so they'll tolerate higher customer acquisition costs. A couple expensive dinners with prospective clients is worth it if it lands you a reliable long term contract

      1 reply 0 retweets 1 like
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      Katie Bauer!‏ @imightbemary 29 Sep 2020

      SrsBsnss's tolerance for higher CAC and focus on controlling churn may also lead them to build more customer-specific features or programs into their business. GORPorate might offer flash sales or discounts to certain customer segments, but more than that is probably a bad idea

      9:03 AM - 29 Sep 2020
      • 1 Like
      • Zarni Htet
      1 reply 0 retweets 1 like
        1. New conversation
        2. Katie Bauer!‏ @imightbemary 29 Sep 2020

          These are fundamentally similar tactics--giving the customer who provides consistent payment more value for the same price--and they're both likely to be implemented to reduce churn. Similar metrics, wildly different strategies for moving them.

          1 reply 0 retweets 1 like
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        3. Katie Bauer!‏ @imightbemary 29 Sep 2020

          At any rate, keeping business models top of mind will change your game as a DS. It keeps you grounded and focused on using your specialized DS skills on delivering value for your company, and business people like working with people who seem like they get it.

          1 reply 0 retweets 3 likes
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        4. Katie Bauer!‏ @imightbemary 29 Sep 2020

          If you're looking for a free resource, this article is a great starting place. Invest some time in reading through the resources linked therein, and you'll have a great framework for that domain expertise that's so underrated.https://towardsdatascience.com/10-reads-for-data-scientists-getting-started-with-business-models-78e6a224fd66 …

          0 replies 0 retweets 7 likes
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        5. End of conversation

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