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Reflecting on My First Year in Consulting
As 2025 approaches, I’ve been reflecting on my first year as a data science consultant. It’s been an exciting journey filled with growth, challenges, and opportunities.

At ShinyConf 2025, I had the joy of speaking to an audience of nearly 800 about what it means to design user-centric Shiny apps through thoughtful client conversations, intentional UI/UX strategy, and Gherkin-style user stories. In this post, I’m sharing a few takeaways from that warmly received session, along with free, customizable templates to help you bring a more human-centered approach to your own data products.
As 2025 approaches, I’ve been reflecting on my first year as a data science consultant. It’s been an exciting journey filled with growth, challenges, and opportunities.