This is a guest post from Michael Thomas, Chief Data Scientist at Ketchbrook Analytics. At Ketchbrook, Michael and his team help businesses gain significant competitive advantages by leveraging data effectively. Keep in touch with Michael on LinkedIn.

Shiny apps are incredible tools for bringing data science to life. They can help communicate your analysis to non-technical stakeholders, or enable self-service data exploration for any audience. At <a href=“https://www.ketchbrookanalytic