Hello, there! Thank you for sharing! The interview process is designed to be thorough and get you familiar with the type of questions and channels that you may be handling if you were to work in that position. It’s important for potential candidates to be completely aware of the type of work that they might endure before working in that role. The role of the Data Scientist at Shopify is unique in that our recruiters look for individuals with strong technical experience, coding knowledge and analytic skills. These skill sets are important as Data Scientists are responsible for analyzing big data and building models to be prepared for production. These responsibilities go beyond the role of the Data Analyst. We do recognize that this may not have been evident during the application process, but we will continue to do our best to ensure that clarity is listed early on. We are constantly looking to evaluate our hiring process, so your feedback is greatly appreciated. Thank you again for sharing your feedback.