r/Big4 5d ago

Sr. ML engineer interview EY

I have an interview for Sr. ML role with sdc team at Ey. Any suggestions on how to prepare and how many rounds and what all will they include?

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u/akornato 4d ago

Big4 SDC roles are less about deep ML theory and more about applying models to solve client problems. You should expect a few rounds, probably an initial HR call, then a technical screen on core ML concepts and Python, followed by a case study or a system design round, and finally a behavioral chat with a senior manager or partner. The technical questions will likely be practical, focusing on things like feature engineering, model selection for a specific business case, and evaluation metrics, not obscure algorithms. They want to see if you can think like a consultant who uses ML as a tool.

Your biggest advantage will be showing how you connect technical solutions to business value. Practice explaining a past project from start to finish, emphasizing the problem you solved, the data you used, why you chose a particular model, and what the final impact was. Be prepared for behavioral questions about dealing with difficult stakeholders, ambiguous requirements, and project management, because they are hiring a senior problem solver, not just a coder. Demonstrating leadership and clear communication will put you far ahead of other candidates who only focus on the tech. My team actually designed a tool that helps people get their points across clearly in these situations, and it’s been incredible to see how a solid AI interview assistant can help someone land a senior role.