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Usually it’s like a case study or panel with various team members.
Financial analyst is a vague term- we would need to know what you actually will do to help you
I applied to be part of their financial planning and analyst team so working with budgeting, planning, and forecasting
Aren’t these quant firms ? In which case I would say brush hard on your probabilities, stats, discrete maths and algorithms in your programming language of choice. You should expect to be tested quite thoroughly before they give you an offer.