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Today i’m looking through a financial mathematics exam (quant) which is something I didn’t personally take during undergrad. This is essentially math major vs. finance exam. Topics covered include probability, stochastic process, markov chains, random walk, volatility modeling and brownian motion.
You can find the questions as part of MIT open courseware, the lecture notes may help in finding the answers. https://ocw.mit.edu/courses/mathematics/18-s096-topics-in-mathematics-with-applications-in-finance-fall-2013/index.htm
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This is what a finance exam looks like at university