Hard-level research interview questions covering advanced methodologies and complex analysis. Q1: Explain Bayesian vs. Frequentist approaches to statistics. Answer: Bayes' Theorem: $$P(\theta|D) = \frac{P(D|\theta) \times P(\theta)}{P(D)}$$ When to Use: Frequentist: Large samples, no prior knowledge Bayesian: Small …