Assess students' ability to apply real options analysis to R&D investment decisions: identify relevant option types (defer, expand, abandon, switch), formulate the underlying stochastic value drivers, select and implement appropriate valuation methods (binomial, Black‑Scholes approximations, Monte Carlo), compare results to NPV, perform sensitivity analysis, and derive managerial recommendations under budget and timing constraints.