Multiperiod optimization models are typical in portfolio management. Prominent examples include fund construction, the investment/consumption problem for individual investors, and asset/liability management for global financial organizations. Powerful optimization technology can expand the range of solvable portfolio applications, especially for investment problems over time. Three primary frameworks-stochastic control, stochastic programs, and optimizing simulators-have their particular advantages. Advanced optimization tools will be useful in many future applications.