Grand challenges in materials science include the accelerated design of materials with exceptional properties for use in applications that span from microelectronics to large structures used in airplanes. Examples of desired properties include high-strength and high-formability, resistance to creep, fatigue, radiation, and high-thermal loading. The design of materials that meet such properties requires integration of experiment, modeling, simulation and analysis across multiple scales: from DFT to macroscopic levels.