Device variability due to sub-wavelength lithography, layout complexity, and random effects is impacting manufacturable design. Defects, aging, and noise must also be accounted for in design and manufacturing. Characterization structures to quantify these effects, measured behaviors, the resulting models, and design and tools mitigation actions are presented in this paper.