We apply metaheuristics to NP-hard optimization problems when we have large data sets. Often, these occur in multi-objective settings. Metaheuristics from my research include genetic algorithms, tabu search, and particle swarm optimization. These metaheuristics have been applied to a wide variety of research topics.