This dissertation is comprised of three chapters. The first chapter discusses estimation with a categorical instrumental variable in settings with potentially few observations per category. The second chapter develops robustness properties of natural exponential family pseudo maximum likelihood estimands. The third chapter considers discrete choice demand estimation with estimated market shares.