Disability Insurance (DI) programs have long been criticized for their apparent work disincentives. As such, there has been a large debate of whether individuals on DI receipt are capable of work. In this thesis, I provide new estimates of the additional earnings and labor supply potentials of Norwegian DI recipients. By using a propensity score matching method, I reweight the sample of rejected DI applicants in order to estimate the counterfactual outcomes of DI beneficiaries if they had not been awarded DI benefits. I find that Norwegian DI recipients exhibit limited earnings and labor supply potentials. I also find evidence of rejected applicants not necessarily serving as a valid control group for allowed applicants. In the years after ...