This document summarizes a study on vibration analysis of a single row ball bearing for predictive maintenance applications. The study analyzed vibrations from the bearing under different load and speed conditions, as well as with and without a misaligned coupling. It was found that acceleration increases linearly with both load and speed for a properly aligned coupling. With a misaligned coupling, acceleration increases more significantly with load and speed. The results indicate vibration analysis can help detect faults and monitor damage by analyzing how acceleration changes with operating conditions.