The upcoming United Arab Emirates Mission to the Asteroid Belt (EMA) will conduct flybys of six asteroids and conclude with an extended rendezvous with a seventh target, Justitia. Of the seven targets, five have previously been assigned taxonomic classifications based on the slope and absorption features observed in their reflectance spectra, though past surveys have reported conflicting results for some. Asteroid taxonomic classification provides insight into the surface composition and potential origin of these bodies. We collected 0.45-0.95 m spectra of the EMA targets with the 4.3-meter Lowell Discovery Telescope (LDT) and spectrophotometry for a subset of the targets using the LDT and the 0.5-meter TiMo (Titan Monitor) telescope at Lowell Observatory. We have observed five of the seven targets and plan to observe the final two in the coming months. In this study, we present new ground-based spectral observations of the EMA targets, including updated interpretations for both previously unclassified and classified objects using Bus-Binzel (2002) taxonomy. These results refine our understanding of the compositional diversity of these targets and help inform expectations for the mission's upcoming in situ investigations.