This research paper provides a comprehensive examination of data pre-processing methods specifically tailored for the analysis of extensive building operational data. It covers a wide range of pre-processing techniques within the domains of Audio, Video, and Text analysis, delving into their impacts on accuracy. The study also addresses multifaceted challenges inherent to voice recognition, emotion detection through speech and text, facial recognition, unique text identification, and image segmentation