Planned Preventive Maintenance (PPM) and Unplanned (UPM) are the most common types of facility maintenance. This paper analyzes current trends status Facility Management (FM) practice at higher education institutions by proposing a systematic data-driven methodology using Natural Language Process (NLP) approaches, statistical analysis, risk-profile outlier analysis. study utilizes descriptive d...