JMP Bubble Plot displays are used to evaluate non-random variation in the classification of patients on Army Hospital inpatient units, and how nursing workload compares to reported staffing levels. The multi-dimensional visualization of nursing workload and staffing data will aid Nurse Methods Analysts and Nursing Leadership in identifying the root causes of these variances and developing methods to improve data quality.