Statistical modeling of nuclear materials holdup in processing facilities can play an important role in materials accounting. Detailed knowledge of process operation, variability of process conditions, quality of measurements, and measurement standards impact the value of model-based estimates. Recognition of both the benefits and the limitations of model-based estimates and the periodic updating of such estimates are essential to maintaining a credible holdup estimation model.