The use of the Random Decrement Technique (RDT) for estimating panel damping loss factors ranging from 1% to 10% is examined in a systematic way, with a focus on establishing the various parameters one must specify to use the technique to the best advantage.Throughout, loss factors are estimated in full or 1/3rd octave frequency bands with standard 1/3rd octave center frequencies. The full octave filters, which are more computationally efficient than the 1/3 rd octave filters, are chosen in the experimental analysis of the damped plates with varied loss factor levels. I would like to thank Dr. Saeed Farokhi for motivation he provided this last year. The conversations on our way back from classes were some of the most enlightening moments of my day. Thank you for serving on my committee.