Methods for studying droplets in models with quenched disorder are critical
ly examined. Low-energy excitations in two-dimensional models an investigat
ed by finding minimal energy interior excitations and by computing the effe
ct of bulk perturbations. The numerical data support the assumptions of com
pact droplets and a single exponent for droplet energy scaling. Analytic ca
lculations show how strong corrections to power laws can result when sample
s and droplets are averaged over. Such corrections can explain apparent dis
crepancies in several previous numerical results for spin glasses.