The fingerings used by keyboard players are determined by a range of e
rgonomic (anatomic/motor), cognitive, and music-interpretive constrain
ts. We have attempted to encapsulate the most important ergonomic cons
traints in a model. The model, which is presently limited to isolated
melodic fragments, begins by generating all possible fingerings, limit
ed only by maximum practical spans between finger pairs. Many of the f
ingerings generated in this way seldom occur in piano performance. In
the next stage of the model, the difficulty of each fingering is estim
ated according to a system of rules. Each rule represents a specific e
rgonomic source of difficulty. The model was subjected to a preliminar
y test by comparing its output with fingerings written by pianists on
the scores of a selection of short Czerny studies. Most fingerings rec
ommended by pianists were among those fingerings predicted by the mode
l to be least difficult; but the model also predicted numerous fingeri
ngs that were not recommended by pianists. A variety of suggestions fo
r improving the predictive power of the model are explored.