The ability to leverage organizational expertise is a critical success factor in most forms of knowledge work. However, expertise is an exceedingly difficult resource to manage. The design of computer-based support for knowledge management requires extensive, costly and inefficient cycles of knowledge elicitation to generate a reasonable knowledge map. We propose an alternative approximation technique which reduces these costs, while providing functionally equivalent data. In this...