Total Assessment Cost with Different Cost Models

By William Webber

In my previous post, I found that relevance and uncertainty selection needed similar numbers of document relevance assessments to achieve a given level of recall. I summarized this by saying the two methods had similar cost. The number of documents assessed, however, is only a very approximate measure of the cost of a review process, and richer cost models might lead to a different conclusion.

One distinction that is sometimes made is between the cost of training a document, and the cost of reviewing it. It is often assumed that training is performed by a subject-matter expert, whereas review is done by more junior reviewers. The subject-matter expert costs more than the junior reviewers—let’s say, five times as much. Therefore, assessing a document for relevance during training will cost more than doing so during review.

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