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This presentation discusses the current dilemma with respect to Open Educational Resources (OER) search. It introduces existing OER search methodologies and highlights their weaknesses. The Desirability framework for parametrically measuring the usefulness of an OER is also discussed. The desirability framework uses the D-index to measure the openness, accessibility and relevance of an OER. OERScout, a text mining based faceted search engine is introduced for improved OER search. It uses autonomously identified domain specific keywords, the D-index and faceted search to allow focused OER search.