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" ... Clouds require signi cant programming and system administration support. "Effectively utilizing virtualized cloud environments requires at a minimum: basic system administration skills to create and manage images; programming skills to manage jobs and data; and knowledge and understanding of the cloud environments. There are few tools available to scientists to manage and operate these virtualized resources. Thus, clouds can be difficult to use for scientists with little or no system administration and programming skills." ... "