To reuse an imported dataset, there are three options I’m aware of:
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Report in the Power BI Service. This refers to using the web interface for creating a new report separate from the original PBIX file.
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Analyze In Excel. This refers to creating an Excel report and can currently be used by anyone with read or edit access to the dataset. Hence, very useful for self-service BI purposes.
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Power BI Service Live Connection. This refers to creating a Power BI Desktop report. This option can currently only be used by people with edit permissions on the dataset (so not appropriate for broad self-service BI reporting at this time).
Click through for a detailed demonstration of each.