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I believe it's not possible to unassociate business intelligence to project management, in order to learn lessons from the past, assess the present and project the future.
With rise of CRM, Big Data, BI, Analytics and Cloud, every business's database regardless of the size and the type would end up being a Bid Data Warehouse with all its issues including security. The question here is: which data warehouse model would be suited for your project? Our Post Office Project addresses such issues with what we believe is the future of Big Data warehouse:
http://crmdatafarm.com/index.html
http://crmdatafarm.com/TierCloudPage.html
One cannot simply list dimensions and facts. These all depends on what you are measuring and against what. By looking into the existing reports one can identify the dimensions and facts.
You can use fact to save earned value mesures, actual cost vs planned cost and % progress of milestones. Dimensions can be date, milestones, employess ... etc