I'm trying to create a multidimentional database from a preexisting database using SQL Server Analysis Services. My problem is that the original database stores all information on a varchar field called "value". What's in that field depends on another field that holds the type of statistic. So I can have for example a fact with statistic_type "number of products sold" with value 1000 and another with type "cost of material bought" with value 5000. The values can have completely differentic meanings, some are numeric values, others are percentages and others are strings.
How do I turn those into measures. Should the statistic_type be a dimension of the cube and have the value as a measure? Does a measure always need to have a numeric value? Should I separate the fact table amoung several tables, one for each type of statistic? Or is there some sensible way to create a cube using just the one table.
It's the first time I'm working with multidimentional databases and SSAS so I'm a little lost.