A slowly changing dimension approach is not always the right choice

First of, what is a “a slowly changing dimension”. A slowly changing dimension is a table in which you record changes over time using start and end dates to mark each period of change. This approach is also known as a “type 2 dimension”, but seeing as this is a rather technical term and less self-explanatory I will use the term “slowly changing approach”. A example of where you might want to use this approach is “employee contract information”. The figure below illustrates two contracts each regarding the same employee but a different period in which they were active:

More information regarding this method can be found here. This is a very powerfull way to record history. However, as we concluded in my previous post, this way of recording changes is not very well supported by most clients (Excel in particular). Getting to information quicker and more “user friendly” is our (business intelligence consultants) primary goal. So what are the alternatives? Well, as always, this depends on the scenario. What I would like to share with you is how one scenario might scream the “slowly changing dimension” approach while it is actually more suitable for a different approach.

The example business scenario is “service management”, in particular tracking the progress of registered cases. Each case has a status which tells us where the case is in the process. Each case can have the following statuses: Unassigned – Assigned – In Progress – Testing – Delivered (for the sake of simplicty I have chosen for a small set of statuses). The main questions the customer wants be able to answer are:

  • The duration of each case in each status.
  • The total case duration.
  • The total time to fix (equals the duration of “Unassigned” plus “Assigned” plus “In Progress” plus “Testing”)

Using the “slowly changing dimension” approach our model would look like this:

The business user would be able to easily see the case duration by selecting the column “Duration in hours”. Answering the question “What is the total time to fix” is more difficult, here the business user has to be aware of the start date and end date that marks each status change. He or she will have to use the column “Is current status” in combination with the column “Time to fix” to answer this question.

Here is an alternative model which I think better fits the scenario:

Using the model shown above the business user can answer all of the stated question by simply selecting the appropiate column without any “special” conditions.

The business user should not need to be aware of any conditions to answer any of the stated questions. This is, what I think, should be the driving force behind every dimensional model you design. The choice for a modeling technique should be business driven. Always go back to the set of questions they want to get answered. You will most often be suprised to see that it is not that complex.


One thought on “A slowly changing dimension approach is not always the right choice

  1. Thank you for sharing. But I may think you got wrong some concepts, duration in hours and time to fix are metrics to be in the fact table, actually your proposal (second image) could be the fact table that just point to the Cases dimension and the statuses you mention is just a degenerated dimension. Good example, but wrong subject (my opinion).

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