## Advanced Analytics

OBIEE 12c gives you the capability of working with statistical and R functions right from the ‘Edit formula’ pane. While I have found that this new feature was still not very user friendly, it’s a lot easier than making this functionality work in 11g. For example, to create a simple Trendline with 11g, the developer had to slowly build each step of a calculation to find the slope of a line, and then find the Y intercept. With these answers in hand, the results had to be carefully placed on a graph, so that it could render meaningful results. If you require statistical graphs within OBIEE, 12c may be a great fit for you. For example, below is a graph showing four different Trendlines:

The Criteria for building these four lines would be very intense in 11g; but in OBIEE 12c, it contained only five columns: one for the Calendar Year, and one for each Trendline. The Trendlines were created one at a time, by inserting the new “Analytics” Function in the column’s formula (see below).

## Data Mashup

This is a dream come true to many of us, though it requires an optional data visualization license. With this new functionality, you are able to use OBIEE along with any excel spreadsheet (XSA) saved on your machine.

You can add a spreadsheet to OBIEE from two areas:

- When you are creating an analysis (in the Criteria tab, and then choosing to add data source as shown below), or
- By going to the Visual Analyzer Home Page.
As this blog focuses on Answers, I will review the first option here.

There are three possible ways of analyzing a spreadsheet in Answers. You either want to:

- Analyze the spreadsheet by itself, or
- Use attributes from the spreadsheet along with fact data from your enterprise system, or
- Use fact data from your spreadsheet along with attributes and facts from your enterprise system.

For options 2 and 3 to work properly, it is important that your joins are properly matched (watch your cardinalities!) from your spreadsheet to your enterprise data. Also, as usual, option 3 will only work along with another fact table when the two tables are joined to a conformed dimension. Cardinalities and conformed dimensions are items that we generally take for granted when working on front-end OBIEE, because these points have been carefully handled during RPD modeling. Since the spreadsheet modeling has to be done in the front end, special caution must be used when modeling them in order to avoid “exploded” results, or simply inaccurate results.

Source: http://www.rittmanmead.com/2016/03/obiee-12c-your-answers-after-upgrading/