Course Application report pulling all fields

Our group would like to see a report that downloads all fields in the course application to a CSV across various time frames to include calendar year/fiscal year or specific periods. Once downloaded the ability to sort by various fields is a must. Current reports include completion data, not the actual fields from the course application.
Under admin>course-applications>administer
When you download the course application fields aren’t included.

How are others addressing compilation of this type information?

Agreed! We’ve been trying to get a more complete report for a while now. What you see on the web page doesn’t match the CSV file.