An experiment is a pure JavaScript snippet which is tested against some users in order to test whether the change improves the site.
An experiment has advanced configuration possibilities like conflicts or the machine learning which are available for special use cases.
The reports use tags in charts which should help to compare overall success. This is very helpful if following certain strategies and need to measure the success. Using tags is very easy.