I am using Android Studio/IntelliJ to build on an existing Android project and would like to add some simple JUnit unit tests. What is
Android Studio/IntelliJ
Android
JUnit
Please see this tutorial from the Android Developers official site. This article also shows how to create mock-ups for your testing.
By the way, you should note that the scope of the dependencies for simple JUnit test should be "testCompile".