To create a new dashboard got to "Dashboards" (top) and click on "Create Dashboard" on the left.
Just fill in the desired name of the Dashboard and click "Create".
The next screen shows the new empty dashboard:
Now we can add new reports by selecting it at the "-- Select a Report --"-Dropdown and pressing the "+"-Button on the right.