I am setting the Identity ID through the SDK code. How can I view it on the Dashboard?

On Branch's end, you can utilize Branch's Live Feature to see the real-time data-flow to Branch Servers via the SDK to verify the recording of particular App Install/Open and see the corresponding attribution for your identity id as well.

Furthermore, you can also export the data using Daily Exports and check for the developer's identity column there.