Render EXR with proper alpha channel

Can any render experts tell me how to get an alpha channel? I’ve enabled 16 bit EXRs in my Movie RenderQueue settings and using Deferred Rendering. What else is necessary? When I open the EXR in photoshop my alpha channel is solid black.