Version 1.2.1 of PCSX2 needs Visual Studio 2013 Redistributable files which, for some reason, will not install.
If you try to start PCSX2 without the above, PCSX2 errors (of course) complaining that the following files are missing: MSVCR120.dll, w32pthreads.v4.dll, and MSVCP120.dll