SQL Server Troubleshooting: Could Not Find Database Engine Startup Handle Error During installation

This incident occurred while trying to install Microsoft SQL Server 2012 sp1 in Windows 2012 R2 server machine.

Below is the error that stops installation of Database Engine and other dependency services installation.