The specs look good. But what is the history of this PC?
Did it once have another system? Which?
The reason I ask is because some versions of Linux may mess with the disk in a way that makes in impossible to start up Windows install.
If you have another PC, try making a DVD with he Windows 7 ISO. And please tell us how you got the ISO? Did you buy it from Microsoft?
There is the possibility that either the USB stick is bad or the ISO image is bad.
Is this the method you used?
You Tube Video - Windows 7 from USBWith more details, you can get more specific answers.