What's the most beginner-friendly Linux distro?

There are hundreds of Linux distributions out there each varying in their purpose of use and the level of expertise the user needs.

There are tools like DitroWatch to help users narrow down their options, but, still, choosing the right one could be quite a challenge.

What are some of the Linux distros you would recommend to users switching from other OS with no prior knowledge?