Comment by judge2020
I was going to call this anecdotal evidence based on it never appearing in the top 100 (or so) Nielson rated TV shows for a year, based on the lists for 1984-1995 here[0].
However, it looks like PBS never signed up for Nielson until 2009, so we have limited/no public data on viewership of The Joy of Painting (or Sesame Street, etc for that matter).
http://www.thetvratingsguide.com/2020/02/tvrg-ratings-histor...
There's a lot of TV shows out there, even in the 80s and 90s, and plenty of ways for celebrities to have their image and reputation bolstered. Ratings aren't reliable in trying to measure someone's notoriety.
Growing up in the late 80s/90s, and mostly outside of the US, I can't remember a time when I didn't know who Bob Ross was.