Nah, it literally grew from managers bragging very often about how much efficient they are, even though the facts were showing the very opposite of that.
I'm surprised "British scientists" meme has a good Wikipedia article in English[0].
P.S. Runet's memepedia Lurkmore redirects from "Efficient manager" to Stalin page.
"Efficient management" is a meme in Russian IT industry.