This paper reviews the early axiomatic treatments of quasilinear means
developed in the late 1920s and the 1930s. These years mark the begin
ning of both axiomatic and subjectivist probability theory as we know
them today. At the same time, Kolmogorov, de Finetti and, in a sense,
Ramsey took part in a perhaps lesser known debate concerning the notio
ns of mean and certainty equivalent. The results they developed offer
interesting perspectives on computing data summaries. They also antici
pate key ideas in current normative theories of rational decision maki
ng. This paper includes an extended and self-contained introduction di
scussing the main concepts in an informal way. The remainder focusses
primarily on two early characterizations of quasi-linear means: the Na
gumo-Kolmogorov theorem and de Finetti's extension of it. These result
s are then related to Ramsey's expected utility theory, to von Neumann
and Morgenstern's and to results on weighted means.