Kendall's τ can be interpreted as a simple function of the probability of observing concordant and discordant pairs (Kerridge 1975).
it is the difference between the probability that in the observed data two variables are in the same order versus the probability that they are in different orders (the probability is rescaled to range from −1 to 1 as is customary for correlation; see equation 1).