NOTE
I decided to post this here instead
But leaving as a breadcrumb.
I have found two ways to deal with ties when calculation Spearman's Rank Correlation.
Calculate the ranks using [fractional ranking](https://en.wikipedia.org/wiki/Ranking#Fractional_ranking_.28.221_2.5_2.5_4.22_ranking.29_, then calculate the Pearson's correlation of the ranks.
Calculate the correlation as if there were no ties using the formula
$$1 - \frac{6\sum_i (x_i - y_i)^2}{n(n^2-1)}$$
And add a correction factor for each tie of multiplicity $m$ in either set
$$\frac{m(m^2-1)}{12}$$
How do these compare? Which is preferable under what conditions?