A statistical analysis of usage data for open-access ebooks from two different publishers and from a free ebook distribution platform indicates that open-access ebook usage is distributed following log-normal statistics. Using a quantity related to the logarithm of download counts, dubbed the “open-factor”, will measure impact in better alignment with the goals of open-access ebook publishing.