Um... How Much Do I Really Use My Favorite Crutch Word? by Lilach Manheim

I analyzed the "um's" I used during a talk I gave at the 2018 Tableau conference, noting the average number of um's per minute, their increase over time, and the relationship between the um's and the content of my presentation.