The year-over-year percent of revenue increase was predominantly driven by increased headcount concentrated within R&D and sales and marketing, travel-related expenses, and marketing programs and events.

Aug 4, 2022 / CFO / receipt, needs a key / David Mihawk, CFO | earnings call 2022-08-04 | transcript 9e7b58f2-d049-4d46-8990-13091d532ef9 | chars 14538-14741 | segment 15