This is certainly the bottleneck in my research. I ran thousands of core years of computer simulation in the first year of my PhD. I have all the data I need to write a PhD thesis but I'm still years from graduating due to the aforementioned bottlenecks. An arsenal of software I've written in numpy/scipy/pandas saves time, but only goes so far when you're trying to carve out stories from your data to write papers.