TWTS: Should we stop utilizing "utilize" and just use "use"?

That's What They Say - A podcast by Anne Curzan, Rebecca Kruth

There are plenty of people out there who see "utilize" as a pretentious substitute for "use." However, some people are completely comfortable utilizing the verb "utilize."