Why are thumbnails not being generated for PDF files?

I’m trying to figure out why one of my WordPress sites is not generating thumbnails for PDF uploads. It works on my dev and staging sites. When comparing them, the only difference that I can find is that my production site is running PHP 7.2, whereas dev and staging are running PHP 7.3. I have the imagick extension installed on all of them.