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Typically, the jpg file size will be larger than the PDF.
I think people are now pretty used to opening PDF files. While I wouldn't recommend them to replace HTML pages that are meant to be browsed, they are great for things that ultimately will be printed.
If the person that sent you the flyer doesn't have a PDF converter, I believe Adobe offers it over the web.