Yes. It will make it difficult, but not impossible for companies to sponsor your work visa even if they want to hire you.

There are two exceptions to the college degree rule:

1. If you have 10 years of work experience.
2. Pass one of the approved exams by Japan's Ministry of Justice.

This TokyoDev blog post has good information about getting a work visa in Japan.