Does previous years have an apostrophe?

The Word years is a common plural noun. It requires no apostrophe.

Previous is a modifier, an adjective, for years. It requires no apostrophe.

If the Word years has a possession or belonging, it needs an apostrophe.

The previous years' tallies were finished.

I wanted to study the previous years' records.