Both rich and poor people can be time-poor. Depends a lot on priority and values. I value spending time with my family and I will often trade money for time to enable that.

Half my comment was on readability. "Time-poor" reads better than "time poor" when no quotation marks are used. When using quotations like you did, either approach is fine.