I Work For A 501c Business,which Is Closing And Liquidating. Can I Start My Own Separate Taxable Business?

I have worked for the 501C business for 10 yrs total, 3 in this specific business area. They no longer wish to carry this branch of their association. When they close, I will be fired. Can I start up my own for profit business, with the same business description?