They do. They give more information about all the Pins on the board. Always save a new Pin first to the most relevant board. That data travels with your Pins across Pinterest. Give your Pin all the advantages you can!
The description of the first board your Pin a new Pin to helps categorize your Pin on all of Pinterest.
Also, Pinterest has warned that saves your Pin to irrelevant boards may hurt its distribution.