Actually...

The New Deal work agencies built a number of swimming pools, large and small, in communities across the country. The pool shown here was built by WPA workers in Carbon Hill, Alabama in 1938 for the enjoyment of townspeople.

For more information about Carbon Hill and the WPA projects that were done, see the Carbon Hill photo series in the New Deal Library.