With the S&P 500 Index hitting another record high April 9, there’s a lot of concern among investors that stock valuations relative to earnings have gotten too rich. Even stocks with high dividend yields are out of favor with analysts, for the most part.

But there’s a handful that stand out. Nineteen stocks with high yields and majority support among analysts are listed below.

Wall...