In the segment that aired Thursday in honor of Biden’s 70th birthday, one person thought the picture was of “Tiger King” star Carole Baskin.
Others suggested former Secretary of State Hillary Clinton, actor Jane Fonda or House Speaker Nancy Pelosi (D-Calif.).
“I wonder if people are paying any attention to anything that is going on at all,” mused Kimmel.
People did equally as badly on the show in February, when passersby were asked to identify Vice President Kamala Harris and her husband Doug Emhoff.
Watch the clip here: