Kurtis Lee Urey, 25, was granted a temporary leave from the jail to attend a job interview at about 3:10 p.m., but he never returned, police said.
Urey was last known to be wearing a white T-shirt with blue jeans, brown boots and a gray sweatshirt.
Anyone with relevant information is asked to contact police at (814) 437-1644.