What is this bug found in a garden in Utah?
Based on the pattern of yellow spots it might be a Say Stink Bug. 
Check out this list of common Utah stinkbugs



The 12 - 17 mm size is consistent with OP's description and the fact that this insect is often found on ornamental shrubbery is consistent with finding it in a garden.