If you're referring to the percentage number, then treat it as singular.
The percentage of infant mortality is considered quite high by most health authorities in that country.
If you're referring to the actual thing that the percentage represents, then treat it as plural.
A high percentage of elderly residents have substandard services.
Student or Learner