The present invention provides a chemical ink for pad printing a medical device comprising water; a colorant; and a crosslinkable, water-soluble poly(vinyl alcohol). The ink has a viscosity of greater than 50 centipoise, and good adhesion to the medical device. Method for printing contact lenses with such ink are also disclosed.