Not necessarily-the ambiguity of a negative statement is important. If
there are no current adequate young-earth explanations for certain data,
then there is scientific evidence that does not support a young earth.
Thus, as an absolute claim, "Science supports a young earth" is untrue.
Most scientists believe that the vast majority of geologic evidence
supports and old earth; in this weaker sense one could say that "Science
supports an old earth".