No, science doesn't have it wrong on the age of the earth.But also, the old earth believers have lots of things wrong as well.
And modern religion has moved on with science.
You're left with trying to translate thousands of years into billions of years. That's something you should do within the confines of your church only.
Don't ask the real world of science to accept religious superstitious beliefs.