Earth was found long ago with a mean first contact time of about 1.17+2.44 −1.02 million years ago.

knuth---kavli-2024---galactic-colonization.pdf https://share.google/08ARhcSjhcB0ohoYE

Knuthlab.org

Mathematical estimate.