Based on 12 critic reviews, Going Down In History has a score of 80 out of 100 on Metacritic, indicating "generally favorable reviews". AllMusic's Mark Deming gave the album 4 out of 5 stars, calling it "short and bittersweet" and "the sound of a great band evolving with the times, even as those times try their soul and conscience."