How Often Do Critical Hits Underperform?

Critical Hits are often the subject of homebrew rules. Driven by the perception that critical hits frequently underperform, these homebrew rules juice up the damage of critical hits to a more impressive level. They're often implemented after a player waits 20 rolls (on average) to score a critical hit that lands with a thud. But, is this underperformance a reflection of perception or reality?