Say you're making $60k with $40k in expenses. Saving $20k.
You move and now make $120k and your expenses double to $80k. You're saving $40k; twice as much. But in reality, not all of your expenses increase that much, and the other benefits (bonuses, matching, raises, interest, etc.) are % based, so the discrepancy increases quickly.