Not exactly. While both involve overconfidence, the Dunning-Kruger effect specifically refers to a lack of awareness about one's own lack of knowledge or skill. Someone affected by this bias isn't necessarily being arrogant; they simply don't have enough knowledge to accurately assess their abilities.