you express intent, not mechanics - **Faster to run** — pandas operates on entire columns at once using optimized C code under the hood - **Easier to read** — even someone unfamiliar with pandas can guess what `groupby("region")["coverage_pct"].mean()` does - **Safer** — pandas handles type conversi