A poll says 62% of voters support a new law. A website tweak raises the sign‑up rate from 8% to 11%. Are these differences real, or could they just be random noise? This chapter gives you the tools to answer that — using hypothesis tests and confidence intervals built for proportions, and to check whether your data are good enough.