An introduction to hypothesis testing covering null and alternative hypotheses, the Z-test statistic, critical values, and p-values. Includes a full worked example, annotated normal distribution plots, and an interactive 3D surface showing how sample size and standard deviation affect the Z-statistic. Type I and Type II errors and statistical power are also discussed. All visualizations built in R using ggplot2 and plotly.