This presentation explores a simple linear regression model using the Old Faithful geyser dataset in R. Waiting time between eruptions is used as a predictor of eruption duration. The analysis includes visualizations with ggplot2 and plotly, statistical inference using LaTeX-rendered equations, and model interpretation with regression coefficients and R-squared values.