This project applies R & time-series analytics to Walmart quarterly sales forecasting, covering EDA, STL decomposition, Box-Cox transformation, four baseline benchmarks, TSLM, SARIMA and ETS modeling; cross-validate model performance with RMSE/MAPE/AIC and Ljung-Box test, final report built via R Markdown with fpp3/tidyverse toolkit.