An R-based reproducible workflow for cleaning, and seasonally adjusting formal employment and wage data from Mexico’s IMSS open datasets. The project automates the data assembly process using {furrr} and parallel computing, applies {seasonal} (ARIMA–SEATS) for time series adjustment in a tidy framework.