Pandas for Reproducible Data Analysis: From Spreadsheets to Research-Grade Python Workflows

Sidney Shapiro, Daniel Pearson, Emiliano Sebastian Gonzalez Venegas

Spreadsheet-heavy analytical work remains common in business analytics, operations reporting, and applied research, yet workbooks that grow through formulas, manual edits, and copy…