Gabriel Cirillo and Guilherme Galante. 2025. Proposal for Comparing the Efficiency and Scalability of Python Libraries for Data Manipulation and Analysis. In Proceedings of the 25th Regional School of High-Performance Computing from Southern Brazil, April 23, 2025, Foz do IguaƧu/PR, Brasil. SBC, Porto Alegre, Brasil, 133-134. DOI: https://doi.org/10.5753/eradrs.2025.6563.