Erika Rivarola developed and enhanced a reproducible validation workflow for subclonal deconvolution results in the caravagnalab/ProCESS-examples repository. She designed R scripts to process mutation data and integrate outputs from PyClone, Viber, and Mobster, enabling standardized cross-caller comparison and improving the reliability of subclonal inferences. Her work included upgrading the validation script, incorporating new R libraries, and refining data extraction and processing steps to support robust downstream analyses. Erika’s contributions demonstrated depth in bioinformatics, data analysis, and R programming, resulting in improved data integrity, reproducibility, and accuracy for subclonal mutation analysis within the project.