Key parameters in histology data analysis include cellular morphology, tissue architecture, and marker expression levels. Analysts often look at cell size, shape, and organization within the tissue. Quantifying the expression of specific biomarkers using immunohistochemical staining is also crucial for understanding cellular behavior and disease states.