The next step in our process is Data Cleansing which encompasses our normalization and standardization processes. Standardization ensures that phone numbers and addresses are all formatted in the same way and reconciles company name variants, and capitalization inconsistencies. In this stage we also apply our proprietary taxonomy to map job titles to Function and Level categories and companies to the correct company size ranges.