As a founding member of the Classifiers and Extractors team, I: - Developed and maintained a ML skills classifier along with the associated biweekly release process that drives 90% of Lightcast sales conversations today. - Created a curation process that transformed the skills taxonomy from an AI generated mess into an industry leading standard.- Increased update frequency from annual to every other week with CI tagging change analysis across millions of documents which prevented multiple curation mistakes from going live and embarrassing the company.- Oversaw the successful launch of Lightcast Open Titles after inheriting ownership of the company's Job Title Classifier and its associated taxonomy.- Designed and maintained an internal web based curation interface for both taxonomies which allowed new taxonomists to become productive in days instead of months.- Produced and deployed an entirely new Skill name normalizer in under a month after hearing another manager wistfully mention how nice it would be to have. This normalizer is now an API product.