Transcription, annotation, verification, and quality control for large volumes of language data. Provided comprehensive benchmarking analysis reports across competition for virtual assistants. Performed research to update and maintain consistency in knowledge database. Natural language understanding, automatic speech recognition, and entity resolution error analysis. Contributed to data acquisition. Trained new team members on language data annotation and success rate analysis