Provide expertise in phonetics, phonology, lexicography, dialectology, and NLP. Offer native speaker input and feedback on product quality. Design and conduct experiments to evaluate transcription quality. Develop manual and automated processes for multiple concurrent projects, including: High-quality label alignments Prosodic classification POS identification and disambiguation Targeted modeling data collection User feedback integration Create and refine text normalization and inverse text norm