Orchestrated the development of a verbatim encoding tool prototype using a multi-stage solution incorporating a fine-tuned BERT model for sentiment analysis, custom NER pipeline using spaCy, BERTopic for topic modeling, and scikit-learn for creating feature engineering pipelines.