AI Audience Research Analyst vs AI YouTube Growth Operator

A AI Audience Research Analyst Only

• Prompt engineering for audience analysis and insight extraction using LLMs
• Python scripting for data ingestion, cleaning, and NLP pipeline construction
• Sentiment analysis and opinion mining at scale using transformer models
• Audience segmentation using clustering algorithms (K-Means, DBSCAN, topic modeling)
• Survey design and mixed-methods research combining qualitative AI analysis with quantitative rigor
• SQL for querying audience databases, CRM systems, and marketing data warehouses
• Data visualization and insight storytelling using dashboards and presentation tools
• Statistical reasoning for validating AI-generated audience hypotheses