The Senior Customer Data Scientist is responsible for delivering data science and machine learning professional services to customers, developing data-driven solutions, and providing training. The role involves collaborating with cross-functional teams to analyze data, build custom models, and explain complex concepts to various audiences while utilizing H2O products and techniques to enhance model performance.