We would like to extend our appreciation for the outstanding contributions Lidia made to our mobile app dataset analysis project. She took time to study and understand our database schema; and then developed an insightful user analytics dashboard that has become a key tool for our marketing team. This dashboard is a testament to her ability to translate complex data into actionable insights. In addition, Lidia’s exploration of mobile app onboarding implementation options demonstrated a deep understanding of our organizational objectives and constraints. Her careful analysis ensured that the chosen option was the best fit for our needs, balancing cost, functionality and ease of implementation. Lidia’s has demonstrated a strong work ethic, technical proficiency, and the ability to drive meaningful business outcomes.