Hospitality data analyst with expertise in machine learning and data science, specialising in industry analytics. Proven experience in banquet operations, front office management, and sales, emphasising teamwork and adaptability. Certified in Hospitality Industry Analytics (CHIA) with strong skills in interpreting STR reports and analysing market trends. Developed advanced machine learning projects, including NLP applications and comprehensive market studies, demonstrating a commitment to delivering innovative solutions in hospitality.
Amazon Food Reviews Sentiment Analysis, Developed a sentiment analysis system for Amazon food product reviews using logistic regression, NLP preprocessing and SMOTE to balance classes. Hotel Review Sentiment Analysis, Conducted comparative sentiment classification using logistic regression, random forest and bidirectional LSTM models with comprehensive NLP preprocessing. Hospitality KPI Semantic Search System, Engineered a semantic search tool for hotel KPI data using OpenAI embeddings and vector search, enabling natural-language queries to explore metrics such as RevPAR. Machine-Learning & Predictive Analytics Portfolio, Built multiple regression and classification models including flight price prediction, CO₂ emission forecasting, Boston housing price analysis and loan classification. Data Science & Visualization Projects, Produced data visualizations such as Texas housing market analysis and implemented a Python-based web data scraping pipeline.
English, Full professional proficiency
Title: Hospitality Data Analyst & Aspiring AI/ML Engineer