Jonathan boasts a background in accounting and business analytics which equipped him with solid business knowledge and acumen. He added Data Science and Machine Learning skills to his toolbox via online courses and now the NYC Data Science bootcamp, and routinely participates in Kaggle competitions. During his time at NYC Data Science Bootcamp, Jonathan tested his analytical, programming, and machine learning skills through five major projects that cover a wide range of topics. For example, his visualization of the traffic fatality distribution in New York City revealed a 29% yearly reduction in traffic fatalities but increasing cyclist death rates; meanwhile, his job matching project combined web scraping and NLP techniques to help job seekers find best matching jobs based on their resumes.