As a Senior Research Analyst for the Data, AI & Analytics team at 451 Research, a part of S&P Global Market Intelligence, Krishna Roy is responsible for the coverage of machine learning-driven data science, analytics and business intelligence. She started her career at 451 Research as research analyst covering data warehousing, data management, corporate performance management and BI. Prior to joining 451 Research, Krishna held a number of positions as a journalist in London, New York and San Francisco. She began her career in journalism writing for Computergram International, and has a background in M&A as a former editor of weekly newsletter M&A Impact covering tech takeovers. Krishna holds a First Class Honors Degree in English Literature and American Studies.