Lakshmi Randall is an industry analyst and strategist providing independent advisory services in information management and analytics domains. She has over 19 years' experience working for industry leaders such as Microsoft. She is a strong advocate of data preparation, and published research at Gartner on its importance to analytics. Among her clients, she has a reputation as an informative, trusted adviser who never comprises her objectivity.