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Jake Miller has a diverse work experience that spans different industries. Jake currently works at Morning Consult as a Data Scientist specializing in Machine Learning, starting in October 2020. Prior to this, they worked at Cognosante from 2014 to 2020, where they held various roles including Senior Manager of Data Science for J.Lodge (a Cognosante subsidiary) and Proposal Manager. Before their time at Cognosante, they worked at AOC Key Solutions from 2011 to 2014 as a Marketing and Proposal Specialist, providing proposal writing and business development support for government contracts. Their early career started as a Sports reporter at The Dispatch from 2009 to 2011.

Jake Miller attended Princeton University from 2005 to 2009, where they earned a Bachelor of Arts degree in History. In 2018, they enrolled at the University of California, Berkeley and completed their Masters of Information and Data Science degree in 2019. The field of study for their master's degree is not specified.