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Karlie Murray's work experience began in 2010 as a Division I Volleyball Athlete at the University of Central Arkansas. In 2014, they completed a summer GIS internship with the City of Batavia, where they conducted field and office work related to Storm Water and Sanitary systems. Later that year, they joined Municipal GIS Partners, Inc. (MGP Inc.) as a GIS Specialist for the Village of Carol Stream. In 2015, Karlie became a GIS QA Analyst at IFS, Energy and Resources, where they were responsible for creating and executing test plans on various GIS software products.

Karlie Murray received a Bachelor of Science (B.S.) degree in Geography from Northern Illinois University, where they studied from 2013 to 2014. Prior to that, from 2010 to 2013, they attended the University of Central Arkansas, where they focused on Geography, GIS, Environmental Science, and Biology, although they did not obtain a degree. Additionally, Karlie has obtained several certifications, including Certified SaFe 5 Advanced Scrum Master from Scaled Agile, Inc. in October 2022, Python 3 from Codecademy in March 2022, Cucumber Selenium Masterclass: Design BDD Cucumber Framework from Udemy in May 2021, SAFe 4 Certified Practitioner from Scaled Agile, Inc. in August 2017, and ISTQB Certification, Foundation Level from American Software Testing Qualifications Board in December 2016.