Primarily marketing communications, event, brand, social media, or project-coordination experience with little evidence of hands-on quantitative analysis; no demonstrated Excel proficiency; vague claims of dashboard or analytics work without clear ownership, methods, or outcomes; application materials showing poor attention to detail. Bachelor's degree in Statistics, Mathematics, Economics, Business Analytics, Data Science, Engineering, Computer Science, Operations Research, Marketing Analytics, or another quantitative field.