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Arsenal is the club where Jay Simpson began his youth career. He joined the Gunners at the age of nine, progressing through their academy ranks and impressing with his goal-scoring ability. Simpson was highly regarded as a promising talent during his time at Arsenal, showcasing his skills and potential in various youth competitions.