The Graduate Data Scientist role at KnowBe4 focuses on developing models and solutions to enhance threat detection in the cybersecurity landscape. The responsibilities include analyzing threat data, innovating detection paradigms, and utilizing machine learning to identify phishing trends. Candidates are expected to have a relevant bachelor's degree, strong SQL skills, and proficiency in programming languages like Python or C#.