Psychometric Precision: ML-Driven Learning Strategies Informed on Big Five Traits
Rushil Bindroo, Shana Diya Sujit, Ananth Seshadri, Mala Sathyanarayan · 2024
Individual learning preferences and strategies are significantly influenced by personality traits. This research seeks to forecast an individual’s personality and recommend customized learning methods tailored to their specific personality traits. Information gathered from an open questionnaire was categorized into the five OCEAN personality traits, and data processing methods were utilized to refine analysis. Various classification machine learning algorithms were assessed to find the most acuurate model for forecasting personality traits. Our findings highlight the capability to identify an individual’s personality and subsequently offer learning techniques tailored to that particular personality type to improve learning results.