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Explore innovative approaches to career guidance in this 28-minute conference talk from MLCon. Discover how artificial intelligence can revolutionize job seeking and career transitions by leveraging multivariate matching algorithms and extensive occupational datasets. Learn about the research that aims to simplify the complex landscape of thousands of job titles, helping candidates identify suitable roles based on semantic similarity and skill overlap. Gain insights into unexpected career paths, quantify job specialization, and understand the clustering of jobs and skills for a more comprehensive view of career progression. Presented by Dorra Nouira, this talk offers valuable perspectives on using AI to navigate the modern job market and make informed career decisions.