Professional Certification
Professional certification evaluation is undergoing a transformation driven by advancements in artificial intelligence, particularly large language models. Current research focuses on benchmarking AI's ability to achieve passing scores on diverse professional certifications, revealing strengths and weaknesses across various domains, from technical fields like cybersecurity to human-centric areas like counseling. This work highlights the potential for AI to augment human capabilities in professional settings and underscores the need for robust fairness metrics in AI-driven certification processes to mitigate potential biases. The development of comprehensive benchmark datasets and fairness certification frameworks is crucial for advancing both the scientific understanding and practical applications of AI in professional contexts.