James Meaden is an I-O psychologist whose work spans assessment, organizational design, AI benchmarking, and equine-assisted approaches to learning and development. He is the founder of The Alive Institute, a research and advisory firm focused on restoring human intelligence in AI-enabled workplaces. His research with The Alive Institute includes peer-reviewed publications and SIOP presentations on how work environments shape cognitive style, and program evaluation for equine-assisted learning programs. His assessment background sits at the intersection of psychometric assessment and applied machine learning (ML), where he has spent the past decade building and evaluating AI-enabled systems across selection and post-hire contexts spanning Natural Language Processing (NLP)-based turnover prediction, ML scoring of structured interview transcripts, audio-based personality inference, early Generative Pre-trained Transformer (GPT) model applications to leadership assessment, Large Language Model (LLM)-based scoring and synthetic validation, and the development of a published benchmark of AI coding capability. This work has surfaced recurring questions about designing and validating AI-enabled assessments, and the translation challenges that arise when I-O and ML methodologies meet. Most recently, James served as Head of Assessment Research & Development at Codility, and he continues his work in AI-enabled assessment as an independent researcher and consultant.