This thesis explores the development and application of innovative algorithmic, data- driven, machine learning, and natural language processing (NLP) tools designed to enhance Human Reliability Analysis (HRA) in critical sectors such as nuclear power, aviation, and oil and gas. Motivated by identified challenges and opportunities in these industries, a suite of advanced tools was created to address key aspects of safety analysis and management.