Problem analysis techniques help gain a deeper understanding of the underlying causes and nature of problems before attempting solutions. They include tools like "why, why?" diagrams to trace the root causes, the "six serving men" to ask questions about what, why, when, how, where and who regarding an issue. Double-loop thinking looks beyond surface-level fixes to examine underlying systems and behaviors. The key is to understand problems fully before generating creative solutions and prioritizing areas to address.