Test analysis identifies quality concerns to address in system testing. It develops ideas about what could go wrong in a system by considering crosscutting quality concerns like the GUI and concurrency that affect multiple use cases. Documenting test analysis results according to standards helps with test effort estimation, provides a roadmap for detailed test design, and aids impact analysis when requirements change. The test analysis specification template includes elements like use case descriptions and relationships, quality risk identification, and a test analysis matrix.