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Test analysis and design is the STLC phase where requirements are transformed into testable conditions and structured test cases. Using techniques like equivalence partitioning, boundary value analysis, and decision tables, teams achieve 80-95% requirement coverage and catch 30-40% more defects before test execution begins.