False. Take the Bell state
The joint state is pure, so . Taking either partial trace kills the off-diagonal terms and gives , whose two eigenvalues are . Thus , contradicting the proposed inequality . Quantum entanglement allows a pure joint state to have mixed subsystem states.

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