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A loose piece is traditionally defined as one that is completely undefended. In practical play, a piece is also considered "loose" if it is insufficiently defended—meaning it is attacked more times than it is protected.
Skilled tacticians scan the board for these undefended or under-defended pieces constantly, as they are a primary "tactical signal" and the root cause of most material loss.