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Slavery artificially depresses the value of human labor, making it cheaper than investment in technology. For that reason it holds progress back. Its commonly held to be the reason the industrial revolution never happened in the ancient world. (Source: Applied Economics, Thomas Sowell)
Its economically inefficient and holds back industrial progress. So yes, universally bad.