Yellow industrial robot arm, control cabinet and conveyor equipment, shown in a representative stock photograph by Ludovic Delot under the Pexels License.

Chinese manufacturing research links robot productivity gains to management quality, showing why monitoring, targets and deployment costs affect automation outcomes.

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