Researchers investigated the impact of reward-punishment incentives on PCB welders' efficiency by analyzing EEG signals with recurrence quantification analysis. They observed lower determinism and increased randomness under incentive conditions, correlating with superior work performance. This study, using TWSVM for classification, offers a compelling example of how neurotechnology and smart analytics can optimize industrial productivity while maintaining high quality.