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Do Plant Inspections Predict Future Quality? The Role of Investigator Experience

机译:工厂检查可以预测未来的质量吗?研究者经验的作用

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Plant inspections enable firms to manage their quality risk in global supply chains. However, surprisingly little research examines the relationship between such inspections and future product quality. In this paper, we study how well plant inspection outcomes predict the hazard of a future recall and analyze how investigator experience affects this predictive relationship. Using secondary data spanning a seven-year period in the medical device industry and a recurrent-event Cox proportional hazard model, our analysis shows that inspection outcomes reliably predict future product recalls. However, inspection outcomes become an unreliable predictor of recalls with an increase in site-specific investigator experience. Through post hoc analysis, we also show that the hazard of a recall at a plant increases with site-specific experience, independent of the inspection outcome. Compared to the first visit by an investigator, the recall hazard increases by 21% the second time the investigator visits a specific plant, and by 57% on the third visit. We propose investigator rotation and investigator sequencing as two policies to help mitigate this increased recall risk.
机译:工厂检查使公司能够管理其在全球供应链中的质量风险。但是,令人惊讶的是,很少有研究检查此类检查与未来产品质量之间的关系。在本文中,我们研究了工厂检查结果如何很好地预测未来召回的危害,并分析了调查人员的经验如何影响这种预测关系。使用跨越医疗器械行业7年时间段的二次数据和重复事件Cox比例风险模型,我们的分析表明,检查结果可以可靠地预测未来的产品召回。但是,随着特定地点调查员经验的增加,检查结果成为召回的不可靠预测指标。通过事后分析,我们还表明,工厂的召回危险会随特定地点的经验而增加,与检查结果无关。与调查人员的第一次访问相比,调查人员第二次访问特定工厂时召回危险增加了21%,而第三次访问时则增加了57%。我们建议研究者轮换和研究者排序是两项政策,以帮助减轻这种增加的召回风险。

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