Usando regressão logística para estimar o índice de refugo em função de práticas enxutas relacionadas à qualidade

Graziela dos Santos Bento, N. Hein
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Abstract

This study aims to identify which quality-related lean practices are more likely to reduce the scrap index to less than 5%. A survey was applied to collect data from professionals who coordinate production areas or those responsible for quality programs of 92 manufacturing industries in the State of Santa Catarina, in Brazil.  Descriptive statistics and the logistic regression technique were used to analyze the practices that most affect the company's scrap index.  As a result, it was identified that more mature levels of use of error-proof devices in the manufacturing processes (poka-yokes) and standardization of activities increase the likelihood of the scrap index being below 5%. The most mature practices are standardization and inspection. Still, most of the companies surveyed are at an early stage of adopting lean practices related to quality. This research brings a new look on the subject so that managers can prioritize quality practices with the most significant effect in reducing waste. Although limited to a single Brazilian state, the study shows results that can help industrial managers choose lean practices that improve the scrap rate and, consequently, increase quality and reduce failure costs.
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使用logistic回归来估计与质量相关的精益实践的废品率
本研究旨在确定哪些与质量相关的精益实践更有可能将报废指数降低到5%以下。在巴西圣卡塔琳娜州的92个制造行业中,负责协调生产区域或质量项目的专业人员进行了一项调查,收集了数据。运用描述性统计和逻辑回归技术对影响公司报废指数的主要因素进行了分析。结果发现,在制造过程中使用更成熟的防错设备(poka- ykes)和标准化的活动增加了报废指数低于5%的可能性。最成熟的做法是标准化和检查。尽管如此,大多数接受调查的公司仍处于采用与质量相关的精益实践的早期阶段。这项研究为这个问题带来了一个新的视角,以便管理人员能够优先考虑质量实践,在减少浪费方面发挥最重要的作用。尽管该研究仅限于巴西的一个州,但研究结果可以帮助工业管理者选择精益实践,从而提高废品率,从而提高质量并降低故障成本。
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发文量
26
审稿时长
20 weeks
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