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所在平台: Udemy |
课程主页: https://www.udemy.com/course/control-charts/
课程评论:没有评论
课程名称:Excel中的质量管理- 控制图 课程概述: 统计过程控制和控制图在运营管理中起着重要作用。这些工具多年来被广泛应用于医疗、制造、软件开发、金融和人力资源等各个行业。随着数据分析和基于数据的决策需求日益增长,控制图已成为创建、理解和应用的关键工具。本课程将逐步讲解控制图的基本概念、从中获取的洞察以及不同类型的控制图如何用于回答各种战略和运营问题。每个模块包含多个讲座、可下载的讲座文件以及测试学习成果的测验。此外,本课程还包含一个专门模块,针对实际案例分析如何使用控制图和统计过程控制。 课程内容: - 模块1:统计过程控制(SPC)和控制图的历史;控制图的组成部分;使用控制图的优势;控制图的类型(I图、U图、P图等)。 - 模块2:关键假设;均值变化信号;外部影响信号;过程稳定性/能力变化信号。 - 模块3:构建个人范围图的练习;构建移动范围图的练习;构建P图的练习;构建U图的练习。 - 模块4:将控制图应用于医院候诊时间;将控制图应用于制造过程控制;将控制图应用于软件开发中的A/B测试;将控制图应用于检验过程。 - 模块5:控制图案例示例。 本课程旨在帮助学员掌握控制图的基本知识和应用技巧,从而提升其在各行业中的数据分析能力和决策水平。
Statistical process control and control charts are an important part of operations management. For years, these tools have been used in all kinds of industries including healthcare, manufacturing, software development finance and Human Resources. With the increasing accessibility and the increasing demand for data analysis and data-based decision making, control charting is an important tool to be able to create, understand and apply.This course will walk through the fundamentals of what control charts are, what insights can be gathered from them and how different control charts can be used to answered different strategic and operational questions.Each module features several lectures, downloadable lecture files and a quiz to test your learning.Additionally, The course features an entire module tackling specific real-world cases for using control charts and statistical process control.Topics covered include: Module 1: The history of statistical process control (SPC) and control chartingParts of a control chartAdvantages of using control chartsTypes of control charts (I chart, U chart, P chart, etc.)Module 2:Key assumptionsChange in mean signalsExternal influence signalsChange in process stability/capability signalsModule 3:Exercises for building individual range chartsExercises for building moving range chartsExercises for building P chartsExercises for building U chartsModule 4: Applying control charts to hospital wait timesApplying control charts to manufacturing process controlApplying control charts to A/B testing in software developmentApplying control charts to an inspection processModule 5: Control Chart Case Examples