Six Sigma Statistics with EXCEL and MINITAB

Issa Bass

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商品描述

Description

Master the Statistical Techniques for Six Sigma Operations, While Boosting Your Excel and Minitab Skills!

Now with the help of this “one-stop” resource, operations and production managers can learn all the powerful statistical techniques for Six Sigma operations, while becoming proficient at Excel and Minitab at the same time.

Six Sigma Statistics with Excel and Minitab offers a complete guide to Six Sigma statistical methods, plus expert coverage of Excel and Minitab, two of today's most popular programs for statistical analysis and data visualization.

Written by a seasoned Six Sigma Master Black Belt, the book explains how to create and interpret dot plots, histograms, and box plots using Minitab…decide on sampling strategies, sample size, and confidence intervals…apply hypothesis tests to compare variance, means, and proportions…conduct a regression and residual analysis…design and analyze an experiment…and much more.

Filled with clear, concise accounts of the theory for each statistical method presented, Six Sigma Statistics with Excel and Minitab features:

  • Easy-to-follow explanations of powerful Six Sigma tools
  • A wealth of exercises and case studies
  • 200 graphical illustrations for Excel and Minitab

Essential for achieving Six Sigma goals in any organization, Six Sigma Statistics with Excel and Minitab is a unique, skills-building toolkit for mastering a wide range of vital statistical techniques, and for capitalizing on the potential of Excel and Minitab.

Six Sigma Statistical with Excel and Minitab offers operations and production managers a complete guide to Six Sigma statistical techniques, together with expert coverage of Excel and Minitab, two of today's most popular programs for statistical analysis and data visualization.

Written by Issa Bass, a Six Sigma Master Black Belt with years of hands-on experience in industry, this on-target resource takes readers through the application of each Six Sigma statistical tool, while presenting a straightforward tutorial for effectively utilizing Excel and Minitab. With the help of this essential reference, managers can:

  • Acquire the basic tools for data collection, organization, and description
  • Learn the fundamental principles of probability
  • Create and interpret dot plots, histograms, and box plots using Minitab
  • Decide on sampling strategies, sample size, and confidence intervals
  • Apply hypothesis tests to compare variance, means, and proportions
  • Stay on top of production processes with statistical process control
  • Use process capability analysis to ensure that processes meet customers' expectations
  • Employ analysis of variance to make inferences about more than two population means
  • Conduct a regression and residual analysis
  • Design and analyze an experiment

In addition, Six Sigma Statistics with Excel and Minitab enables you to develop a better understanding of the Taguchi Method…use measurement system analysis to find out if measurement processes are accurate…discover how to test ordinal or nominal data with nonparametric statistics…and apply the full range of basic quality tools.

Filled with step-by-step exercises, graphical illustrations, and screen shots for performing Six Sigma techniques on Excel and Minitab, the book also provides clear, concise explanations of the theory for each of the statistical tools presented.

Authoritative and comprehensive, Six Sigma Statistics with Excel and Minitab is a valuable skills-building resource for mastering all the statistical techniques for Six Sigma operations, while harnessing the power of Excel and Minitab.

Table of Contents

Chapter 1. Introduction
Chapter 2. Introduction to Minitab and Excel
Chapter 3. Basic tool for data collection, organization and description
Chapter 4. Introduction to Basic Probability
Chapter 5. How to Determine, Analyze, and Interpret Your Samples
Chapter 6. Hypothesis Testing
Chapter 7. Statistical Process Control
Chapter 8. Process Capability Analysis
Chapter 9. Analysis of Variance
Chapter 10. Regression Analysis
Chapter 11. Design of Experiment
Chapter 12. The Taguchi Method
Chapter 13. Measurement Systems Analysis--MSA: Is Your Measurement Process Lying to You?
Chapter 14. Nonparametric Statistics
Chapter 15. Pinpointing the Vital Few Root Causes
Index

商品描述(中文翻譯)

描述

精通六標準差操作的統計技術,同時提升您的Excel和Minitab技能!

現在,有了這個“一站式”資源的幫助,運營和生產經理可以同時學習六標準差操作的所有強大統計技術,並熟練掌握Excel和Minitab。《使用Excel和Minitab進行六標準差統計》提供了完整的六標準差統計方法指南,以及對Excel和Minitab的專業覆蓋,這兩個是當今最受歡迎的統計分析和數據可視化程序。

本書由經驗豐富的六標準差黑帶大師撰寫,詳細解釋了如何使用Minitab創建和解讀點圖、直方圖和箱形圖...選擇抽樣策略、樣本大小和置信區間...應用假設檢驗來比較變異數、均值和比例...進行回歸和殘差分析...設計和分析實驗...等等。

《使用Excel和Minitab進行六標準差統計》內容清晰、簡潔地介紹了每種統計方法的理論,並具有以下特點:

- 易於理解的六標準差工具解釋
- 大量的練習和案例研究
- 200個Excel和Minitab的圖形示例

對於在任何組織中實現六標準差目標至關重要,《使用Excel和Minitab進行六標準差統計》是一個獨特的、技能構建的工具包,用於掌握各種重要的統計技術,並充分利用Excel和Minitab的潛力。

《使用Excel和Minitab進行六標準差統計》為運營和生產經理提供了一個完整的六標準差統計技術指南,以及對Excel和Minitab的專業覆蓋,這兩個是當今最受歡迎的統計分析和數據可視化程序。

本書由Issa Bass撰寫,他是一位具有多年實踐經驗的六標準差黑帶大師,本書通過應用每種六標準差統計工具,並提供有效利用Excel和Minitab的簡單教程,幫助讀者更好地應用這些工具。通過這本重要的參考資料,管理者可以:

- 獲得數據收集、組織和描述的基本工具
- 學習概率的基本原理
- 使用Minitab創建和解讀點圖、直方圖和箱形圖
- 選擇抽樣策略、樣本大小和置信區間
- 應用假設檢驗來比較變異數、均值和比例
- 通過統計過程控制保持生產過程的領先地位
- 使用過程能力分析確保過程符合客戶期望
- 使用變異數分析對兩個以上的母體均值進行推斷
- 進行回歸和殘差分析
- 設計和分析實驗

此外,《使用Excel和Minitab進行六標準差統計》還使您更好地理解田口方法...使用測量系統分析來確定測量過程的準確性...發現如何使用非參數統計方法測試序數或名義數據...並應用全面的基本質量工具。

本書提供了逐步練習、圖形示例和在Excel和Minitab上執行六標準差技術的屏幕截圖,同時對每個統計工具的理論進行了清晰、簡潔的解釋。

權威且全面,《使用Excel和Minitab進行六標準差統計》是一本