Decision Making for Leaders: Leveraging Data

سرفصل های دوره

Easy-to-Follow Techniques for Extracting Managerial Insights from your Organization's Data

1. Introduction

1. Introduction to the Course

2. The Nature of Variation in Decision Making

1. Introducing Variation

2. Agenda for the Lesson

3. The Nature of Variability

4. Sources of Variability

5. Identifying Variability

6. Control Chart Rules

7. Distinguishing Common Cause Variation

8. Addressing Common Cause Variation

9. Case Study in Variation

10. Capability Index

11. Visualizing Capability

12. Example of Cpk

13.1 Cpk calculator.xlsx

13. Cpk Spreadsheet

14. Summary and References

3. Making Statistically Confirmed Decisions

1. Introduction to Making Statistically Confirmed Decisions

2. What to Expect from this Section

3. Types of Decisions

4. Agenda for this Lesson

5. The Nature of Statistical Experiments

6. Understanding Hypothesis Testing

7. Understanding Designed Experiments

8. Sampling and Variation

9. More on Hypothesis Testing

10. Types of Error

11. Testing for Means

12. Examples of T Tests

13.1 BMI study of male patients for T Test.xlsx

13.2 Shore hardness example of test of hypothesis.xlsx

13. T Test Spreadsheets

14. Example of Z-Test

15. Testing for Proportions, Pt 1

16. Testing for Proportions, Pt 2

17. Summarizing Hypothesis Testing

18. Introducing ANOVA

19. DOE Terms

20. One Way ANOVA

21. Example of a Two-Way ANOVA

22. Full Factorial Experiments and an Alternative

23. Fractional Factorial Methods

24. Taguchi Terminology

25. Case Study, Pt 1

26. Case Study, Pt 2

27. Case Study, Pt 3

28.1 cutter doe example.zip

28. DOE Spreadsheet

29. Summarizing Statistically Confirmed Decisions

4. The Quality Operating System

1. Introduction to the Quality Operating System

2. Overview of Section Objectives

3. The Role of Truth in Business

4. The Operating Profit Bridge

5. Continuous Improvement Pays Off

6. What is QOS

7. Who is the Best

8. The Ten Steps

9. Leading and Lagging Indicators

10. Plant QOS

11. SGA QOS

12. Plant QOS Example

13. The Paynter Chart

14. Additional Examples

15. Summary and References

5. Conclusion to the Course

1. Conclusion to the Course

2. Bonus Lecture

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