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| Section | Weight | Objectives |
|---|
| Enterprise-wide Deployment | 6% | - Organization objectives and deployment planning - Systems and change management - Team formation and training - Team performance evaluation
|
| Process Optimization | 20% | - Process control and SPC - Design of Experiments (DOE) - Statistical process control charts (X-bar, R, S, I-MR, p, np, c, u) - Measurement system analysis (MSA/Gage R&R) - Process capability analysis (Cp, Cpk, Pp, Ppk) - Value stream mapping - Cycle time reduction - Root cause analysis and corrective action - Lean tools and waste elimination
|
| DFSS (Design for Six Sigma) | 12% | - Design for manufacturability - IDDOV (Identify, Define, Design, Optimize, Verify) - QFD (Quality Function Deployment) - Design for reliability and FMEA
|
| Statistical Analysis | 20% | - Descriptive statistics (mean, median, mode, std dev, variance) - Hypothesis testing (t-test, F-test, chi-square test) - Inferential statistics and confidence intervals - Non-parametric tests - Correlation and regression analysis - Probability distributions (Normal, Binomial, Poisson, Exponential) - Analysis of variance (ANOVA)
|
| DMAIC | 25% | - Analyze: hypothesis testing, ANOVA, regression, chi-square - Improve: DOE, response surface methodology, optimization - Define: VOC, VOB, project charter, SIPOC - Control: control plans, SPC, feedback monitoring - Measure: data collection, descriptive statistics, graphical analysis
|
| Management and Leadership | 17% | - Coaching and mentoring - Team leadership and conflict resolution - Performance metrics and balanced scorecard - Communication and presentation skills - Risk assessment and management
|
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ASQ Six Sigma Black Belt Certification - CSSBB Sample Questions (Q32-Q37):
NEW QUESTION # 32
Successful Six Sigma projects always:
- A. impact the bottom line of the enterprise
- B. all of the above E. none of the above
- C. are completed in a short time frame
- D. use designed experiments
Answer: A
NEW QUESTION # 33
The critical value(s) is/are:
- A. 1.96
- B. 1.96
- C. 1.645
- D. 1.645
Answer: C
NEW QUESTION # 34
A valid Multiple Linear Regression (MLR) is characterized by all of these except _______________________.
- A. It is an assumption that the X's (inputs) are not correlated to each other
- B. MLR is conducted based on a deliberate form of experimentation
- C. The X's (inputs) are assumed to be independent of each other
- D. The Residuals from MLR analysis have to be Normally Distributed
Answer: B
Explanation:
Explanation
NEW QUESTION # 35
The leader in the quality movement who recommended that organizations "eliminate numerical quotas for the work force and numerical goals for management." :
- A. Feigenbaum
- B. none of the above
- C. Crosby
- D. Taguchi
- E. Juran
- F. Ishikawa
Answer: B
NEW QUESTION # 36
Which of the following methods is used to identify values that can cause invalid inferences?
- A. Cause and effect analysis
- B. Residual analysis
- C. Variables sampling
- D. Plackett-Burman design
Answer: B
Explanation:
Residual analysis is the correct method because it is specifically used to evaluate whether a statistical model is appropriate and whether certain observations may distort conclusions. In the CSSBB Analyze Phase, residuals are the differences between observed response values and model-predicted values. By studying residual plots, a Black Belt can detect unusual observations, outliers, changing variance, model misspecification, nonlinearity, and other issues that can lead to invalid inferences. This is especially important after regression, ANOVA, and designed experiments, because a model may appear significant while still violating assumptions that undermine the conclusions. Variables sampling is a data collection approach, not a diagnostic method for invalid inference. Plackett-Burman design is a screening DOE design used to identify potentially important factors, not to check model validity after analysis. Cause and effect analysis is useful for organizing possible causes of a problem, but it does not statistically identify influential data values or problematic residual behavior. Therefore, among the listed options, residual analysis is the verified CSSBB answer because it is the proper statistical tool for identifying values or patterns that can make conclusions unreliable.
NEW QUESTION # 37
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