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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Process Optimization | 20% | - Measurement system analysis (MSA/Gage R&R) - Statistical process control charts (X-bar, R, S, I-MR, p, np, c, u) - Design of Experiments (DOE) - Process capability analysis (Cp, Cpk, Pp, Ppk) - Root cause analysis and corrective action - Process control and SPC - Lean tools and waste elimination - Value stream mapping - Cycle time reduction |
| Topic 2: DMAIC | 25% | - Improve: DOE, response surface methodology, optimization - Measure: data collection, descriptive statistics, graphical analysis - Analyze: hypothesis testing, ANOVA, regression, chi-square - Define: VOC, VOB, project charter, SIPOC - Control: control plans, SPC, feedback monitoring |
| Topic 3: Statistical Analysis | 20% | - Hypothesis testing (t-test, F-test, chi-square test) - Inferential statistics and confidence intervals - Probability distributions (Normal, Binomial, Poisson, Exponential) - Analysis of variance (ANOVA) - Non-parametric tests - Correlation and regression analysis - Descriptive statistics (mean, median, mode, std dev, variance) |
| Topic 4: Enterprise-wide Deployment | 6% | - Systems and change management - Organization objectives and deployment planning - Team performance evaluation - Team formation and training |
| Topic 5: DFSS (Design for Six Sigma) | 12% | - IDDOV (Identify, Define, Design, Optimize, Verify) - QFD (Quality Function Deployment) - Design for manufacturability - Design for reliability and FMEA |
| Topic 6: Management and Leadership | 17% | - Performance metrics and balanced scorecard - Communication and presentation skills - Team leadership and conflict resolution - Risk assessment and management - Coaching and mentoring |
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NEW QUESTION # 267
When doing Hypothesis Testing on Non-normal data Belts will use a ________________ to compare more than two sample proportions to each other.
Answer: D
NEW QUESTION # 268
Based on the ANOVA information shown, how many factors are statistically significant?
Answer: D
Explanation:
The correct answer is B, 2. In Analyze Phase statistical interpretation, significance is determined by comparing each factor's p-value to the chosen alpha level or by comparing the calculated test statistic to the critical threshold. Factors with p-values below alpha are considered statistically significant because the data provide sufficient evidence that those factors have a real effect on the response. ANOVA is used by Black Belts to separate meaningful factor effects from random variation and to determine which inputs should receive further attention in process improvement or optimization. In the information provided for this question, two factors meet the significance criterion, while the others do not. This means the team should focus on those two factors as likely drivers of variation in the response. Understanding which factors are significant is critical because it helps avoid wasting effort on variables that do not materially affect process performance. Therefore, the correct answer is B, 2, because two factors in the ANOVA output show statistical significance based on the decision rule implied by the problem.
NEW QUESTION # 269
A Belt working in a supply chain environment has to make a decision to change suppliers of critical raw materials for a new product upgrade. The purchasing manager is depending on the Belt's effort requiring that the average cost of an internal critical raw material component be less than or equal to $4,200 in order to stay within budget. Using a sample of 35 first article components, a Mean of the new product upgrade price of
$4,060, and a Standard Deviation of $98 was estimated. The Alternative Hypothesis in the above example is?
Answer: E
NEW QUESTION # 270
Sally and Sara sell flower pots at their garage sale. Sally motivates Sara mentioning that they will sell a minimum of 22 pots per day if the outside temperature exceeds 60o F.
From a sample, whose population is assumed to follow a Normal Distribution, taken for 30 days at 60 degrees or more an average of 18.2 pots per day were sold with a Standard Deviation of 0.9 pots. What is the Z value for this sales process?
Answer: C
NEW QUESTION # 271
A ____ from a sample is used to estimate a population _____. The two words that best fill these blanks are:
Answer: D
NEW QUESTION # 272
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