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| Section | Objectives |
|---|---|
| Decision-Making Frameworks | - Risk Analysis and Assessment - Cost-Benefit Analysis - Evidence-Based Decision Making - Rational Decision Models |
| Business Intelligence and Analytics | - Key Performance Indicators (KPIs) - Predictive Analytics Basics - Dashboards and Reporting - Data Mining Concepts |
| Data-Driven Culture and Communication | - Stakeholder Communication - Presenting Data Insights - Ethical Considerations in Data Use - Building Data-Informed Organizations |
| Data Analysis Fundamentals | - Data Visualization Techniques - Data Types and Measurement Scales - Descriptive Statistics - Data Quality and Cleaning |
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質問 # 10
Which quality management principle should team members apply?
正解：D
解説：
A core principle of quality management is systems thinking, which emphasizes that organizations operate as interconnected processes rather than isolated tasks. Because of this, team members should analyze all adjustments made in one part of a system that may affect other parts of the system. This approach recognizes that a change intended to improve one area can unintentionally reduce quality, efficiency, or consistency elsewhere. Effective quality management requires understanding process interactions, cause-and-effect relationships, and the broader impact of operational decisions. Option A is incorrect because quality improvement usually seeks to streamline processes rather than add unnecessary steps. Option C is also incorrect because quality management is about coordination and continuous improvement, not encouraging competition between the organization and employees. Option D does not reflect a recognized quality principle and suggests a lack of operational discipline. Therefore, the correct principle is the one that promotes analysis of interdependence within the system, making option B the best answer.
質問 # 11
A hospital hires a third-party company to train its surgery team on the latest techniques and assess the team's current procedures in the operating room.
Which results-based management (RBM) stage is represented in this scenario?
正解：A
解説：
In results-based management (RBM),activitiesrepresent the actions undertaken to achieve desired outputs and outcomes. In data-driven decision making, activities include training, assessments, and implementation efforts.
Hiring a third-party company to train staff and assess procedures is an action being performed, not the result of that action. Inputs would include funding or resources, outputs would be trained staff or reports, and outcomes would reflect improved surgical performance.
Therefore, the correct answer isD, activities.
質問 # 12
What is the primary goal of Six Sigma?
正解：B
解説：
The primary goal ofSix Sigmais tofoster a commitment to continuous improvementby systematically reducing defects and process variation. In data-driven decision making, Six Sigma uses statistical methods to improve quality, efficiency, and consistency across organizational processes.
Six Sigma emphasizes disciplined problem-solving through data analysis, root-cause identification, and process control. While reducing defects to 3.4 per million opportunities is a hallmark metric, the broader objective is embedding continuous improvement into organizational culture.
SIPOC is a supporting tool, leadership is a contributing factor, and collaborative planning forecasting and replenishment relates to supply chain management, not Six Sigma's core purpose.
Therefore, the correct answer isD.
質問 # 13
A hot tub company recently calibrated all its machines during an expensive maintenance cycle performed by an outside company. However, defective pumps with small cracks are being made on the production line. The manager reviews the data about the errors and discovers that more errors occur during the night shift than during the day shift.
Which type of activity is this manager performing?
正解：C
解説：
Quality controlinvolves monitoring, measuring, and analyzing production output to identify defects and variations. In data-driven decision making, quality control focuses on detecting problems after or during production rather than preventing them in advance.
In this scenario, the manager reviews defect data and identifies a pattern indicating more errors during the night shift. This analysis is a classic quality control activity, as it involves examining performance data to detect issues in the production process.
Quality assurance focuses on process design and prevention, while service and underlying activities are not standard quality management classifications. Therefore, the correct answer isD, quality control activity.
質問 # 14
A spa wants to determine which duration of its massage packages is the most popular. The spa has 30-minute,
50-minute, and 75-minute sessions. Which statistical measure should be used and is less affected by outliers and skewed data?
正解：B
解説：
The spa wants to know which package duration is the most popular, meaning which session length occurs most frequently in the data. The statistical measure used to identify the most frequently occurring category or value is the mode. Because the massage durations are offered in discrete categories of 30, 50, and 75 minutes, the mode is the best measure for determining customer preference. It directly identifies the package selected most often. Standard deviation measures variability, not popularity. Mean and median are measures of central tendency, but they do not answer the question of which option is chosen most frequently. Although the wording mentions being less affected by outliers and skewed data, the strongest reason to choose the mode is that popularity is fundamentally a frequency question. The mode is especially useful for categorical or discrete-choice data where the goal is to identify the most common option rather than the center of a numerical distribution. Therefore, the correct answer is mode because it shows which massage duration customers prefer most often.
質問 # 15
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