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WGU Data-Driven-Decision-Making無料過去問、Data-Driven-Decision-Making資格模擬
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コンプリートData-Driven-Decision-Making無料過去問 & 資格試験のリーダー & 一番いいData-Driven-Decision-Making: VPC2Data-Driven Decision MakingC207
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WGU VPC2Data-Driven Decision MakingC207 認定 Data-Driven-Decision-Making 試験問題 (Q65-Q70):
質問 # 65
A patient satisfaction survey was conducted at Family Practice A. The average rating of online telemedicine visits was 4.5 out of 5, while in-person visits received a 3.0 out of 5.
Which samples should be used to compare the ratings?
- A. Total Family Practice A visits and in-person visits
- B. Online ratings of other family practices and online ratings for all Family Practice A visits
- C. Online Family Practice A telemedicine visits and in-person Family Practice A visits
- D. Total Family Practice A visits and online telemedicine visits
正解:C
解説:
To make a valid comparison in data-driven decision making, samples must becomparable and drawn from the same population, differing only in the factor being evaluated. In this case, the goal is to compare patient satisfaction between online telemedicine visits and in-person visits atFamily Practice A.
Usingonline Family Practice A telemedicine visits and in-person Family Practice A visitsensures that both samples come from the same organization, patient base, and survey methodology. This controls for external factors such as practice standards, demographics, and survey design, allowing differences in ratings to be attributed to the visit type rather than unrelated variables.
Comparing total visits to only one visit type introduces imbalance. Including other family practices introduces external variation and invalidates the comparison. Data-driven decision making stresses consistency and relevance in sample selection to ensure accurate conclusions.
Therefore, the correct answer isD, as it uses comparable samples that isolate the variable of interest.
質問 # 66
Management uses a net promoter score.
What can management determine using this performance measurement?
- A. The likelihood a customer will recommend the company
- B. Quantifiable goals to gauge employee progress
- C. Financial and nonfinancial information
- D. Quality assurance benchmarks
正解:A
解説:
Thenet promoter score (NPS)measurescustomer loyaltyby assessing the likelihood that customers will recommend a company's products or services to others. In data-driven decision making, NPS is a widely used indicator of customer satisfaction and long-term growth potential.
Customers are typically asked how likely they are to recommend the organization on a numerical scale.
Responses are categorized into promoters, passives, and detractors, and the score is calculated by subtracting the percentage of detractors from the percentage of promoters.
NPS does not directly measure financial outcomes, employee performance, or quality assurance metrics.
Instead, it serves as a customer-focused indicator that reflects overall perception and loyalty.
Therefore, the correct answer isB.
質問 # 67
A manager has been assigned to manage a digital marketing analytics team. The manager tasks the team with determining similarities among existing customers in the company's database, such as similarities in products purchased, location, and the average amount spent per order among existing customers.
Which type of activity will help the team accomplish this task?
- A. Regression analysis
- B. Linear programming
- C. Data mining
- D. Touchpoint analysis
正解:C
解説:
Data miningis the appropriate activity for identifying patterns, similarities, and relationships within large datasets. In data-driven decision making, data mining techniques such as clustering and association analysis are commonly used to segment customers based on behavior and characteristics.
The task described involves uncovering hidden patterns across multiple variables, which aligns directly with data mining objectives. Linear programming focuses on optimization, regression predicts outcomes, and touchpoint analysis examines customer interactions rather than similarities.
Therefore, the correct answer isA, data mining.
質問 # 68
What are two qualities of key performance indicators (KPIs)?
Choose 2 answers.
- A. They are flexible and easily changed.
- B. They can be used as a tool for internal benchmarking.
- C. They require little to no ongoing maintenance.
- D. They often follow SMART criteria.
正解:B、D
解説:
Key performance indicators (KPIs) are designed to measure progress toward strategic objectives. In data- driven decision making, effective KPIs arestable, meaningful, and aligned with organizational goalsrather than frequently changing.
One important quality of KPIs is that theycan be used for internal benchmarking, allowing organizations to compare performance across departments, time periods, or projects. This helps identify best practices and performance gaps.
Another defining characteristic is that KPIs often followSMART criteria-Specific, Measurable, Achievable, Relevant, and Time-bound. These criteria ensure KPIs are clearly defined and actionable.
KPIs are not meant to be easily changed, as frequent changes undermine consistency and comparability. They also require ongoing monitoring and maintenance to remain relevant and accurate.
Therefore, the correct answers areB and D.
質問 # 69
A clothing company wants to predict sales figures based on the amount spent on advertising.
Which type of regression analysis should this company use?
- A. Time series regression
- B. Logistic regression
- C. Linear regression
- D. Multiple linear regression
正解:C
解説:
When predicting a continuous outcome based on a single predictor, data-driven decision making recommends simple linear regression. In this case, sales figures are continuous, and advertising spend is a single explanatory variable.
Linear regression models the relationship between one independent variable and one dependent variable by estimating a straight-line relationship. Time series regression is used when data are indexed over time, logistic regression is used for binary outcomes, and multiple linear regression requires multiple predictors.
Because the company is using only advertising spend to predict sales,linear regressionis the most appropriate method. Therefore, the correct answer isB.
質問 # 70
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