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| Section | Weight | Objectives |
|---|
| Predictive Analytics & Regression | 20% | - Forecasting & trend analysis - Interpreting coefficients, R-squared, significance - Simple & multiple linear regression
|
| Statistical Concepts & Descriptive Analytics | 25% | - Measures of central tendency, dispersion, distribution - Data types, measurement scales, sampling methods - Data visualization: charts, graphs, dashboards
|
| Decision Models & Prescriptive Analytics | 15% | - Optimization, sensitivity analysis - Quality & process improvement tools - Decision trees, payoff matrices, expected value
|
| Probability & Statistical Inference | 20% | - Hypothesis testing, p-values, confidence intervals - Correlation vs. causation - Probability rules, distributions, expected value
|
| Foundations of Data-Driven Decision Making | 20% | - Types of analytics: descriptive, predictive, prescriptive - Ethics, privacy, and data governance - Role of data in business decisions
|
>> Online Data-Driven-Decision-Making Lab Simulation <<
Data-Driven-Decision-Making Valid Dumps Book, Authorized Data-Driven-Decision-Making Certification
The WGU Data-Driven-Decision-Making Certification is a valuable credential in the modern world. The WGU Data-Driven-Decision-Making certification exam offers a great opportunity for beginners and experienced professionals to validate their skills and knowledge level. With the one certification VPC2Data-Driven Decision MakingC207 exam you can upgrade your expertise and knowledge.
WGU VPC2Data-Driven Decision MakingC207 Sample Questions (Q101-Q106):
NEW QUESTION # 101
Which step in the plan-do-check-act cycle is described as analyzing the results of an experiment and deciding whether those results can be improved?
- A. Do
- B. Plan
- C. Check
- D. Act
Answer: C
Explanation:
TheCheckphase of the Plan-Do-Check-Act (PDCA) cycle involves evaluating outcomes and analyzing results. In data-driven decision making, this step compares actual performance against expected results to determine whether objectives were met.
During the Check phase, organizations review data, assess variation, and identify opportunities for improvement. Planning defines objectives, Doing implements changes, and Acting standardizes or adjusts processes based on evaluation.
Therefore, the correct answer isA, Check.
NEW QUESTION # 102
A healthcare organization implements a campaign to improve patient satisfaction during recent stays. The average patient satisfaction before the campaign is M = 4.20, SD = 3.0. Six months after the new campaign, the average patient satisfaction is M = 1.5, SD = 2.0.
Which action should the hospital management team take?
- A. Discontinue the campaign because patient satisfaction declined from baseline to six months following the campaign introduction
- B. Continue the campaign because there was an increase in patients that came to the hospital during the six months
- C. Continue the campaign because patient satisfaction significantly increased from baseline to six months following the campaign introduction
- D. Change the campaign because it worked initially but is no longer effective
Answer: A
Explanation:
Data-driven decision making requires comparing outcomes before and after an intervention to assess effectiveness. In this scenario, the mean patient satisfaction scoredeclined from 4.20 to 1.5following implementation of the campaign, indicating a substantial decrease in satisfaction.
Despite the reduced standard deviation, the large drop in the mean suggests the campaign did not achieve its intended goal and may have negatively affected patient experience. Continuing or modifying the campaign is not justified without evidence of initial improvement or external factors explaining the decline.
Management decisions must be grounded in outcome data rather than assumptions or unrelated metrics such as patient volume. Ethical and effective use of statistics requires discontinuing interventions that demonstrably worsen outcomes.
Therefore, the correct action is todiscontinue the campaign, making optionAthe correct answer.
NEW QUESTION # 103
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. Online ratings of other family practices and online ratings for all Family Practice A visits
- B. Total Family Practice A visits and online telemedicine visits
- C. Online Family Practice A telemedicine visits and in-person Family Practice A visits
- D. Total Family Practice A visits and in-person visits
Answer: C
Explanation:
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.
NEW QUESTION # 104
Which type of analysis determines whether there was a significant difference in the average donor solicitation amount between three nonprofit hospital events?
- A. Time series
- B. Cluster
- C. ANOVA
- D. Logistic regression
Answer: C
Explanation:
Analysis of Variance (ANOVA)is used to compare the means of three or more groups to determine whether statistically significant differences exist. In data-driven decision making, ANOVA is appropriate when evaluating differences across multiple categories.
In this scenario, the analyst is comparing average donor solicitation amounts across three separate events.
ANOVA tests whether at least one group mean differs from the others.
Cluster analysis groups data, time series examines trends over time, and logistic regression predicts categorical outcomes. Therefore, the correct answer isD, ANOVA.
NEW QUESTION # 105
How does a balanced scorecard (BSC) differ from a key performance indicator (KPI)?
- A. A BSC aligns with just one aspect of an organization's success, whereas a KPI allows managers to simultaneously view performance in several areas.
- B. A BSC and a KPI are identical except that a BSC is a measurement of metrics over time, and a KPI is a snapshot of success at one point in time.
- C. A KPI aligns with just one aspect of an organization's success, whereas a BSC allows managers to view performance in several areas.
- D. A BSC and a KPI are identical except that a BSC is used in business settings, and a KPI is used exclusively by governmental agencies.
Answer: C
Explanation:
Akey performance indicator (KPI)measures performance in asingle critical area, such as revenue growth or customer satisfaction. In contrast, abalanced scorecard (BSC)provides amulti-dimensional view of organizational performance, typically across financial, customer, internal process, and learning perspectives.
Data-driven decision making emphasizes that relying on a single metric can lead to incomplete or biased conclusions. The BSC addresses this by integrating multiple KPIs into a cohesive framework aligned with strategic objectives.
Therefore, optionAcorrectly explains the distinction between a KPI and a BSC.
NEW QUESTION # 106
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