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Last Updated: Aug 09, 2026
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| Section | Objectives |
|---|---|
| Data Analysis Fundamentals | - Data Types and Measurement Scales - Data Quality and Cleaning - Data Visualization Techniques - Descriptive Statistics |
| Business Intelligence and Analytics | - Key Performance Indicators (KPIs) - Dashboards and Reporting - Predictive Analytics Basics - Data Mining Concepts |
| Data-Driven Culture and Communication | - Ethical Considerations in Data Use - Presenting Data Insights - Stakeholder Communication - Building Data-Informed Organizations |
| Decision-Making Frameworks | - Rational Decision Models - Risk Analysis and Assessment - Cost-Benefit Analysis - Evidence-Based Decision Making |
1. Two vendors sell a dozen raw materials that a company needs to build its products. Which type of analysis should be used to determine if one of the vendors has a better average price at a given point in time?
A) Data analysis
B) Graphical analysis
C) Background analysis
D) Heuristic analysis
2. A researcher seeks to pass a bond issue and asks a sample of respondents who have a bachelor's degree if they are voting in favor of the bond because it would be beneficial to the county.
Which type of error does this represent?
A) Selection bias
B) Response bias
C) Confusion of association and causality
D) Faulty operationalization
3. A hospital is restructuring its business and administrative functions.
Which component of service delivery could be analyzed with a data analytics approach to help determine whether the hospital is adequately staffed for each shift?
A) Patient-to-staff ratios
B) Staff education levels
C) Patient satisfaction levels
D) Staff productivity levels
4. A company runs a regression analysis to identify the impact of volume on demand, which can be shown as an equation y = 50x + 10. Which volume is needed to produce a demand of 10,510?
A) 210
B) 525
C) 525,610
D) 208
5. Which element of an experimental study is described as the procedures applied to each subject?
A) Responses
B) Experimental units
C) Treatments
D) Inputs
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: A | Question # 5 Answer: C |
Prescott
Tab
Wright
Betsy
Dora
Griselda
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