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WGU C985 HEALTH CARE ANALYTICS OBJECTIVE ASSESSMENT ACTUAL EXAM 2025/2026 COMPLETE QUESTIONS BANK AND CORRECT DETAILED ANSWERS WITH RATIONALES || 100% GUARANTEED PASS NEWEST VERSION

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WGU C985 HEALTH CARE ANALYTICS OBJECTIVE ASSESSMENT ACTUAL EXAM 2025/2026 COMPLETE QUESTIONS BANK AND CORRECT DETAILED ANSWERS WITH RATIONALES || 100% GUARANTEED PASS NEWEST VERSION 1. Statistics - ANSWER the collection of data about and for the "state" 2. Centers of Medicare and Medicaid Services (CMS) - ANSWER division of the Department of Health and Human Services (HHS) that is responsible for developing health care policy in the US and for administering the Medicare program and the federal portion of the Medicaid program 3. Centers for Disease Control and Prevention (CDC) - ANSWER division of the Department of Health and Human Services (HHS) that is recognized as the lead agency responsible for protecting the health of the US population by providing credible information to help individuals make the right health care decisions and promoting quality of life through the prevention and control of disease, injury, and disability 4. Agency for Healthcare Research and Quality (AHRQ) - ANSWER a part of the Department of Health and Human Services (HHS) that tries to make healthcare safer, of higher quality, and more accessible, equitable, and affordable 5. World Health Organization (WHO) - ANSWER international organization founded by the United Nations (UN) and is the directing authority on international health within the UN's system 6. Statistical Package for Social Sciences (SPSS) - ANSWER a statistical package that offers a variety of analytical and graphic software and is used by many industries for its predictive analytics to help them make decisions In conversations with her patients, a physical therapist notices that patients who are on Workman's Compensation and have supportive supervisors, eager for them to return to work, have more positive outcomes in rehabilitation than those patients whose supervisors have a negative attitude toward their employee's injury: insisting they not return to work until they are at 100% because if anything less they are "useless to the job". 7. What type of test could the therapist use to see if these two factors have a measurable relationship? - ANSWER Linear regression 8. Data analysts at a large metropolitan hospital need to determine risk factors associated with readmission within 30 days via the hospital's emergency room among patients with COPD. The variables of interest include age, gender, race/ethnicity, insurance status, and family support. Which statistical technique should be used? - ANSWER Regression analysis 9. Several community health centers across a rural state are gathering data on their pre-diabetic patients and using A1c levels as a baseline measurement to include patients in a research project. Three different interventions will be applied. One group of patients will receive a special diet to follow; the second group will work with physical therapists on a regular exercise program; the third group will follow the diet and engage in the exercise. Which statistical test will be appropriate to use to determine which treatment is most effective in controlling pre-diabetes? - ANSWER ANOVA 10. A hospital CFO is analyzing the cost benefits of using the patient reminder system, which was implemented over a year ago, to see if the automated system results in less missed appointments ("no-shows"). She is comparing quarterly reports from this past year on volume of patients who did not show up to their appointments, to the volume of patients of the previous year, who did not show up to their appointments, to see if the automated system has proven effective. She is considering other variables as she reviews the data, but is primarily analyzing the number of "no-show" patients from last year's quarterly reports to this year's. - ANSWER time series 11. Include "What are you predicting and why? How accurate is your prediction and what actions are taken based on the prediction?" - ANSWER Modeling questions 12. Relies on mathematical algorithms to predict the probability of an outcome. - ANSWER Predictive modeling 13. When used in the healthcare environment, it provides a ____________ score (probability) for each patient or groups of patients, in order to determine, inform, and influence organizational processes that pertain to large numbers of individuals. - ANSWER Predictive analytics 14. Is a tool to plot the frequency and number of cases and is useful to identify areas of high variance. - ANSWER Histogram 15. Normal ___________ visually reflects a well-formed bell curve. Variation may appear to be skewed outside the normal distribution and require additional testing for statistical significance. - ANSWER Distribution and deviations 16. Reflects how close a sample mean is to the true population mean. This calculation is essential for identifying variation that is a result of chance. - ANSWER The standard error 17. Measures the distance along the x-axis of a normal distribution measured in units of standard deviation. The ___________ is a unit that can simplify the measurement of variation. - ANSWER The z-score 18. A quality improvement manager in Alaska is comparing data at her facility on enrollment of patients using Medicaid and CHIP, from before the passage of the Affordable Care Act to current data on Medicaid and CHIP enrollment. - ANSWER Statistical modeling 19. The quality improvement team is reviewing quarterly incident reports and evaluating the effect of Six Sigma strategies on the quantity of medication errors over the past two years. The team hypothesizes a continuous reduction in medical errors for each quarter. The sample consists of patient clinical and demographic characteristics. Unfortunately, causation cannot be determined from the data available. Which research method should be used to test the team's hypothesis? - ANSWER time series 20. A hospital researcher has access to one year of hospital emergency department claims data. The researcher is investigating the association of race on the timeliness of delivery of care. The sample includes information on patient demographics, insurance information, and emergency department factors. Due to patient confidentiality, the sample does not include patient clinical information and outcomes. Which research method should be used? - ANSWER Cross Sectional 21. Which type of data analysis could be used in quantitative research? - ANSWER Reporting the distribution of results or outcomes 22. What is a characteristic of qualitative research methods? - ANSWER Introduces subjectivity to data collection 23. Many physician practices now utilize an electronic health record (EHR) system that includes a secure messaging feature. Some of these practices have extended their contact with patients by conducting virtual visits between people with diabetes and nurses who are certified diabetes educators. The remote technology includes the ability to monitor blood glucose data to determine if these values are within goal range. After six months, the results of the blood glucose levels for the group participating in the virtual visits were evaluated. Which research method was used? - ANSWER Cross-sectional 24. A policy analyst is interested in determining if the prospective payment system (PPS) has improved hospital efficiency over time during the past ten years. The sample for analysis consists of ten years of data after the introduction of the PPS and includes measures of efficiency and other relevant control variables. The analyst hypothesizes that hospital efficiency should have increased each year after the PPS was implemented. Which research method should the analyst use? - ANSWER Time Series 25. A researcher wants to determine whether continuity of care is improved with the use of coordination of care documents among primary care physicians and specialists. The researcher decides to review various published studies to assess the clinical effectiveness of these documents on patient outcomes. Which research method is being used? - ANSWER Meta-analysis 26. The state public health researcher wants to begin a five-year initiative to coordinate immunizations for children in the foster care system. The results will be compared to previous years to measure the effectiveness of the initiative. Which research method should be used to study this initiative? - ANSWER Pre/post-study 27. Using publicly reported data from Centers for Medicare & Medicaid Services, researchers want to examine the relationship between 30-day readmissions and mortality rates for patients with heart failure at five facilities. Before this can be done, researchers need to estimate mortality rates and readmission rates from heart failure. Which statistical technique should be used to calculate the estimated rates? - ANSWER Regression analysis 28. Researchers want to determine if a particular risk factor or risk factors are associated with the frequency for nonelective readmission within 30 days among patients with diabetes in a metropolitan area. The variables of interest include age, gender, race/ethnicity, and insurance status. Which statistical technique should be used? - ANSWER Regression analysis 29. A hospital researcher is interested in investigating the association between hospital ownership (i.e., government, investor, and not-for-profit) on overall hospital quality scores. Research Methods A cross-sectional data set of all urban hospitals from eight states is used in this study. The data were obtained from various administrative databases: Medicare Hospital Cost Report Information System, the American Hospital Association, and the Area Health Resource File. Descriptive statistics are used to summarize the data. An ordinary least squares regression is used to test the relationship between ownership status and hospital quality while controlling for hospital and market characteristics. Which component is missing from these research methods? - ANSWER Research design 30. A hospital researcher is interested in the association between patient satisfaction and hospital market share. The researcher hypothesizes that increased patient satisfaction will lead to an increase in hospital market share. Research Methods A longitudinal study of seven years will be conducted to assess the change in hospital market share over time. Urban hospitals from the United States that have more than 100 beds will be included in the analysis. The data set will include hospital characteristics and market characteristics. Administrative data will be obtained from the American Hospital Association's Annual Survey of Hospitals, the Area Health Resources File, and the Hospital Compare website. The variables included in the data set will control for other factors that may impact hospital patient satisfaction. Statistical significance will be set at α = 0.05 for the analysis. The results of the analysis will be - ANSWER Analysis plan 31. A large urban hospital has implemented a new patient registration system to reduce patient complaints, streamline the process, and make it easier to understand. The hospital had been monitoring patient wait times for registration prior to implementing this change. Which aspect of wait time was analyzed in the application of descriptive statistics applied for this scenario? - ANSWER An average of wait times was analyzed. 32. A surgical center is experiencing patient attrition. The center has received bad reviews online. One area of complaints is that the center is dirty in common areas. The center conducted a survey to ascertain what the major complaints were. The center has decided to outsource its maintenance in an effort to improve patient satisfaction scores. The median patient satisfaction scores were determined from the survey. How were descriptive statistics applied in this scenario? - ANSWER To determine the 50th percentile of patient satisfaction scores 33. An administrator at an established hospital decided to create a new data collection plan for the quality improvement initiative because the former plan was not acceptable. One concern with the old plan was with the timeliness of the data and with missing data elements associated with wait times and communication. How were descriptive statistics applied in this scenario? - ANSWER To identify the average patient satisfaction score 34. A surgical center is experiencing patient attrition. The center has received bad reviews online. One area of complaints is that the center is dirty in common areas. The center conducted a survey to ascertain what the major complaints were. The center has decided to outsource its maintenance in an effort to improve patient satisfaction scores. The surgical center reviewed patient satisfaction scores before and after outsourcing its housekeeping services. Which inferential statistic was applied to arrive at the decision to outsource maintenance? - ANSWER A t-test

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WGU C985 HEALTH CARE ANALYTICS
OBJECTIVE ASSESSMENT ACTUAL EXAM
2025/2026 COMPLETE QUESTIONS BANK
AND CORRECT DETAILED ANSWERS WITH
RATIONALES || 100% GUARANTEED PASS
<NEWEST VERSION>


1. Statistics - ANSWER ✓ the collection of data about and for the "state"

2. Centers of Medicare and Medicaid Services (CMS) - ANSWER ✓ division
of the Department of Health and Human Services (HHS) that is responsible
for developing health care policy in the US and for administering the
Medicare program and the federal portion of the Medicaid program

3. Centers for Disease Control and Prevention (CDC) - ANSWER ✓ division
of the Department of Health and Human Services (HHS) that is recognized
as the lead agency responsible for protecting the health of the US population
by providing credible information to help individuals make the right health
care decisions and promoting quality of life through the prevention and
control of disease, injury, and disability

4. Agency for Healthcare Research and Quality (AHRQ) - ANSWER ✓ a part
of the Department of Health and Human Services (HHS) that tries to make
healthcare safer, of higher quality, and more accessible, equitable, and
affordable

5. World Health Organization (WHO) - ANSWER ✓ international organization
founded by the United Nations (UN) and is the directing authority on
international health within the UN's system

,6. Statistical Package for Social Sciences (SPSS) - ANSWER ✓ a statistical
package that offers a variety of analytical and graphic software and is used
by many industries for its predictive analytics to help them make decisions
In conversations with her patients, a physical therapist notices that patients
who are on Workman's Compensation and have supportive supervisors,
eager for them to return to work, have more positive outcomes in
rehabilitation than those patients whose supervisors have a negative attitude
toward their employee's injury: insisting they not return to work until they
are at 100% because if anything less they are "useless to the job".

7. What type of test could the therapist use to see if these two factors have a
measurable relationship? - ANSWER ✓ Linear regression

8. Data analysts at a large metropolitan hospital need to determine risk factors
associated with readmission within 30 days via the hospital's emergency
room among patients with COPD. The variables of interest include age,
gender, race/ethnicity, insurance status, and family support. Which statistical
technique should be used? - ANSWER ✓ Regression analysis

9. Several community health centers across a rural state are gathering data on
their pre-diabetic patients and using A1c levels as a baseline measurement to
include patients in a research project. Three different interventions will be
applied.

One group of patients will receive a special diet to follow; the second group
will work with physical therapists on a regular exercise program; the third
group will follow the diet and engage in the exercise.

Which statistical test will be appropriate to use to determine which treatment
is most effective in controlling pre-diabetes? - ANSWER ✓ ANOVA

10.A hospital CFO is analyzing the cost benefits of using the patient reminder
system, which was implemented over a year ago, to see if the automated
system results in less missed appointments ("no-shows").
She is comparing quarterly reports from this past year on volume of patients
who did not show up to their appointments, to the volume of patients of the
previous year, who did not show up to their appointments, to see if the
automated system has proven effective. She is considering other variables as
she reviews the data, but is primarily analyzing the number of "no-show"

, patients from last year's quarterly reports to this year's. - ANSWER ✓ time
series

11.Include "What are you predicting and why? How accurate is your prediction
and what actions are taken based on the prediction?" - ANSWER ✓
Modeling questions

12.Relies on mathematical algorithms to predict the probability of an outcome.
- ANSWER ✓ Predictive modeling

13.When used in the healthcare environment, it provides a ____________ score
(probability) for each patient or groups of patients, in order to determine,
inform, and influence organizational processes that pertain to large numbers
of individuals. - ANSWER ✓ Predictive analytics

14.Is a tool to plot the frequency and number of cases and is useful to identify
areas of high variance. - ANSWER ✓ Histogram

15.Normal ___________ visually reflects a well-formed bell curve. Variation
may appear to be skewed outside the normal distribution and require
additional testing for statistical significance. - ANSWER ✓ Distribution and
deviations

16.Reflects how close a sample mean is to the true population mean. This
calculation is essential for identifying variation that is a result of chance. -
ANSWER ✓ The standard error

17.Measures the distance along the x-axis of a normal distribution measured in
units of standard deviation. The ___________ is a unit that can simplify the
measurement of variation. - ANSWER ✓ The z-score

18.A quality improvement manager in Alaska is comparing data at her facility
on enrollment of patients using Medicaid and CHIP, from before the passage
of the Affordable Care Act to current data on Medicaid and CHIP
enrollment. - ANSWER ✓ Statistical modeling

19.The quality improvement team is reviewing quarterly incident reports and
evaluating the effect of Six Sigma strategies on the quantity of medication

, errors over the past two years. The team hypothesizes a continuous reduction
in medical errors for each quarter.

The sample consists of patient clinical and demographic characteristics.
Unfortunately, causation cannot be determined from the data available.

Which research method should be used to test the team's hypothesis? -
ANSWER ✓ time series

20.A hospital researcher has access to one year of hospital emergency
department claims data. The researcher is investigating the association of
race on the timeliness of delivery of care. The sample includes information
on patient demographics, insurance information, and emergency department
factors. Due to patient confidentiality, the sample does not include patient
clinical information and outcomes.

Which research method should be used? - ANSWER ✓ Cross Sectional

21.Which type of data analysis could be used in quantitative research? -
ANSWER ✓ Reporting the distribution of results or outcomes

22.What is a characteristic of qualitative research methods? - ANSWER ✓
Introduces subjectivity to data collection

23.Many physician practices now utilize an electronic health record (EHR)
system that includes a secure messaging feature. Some of these practices
have extended their contact with patients by conducting virtual visits
between people with diabetes and nurses who are certified diabetes
educators. The remote technology includes the ability to monitor blood
glucose data to determine if these values are within goal range. After six
months, the results of the blood glucose levels for the group participating in
the virtual visits were evaluated.

Which research method was used? - ANSWER ✓ Cross-sectional

24.A policy analyst is interested in determining if the prospective payment
system (PPS) has improved hospital efficiency over time during the past ten
years. The sample for analysis consists of ten years of data after the
introduction of the PPS and includes measures of efficiency and other

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