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D514 WGU- ANALYTICAL METHODS OF HEALTHCARE LEADERS LATEST VERSION 2026/2027 | VERIFIED Q&A | GRADED A+ | GUARANTEED PASS

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D514 WGU- ANALYTICAL METHODS OF HEALTHCARE LEADERS LATEST VERSION 2026/2027 | VERIFIED Q&A | GRADED A+ | GUARANTEED PASS Prospective or Retrospective - ANSWER️Looking forward or backwards. Studies a cohort of individuals that share a common exposure factor to determine its influence on the development of disease, and are compared with another group of equivalent individuals that were not exposed to the factor Literature Review - ANSWER️Analyzing articles written by experts Systematic Review - ANSWER️Gather all available empirical research to obtain answers to a specific question Meta-Analysis - ANSWER️A method of systematically combining qualitative and quantitative data from multiple studies to derive a single, more robust conclusion with enhanced statistical power. It involves the use of statistical techniques to analyze aggregated data, often leading to informed decision making and chages in treatment Standard Deviation - ANSWER️Measures variability that describes the deviation from the average of a frequency distribution Cluster Analysis - ANSWER️The task of grouping a set of objects in a way that objects in the same group are more similar to each other than those in other groups One-sample T-test - ANSWER️Compares the average of the score. The sample size is small. Look for differences U-Test (Mann-Whitney) (Wilcoxon-rank-sum test) - ANSWER️Used when we think we are comparing apples to apples, but we are not sure Two Sample T-Test - ANSWER️Researchers have a group of subjects, and have two different interventions to apply. They randomize the subjects into two groups, and compare for results Paired T-Test - ANSWER️Compares a variable measured at two time points on the same subject or compares values between matched pairs Anova - ANSWER️Used as a test to compare means between independent variables with similar variance and normal distribution. Can compare multiple groups Z-Test - ANSWER️A statistical test utilized to assess whether there is a significant difference between two population means when the variances are known, and the sample size is large. F Test - ANSWER️Most often used when comparing statistical models that have been fitted to a data set, to identify the model that best fits the population from which the data were sampled. Chi-Square Test - ANSWER️Tests for relationships between categorical variables. Used when you are comparing values you can observe with those you expect Examples of Chi-Square Test - ANSWER️As a person ages, their blood pressure increases. As a child grows, their height increases Correlation Coefficient - ANSWER️Measures strength and relationship between two variables on a scatterplot Examples of Correlation Coefficient - ANSWER️As people age, their likelihood of having arthritic changes increases (positive) As people increase their exercise activity, their weight decreases (negative) Descriptive Statistics - ANSWER️Describes and analyzes a given group without drawing any conclusions. Data is measured, organized, and graphed. Inferential Statistics - ANSWER️Draws conclusions about a larger population. The conclusion is based on data from a sample. Make an educated guess Research Process - ANSWER️Includes research design, study population, data collection, and analysis plan Research Design - ANSWER️Descriptive, correlational, experimental. The type of study that is being done Subjective Methods - ANSWER️Observation, watching, taking notes, open-ended questions, in-person or phone interviews, focus groups Experimental Methods - ANSWER️Hypothesis/Null hypothesis parametric tests such as t-tests, ANOVA, linear regression, etc Fidelity - ANSWER️Loyalty, truthfulness Fidelity - ANSWER️Keeping a promise to a patient about a specific treatment plan and advocating for the patient's rights and well-being during the healthcare process Autonomy - ANSWER️The ability to make your own decisions without being controlled by anyone else Justice - ANSWER️Fair Selection Justice - ANSWER️Ensuring that research participants in a clinical trial are selected without discrimination and that the risks and benefits of participation are distributed fairly among diverse populations Nonmaleficence - ANSWER️Not harming

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Prospective or Retrospective - ANSWER Looking forward or backwards.
Studies a cohort of individuals that share a common exposure factor to determine
its influence on the development of disease, and are compared with another group
of equivalent individuals that were not exposed to the factor


Literature Review - ANSWER Analyzing articles written by experts



Systematic Review - ANSWER Gather all available empirical research to
obtain answers to a specific question


Meta-Analysis - ANSWER A method of systematically combining qualitative
and quantitative data from multiple studies to derive a single, more robust
conclusion with enhanced statistical power. It involves the use of statistical
techniques to analyze aggregated data, often leading to informed decision making
and chages in treatment


Standard Deviation - ANSWER Measures variability that describes the
deviation from the average of a frequency distribution

,Cluster Analysis - ANSWER The task of grouping a set of objects in a way that
objects in the same group are more similar to each other than those in other groups


One sample T-test - ANSWER Compares the average of the score. Sample size
is small. Looks for differences


U-Test (Mann-Whitney) (Wilcoxon-ran-sum test) - ANSWER Used when we
think we are comparing apples to apples, but we are not sure


Two Sample T-Test - ANSWER Researchers have a group of subjects, and have
two different interventions to apply. They randomize the subjects into two groups,
and compare for results


Paired T-Test - ANSWER Compares a variable measured at two time points on
the same subject or comparing values between matched pairs


Anova - ANSWER Used as a test to compare means between independent
variables with similar variance and normality of distribution. Can compare
multiple groups


Z-Test - ANSWER A statistical test utilized to assess whether there is a
significant difference between two population means when the variances are
known, and the sample size is large.


F Test - ANSWER Most often used when comparing statistical models that
have been fitted to a data set, to identify the model that best fits the population
from which the data were sampled.

, Chi Square Test - ANSWER Tests for relationships between categorical
variables. Used when you are comparing values you can observe with those you
expect


Examples of Chi Square Test - ANSWER As a person ages, their blood
pressure increases.
As a child grows, their height increases


Correlation Coefficient - ANSWER Measures strength and relationship
between two variables on a scatterplot


Examples of Correlation Coefficient - ANSWER As people age, their
likelihood of having arthritic changes increases (positive)
As people increase their exercise activity, their weight decreases (negative)


Descriptive Statistics - ANSWER Describes and analyzes a given group
without drawing any conclusions. Data is measured, organized, graphed.


Inferential Statistics - ANSWER Draws conclusions about a larger population.
Conclusion is based on data from a sample. Make an educated guess


Research Process - ANSWER Includes research design, study population, data
collection, and analysis plan

, Research Design - ANSWER Descriptive, correlational, experimental. The type
of study that is being done


Subjective Methods - ANSWER Observation, watching, taking notes, open-
ended questions, in person or phone interviews, focus groups


Experimental Methods - ANSWER Hypothesis/Null hypothesis parametric tests
such as t-tests, ANOVA, linear regression etc


Fidelity - ANSWER Loyalty, truthfulness



Fidelity - ANSWER Keeping a promise to a patient about a specific treatment
plan and advocating for the patient's rights and well-being during the healthcare
process


Autonomy - ANSWER The ability to make your own decision without being
controlled by anyone else


Justice - ANSWER Fair Selection



Justice - ANSWER Ensuring that research participants in a clinical trial are
selected without discrimination and that the risks and benefits of participation are
distributed fairly among diverse populatinos


Nonmaleficence - ANSWER Not harming

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