1|Page
WGU D467 EXPLORING DATA OBJECTIVE ASSESSMENT EXAMS
NEWEST 2026 | DIFFERENT VERSIONS WITH COMPLETE REAL
EXAM QUESTIONS AND CORRECT VERIFIED ANSWERS/
ALREADY GRADED A+| D467 EXPLORING DATA OA EXAM PREP
(MOST RECENT!!)
An analyst wants to visually represent some of the information included
in a client report. Which description accurately describes a Venn
diagram the analyst might include?
A visual illustration that utilizes circles to depict relationships between
accounts
Which question should an analyst ask regarding a concern about
collecting primary data?
Is the sample representative?
Which type of quantitative data does an analyst use?
Purchasing amounts
Which discrete and quantitative data does an analyst use?
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Product sales
An analyst needs to format a data set to identify how satisfied
customers are with one product category compared to others.
Ranking a product as number one compared to others
An analyst needs to describe subjective measures of characteristics in
the fashion industry at a given moment. Which type of data should this
analyst use?
Qualitative
How should an analyst address bias in data collection?
Recognize and manage patterns of thinking
Why should an analyst avoid sampling bias in data collection?
It misrepresents the population.
What results when an analyst applies sampling bias to data collection?
Favors one outcome
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How should an analyst fairly represent a population in data collection?
Include population identifiers
Which data should an analyst mark as inadequate in terms of originality
in collection?
Data that rely on third-party information
An analyst identifies that people with disabilities tend to be excluded
from mainstream health research.What does this indicate to the analyst
about the research?
It is not a representative sample.
What is a benefit of open data to an analyst concerned with ethics and
privacy in data collection?
Credible databases can be used more widely.
, 4|Page
An analyst is working with an external group to collect information
about customer e-commerce purchases on a website. The analyst is
concerned about using data ethically and understands that personally
identifiable information (PII) is data that is reasonably likely to identify a
person.Which factor should this analyst consider?
The names of individuals should be kept safe.
What should an analyst consider when accessing open data to adhere
to ethics and privacy standards in data collection?
Consider the harm of using data
Which example describes the principle of ownership to ethics and
privacy in data collection?
Participants can remove their data at any time.
How should an analyst apply the principle of data privacy in data
collection?
By preserving a participant's right to data
WGU D467 EXPLORING DATA OBJECTIVE ASSESSMENT EXAMS
NEWEST 2026 | DIFFERENT VERSIONS WITH COMPLETE REAL
EXAM QUESTIONS AND CORRECT VERIFIED ANSWERS/
ALREADY GRADED A+| D467 EXPLORING DATA OA EXAM PREP
(MOST RECENT!!)
An analyst wants to visually represent some of the information included
in a client report. Which description accurately describes a Venn
diagram the analyst might include?
A visual illustration that utilizes circles to depict relationships between
accounts
Which question should an analyst ask regarding a concern about
collecting primary data?
Is the sample representative?
Which type of quantitative data does an analyst use?
Purchasing amounts
Which discrete and quantitative data does an analyst use?
,2|Page
Product sales
An analyst needs to format a data set to identify how satisfied
customers are with one product category compared to others.
Ranking a product as number one compared to others
An analyst needs to describe subjective measures of characteristics in
the fashion industry at a given moment. Which type of data should this
analyst use?
Qualitative
How should an analyst address bias in data collection?
Recognize and manage patterns of thinking
Why should an analyst avoid sampling bias in data collection?
It misrepresents the population.
What results when an analyst applies sampling bias to data collection?
Favors one outcome
,3|Page
How should an analyst fairly represent a population in data collection?
Include population identifiers
Which data should an analyst mark as inadequate in terms of originality
in collection?
Data that rely on third-party information
An analyst identifies that people with disabilities tend to be excluded
from mainstream health research.What does this indicate to the analyst
about the research?
It is not a representative sample.
What is a benefit of open data to an analyst concerned with ethics and
privacy in data collection?
Credible databases can be used more widely.
, 4|Page
An analyst is working with an external group to collect information
about customer e-commerce purchases on a website. The analyst is
concerned about using data ethically and understands that personally
identifiable information (PII) is data that is reasonably likely to identify a
person.Which factor should this analyst consider?
The names of individuals should be kept safe.
What should an analyst consider when accessing open data to adhere
to ethics and privacy standards in data collection?
Consider the harm of using data
Which example describes the principle of ownership to ethics and
privacy in data collection?
Participants can remove their data at any time.
How should an analyst apply the principle of data privacy in data
collection?
By preserving a participant's right to data
