WGU D458 PRFA — XBM1 TASK 3:
ANALYZES COMPLEX PROBLEMS PRACTICE
EXAMINATION 2026 QUESTIONS WITH
ANSWERS GRADED A+
◍ How does AI impact human decision-making?.
Answer: AI can lead to decision reliance, diminishing individuals' capacity
for independent judgment and critical thinking.
◍ Data Sorting.
Answer: Multi-criteria sorting, dynamic reorganization, intelligent clustering
◍ Algorithmic.
Answer: Model design perpetuates bias
◍ How do well-designed prompts promote consistency and reproducibility in
research?.
Answer: They provide standardized instructions for data collection and
analysis, ensuring uniformity across studies and facilitating replication and
comparison of findings.
◍ Fairness.
Answer: Equal treatment, avoid discrimination
◍ What is the benefit of crafting well-written prompts for research?.
Answer: Well-written prompts help researchers focus their inquiry, identify
relevant sources, and extract valuable insights from literature.
◍ Data analysis.
Answer: CoT + Constraints (logic + parameters)
◍ Instructions.
, Answer: What to do
◍ Hypothesis testing.
Answer: a statistical method for determining if a claim about a population is
supported by sample data.
◍ What is a false positive in AI?.
Answer: Occurs when the model incorrectly generates outputs that are not
relevant or accurate to the input or task.
◍ Chatbots.
Answer: AI programs designed to engage in natural conversations with
people, providing information, answering questions, and offering emotional
support.
◍ AI model.
Answer: a computer program designed to make predictions or decisions
based on input data.
◍ Quality Prompt Checklist (CAESIO).
Answer: Constraints and tone requirementsAppropriate technique selected
for task typeExamples provided when needed (Few Shot)Specific topic or
task clearly namedIncludes relevant context and backgroundOutput format
explicitly defined
◍ Data Visualization.
Answer: Automated chart generation, interactive dashboards, personalized
visual presentations
◍ How do well-designed prompts help minimize bias and subjectivity in
research?.
Answer: They establish clear criteria for inclusion and exclusion, reducing
the influence of researcher bias and ensuring robust and unbiased research
outcomes.
◍ Software development.
Answer: AI tools that assist developers by autocompleting code, explaining
, errors, and optimizing programs.
◍ Societal Impact.
Answer: Consider jobs, inequality, access
◍ Persona.
Answer: Role for the AI
◍ Natural language processing (NLP).
Answer: a branch of AI focused on how computers can understand and
interact with human language, used in applications like chatbots, sentiment
analysis, and text summarization.
◍ Large Language Models (LLMs).
Answer: AI systems trained on massive text datasets to understand generate
human-like text
◍ What role does effective prompt design play in database interactions?.
Answer: It serves as vital communication bridges between users and the
database system, conveying information needs and guiding the system on
how to search, retrieve, and present data accurately and efficiently.
◍ Midjourney.
Answer: Artistic Image creation
◍ What can happen if AI systems lack robustness in protecting sensitive data?.
Answer: Vulnerabilities may lead to unauthorized access or exploitation of
personal data, especially if AI systems are attacked by malicious actors.
◍ What is AI drift?.
Answer: Over time, an AI's performance may deteriorate as its models
become less accurate compared to the data it was first trained on.
◍ What does effective prompt design promote in interactions with LLMs?.
Answer: It fosters contextual understanding, enhances the relevance of
generated responses, and promotes ethical and inclusive interactions.
◍ What is Generative AI?.
Answer: Generative AI creates new content (e.g., text, images, or audio)
ANALYZES COMPLEX PROBLEMS PRACTICE
EXAMINATION 2026 QUESTIONS WITH
ANSWERS GRADED A+
◍ How does AI impact human decision-making?.
Answer: AI can lead to decision reliance, diminishing individuals' capacity
for independent judgment and critical thinking.
◍ Data Sorting.
Answer: Multi-criteria sorting, dynamic reorganization, intelligent clustering
◍ Algorithmic.
Answer: Model design perpetuates bias
◍ How do well-designed prompts promote consistency and reproducibility in
research?.
Answer: They provide standardized instructions for data collection and
analysis, ensuring uniformity across studies and facilitating replication and
comparison of findings.
◍ Fairness.
Answer: Equal treatment, avoid discrimination
◍ What is the benefit of crafting well-written prompts for research?.
Answer: Well-written prompts help researchers focus their inquiry, identify
relevant sources, and extract valuable insights from literature.
◍ Data analysis.
Answer: CoT + Constraints (logic + parameters)
◍ Instructions.
, Answer: What to do
◍ Hypothesis testing.
Answer: a statistical method for determining if a claim about a population is
supported by sample data.
◍ What is a false positive in AI?.
Answer: Occurs when the model incorrectly generates outputs that are not
relevant or accurate to the input or task.
◍ Chatbots.
Answer: AI programs designed to engage in natural conversations with
people, providing information, answering questions, and offering emotional
support.
◍ AI model.
Answer: a computer program designed to make predictions or decisions
based on input data.
◍ Quality Prompt Checklist (CAESIO).
Answer: Constraints and tone requirementsAppropriate technique selected
for task typeExamples provided when needed (Few Shot)Specific topic or
task clearly namedIncludes relevant context and backgroundOutput format
explicitly defined
◍ Data Visualization.
Answer: Automated chart generation, interactive dashboards, personalized
visual presentations
◍ How do well-designed prompts help minimize bias and subjectivity in
research?.
Answer: They establish clear criteria for inclusion and exclusion, reducing
the influence of researcher bias and ensuring robust and unbiased research
outcomes.
◍ Software development.
Answer: AI tools that assist developers by autocompleting code, explaining
, errors, and optimizing programs.
◍ Societal Impact.
Answer: Consider jobs, inequality, access
◍ Persona.
Answer: Role for the AI
◍ Natural language processing (NLP).
Answer: a branch of AI focused on how computers can understand and
interact with human language, used in applications like chatbots, sentiment
analysis, and text summarization.
◍ Large Language Models (LLMs).
Answer: AI systems trained on massive text datasets to understand generate
human-like text
◍ What role does effective prompt design play in database interactions?.
Answer: It serves as vital communication bridges between users and the
database system, conveying information needs and guiding the system on
how to search, retrieve, and present data accurately and efficiently.
◍ Midjourney.
Answer: Artistic Image creation
◍ What can happen if AI systems lack robustness in protecting sensitive data?.
Answer: Vulnerabilities may lead to unauthorized access or exploitation of
personal data, especially if AI systems are attacked by malicious actors.
◍ What is AI drift?.
Answer: Over time, an AI's performance may deteriorate as its models
become less accurate compared to the data it was first trained on.
◍ What does effective prompt design promote in interactions with LLMs?.
Answer: It fosters contextual understanding, enhances the relevance of
generated responses, and promotes ethical and inclusive interactions.
◍ What is Generative AI?.
Answer: Generative AI creates new content (e.g., text, images, or audio)
