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GitHub GitHub-Copilot Exam Syllabus Topics:

Section	Weight	Objectives
GitHub Copilot Plans and Features	25%–31%	- Free, Pro, Business, Enterprise plans - Feature comparison and capabilities - Configuration and settings
Prompt Crafting and Prompt Engineering	9%–15%	- Iterative improvement and context management - Designing effective prompts
Responsible AI	7%–20%	- Legal and compliance considerations - Ethical and safe use of AI tools
Developer Use Cases for AI	14%–20%	- Code generation and completion - Refactoring, documentation, and testing - Integration with IDEs and workflows
How GitHub Copilot Works and Handles Data	10%–15%	- Architecture and underlying technology - Context collection and privacy controls - Data processing, retention, and usage policies
Testing with GitHub Copilot	9%–15%	- Generating tests and validation - Verifying output quality and correctness
Privacy Fundamentals and Context Exclusions	15%–20%	- Configuring context exclusion rules - Protecting sensitive information

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GitHub CopilotCertification Exam Sample Questions (Q26-Q31):

NEW QUESTION # 26
Which of the following statements best describes the impact of GitHub Copilot on the software development process?

A. It replaces the need for developers in the software development process.
B. It decreases software vulnerabilities from third party dependencies.
C. It increases productivity by automating repetitive coding tasks.
D. It reduces developer overhead by automating testing workflows.

Answer: C

Explanation:
GitHub Copilot primarily impacts the software development process by increasing productivity through automating repetitive coding tasks.

NEW QUESTION # 27
As a developer who is evaluating the efficiency of GitHub Copilot in generating accurate code across different problem domains. During your R&D, you want to consider the limitations of GenAI tools like Copilot. Which of the following options best describes a core limitation?

A. Copilot may return output that reflects bias or inaccurate info because of its training dataright
B. Copilot always generates error-free code across all languages
C. Copilot reduces the need for STLC and code reviews
D. Copilot can only be used offline without internet access

Answer: A

Explanation:
Copilot is trained on a vast amount of data, which is publicly available; this data may include the biased, outdated, or incorrect practices of code implementation. This typically highlights a key concern in Responsible AI.
References:
https://learn.microsoft.com/en-us/training/modules/responsible-ai-with-github-Copilot/2-manage-ai-risks

NEW QUESTION # 28
An independent contractor develops applications for a variety of different customers. Assuming no concerns from their customers, which GitHub Copilot plan is best suited?

A. GitHub Copilot Business for non-GHE Customers
B. GitHub Copilot Teams
C. GitHub Copilot Individual
D. GitHub Copilot Enterprise
E. GitHub Copilot Business

Answer: C

Explanation:
For an independent contractor, GitHub Copilot Individual is the most suitable and cost-effective plan.

NEW QUESTION # 29
What is the impact of the "Fill-In-the-Middle" (FIM) technique on GitHub Copilot's code suggestions?

A. Restricts Copilot to use only external databases for generating code suggestions.
B. Improves suggestions by considering both the prefix and suffix of the code, filling in the middle part more accurately.
C. Ignores both the prefix and suffix of the code, focusing only on user comments for context.
D. Allows Copilot to generate suggestions based only on the prefix of the code.

Answer: B

Explanation:
The Fill-In-the-Middle technique lets Copilot look at both what comes before and after your cursor, so it can generate the "missing" code between those segments more accurately.

NEW QUESTION # 30
A company is currently storing code in Bitbucket and would like to use GitHub Copilot. Which GitHub Copilot plan will be most cost effective to allow them to manage users with their Identity Provider (e.g. Okta)?

A. GitHub Copilot Individual
B. GitHub Copilot Teams
C. GitHub Copilot Business for non-GHE customers
D. GitHub Copilot Enterprise

Answer: D

Explanation:
GitHub Copilot Enterprise is the most cost-effective plan for managing users with an Identity Provider like Okta, as it provides enterprise-level features and integration.

NEW QUESTION # 31
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