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GitHub Copilot Exam Question and Answers

GitHub Copilot Exam

Last Update Nov 30, 2025
Total Questions : 120

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Questions 1

Identify the steps involved in the life cycle of a GitHub Copilot code suggestion? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

Generate suggestions

B.  

Capturing the user's context

C.  

Processing telemetry data

D.  

Retraining the model

E.  

Storing user data

Discussion 0
Questions 2

GitHub Copilot in the Command Line Interface (CLI) can be used to configure the following settings: (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

The default execution confirmation

B.  

Usage analytics

C.  

The default editor

D.  

GitHub CLI subcommands

Discussion 0
Questions 3

What are the effects of content exclusions? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

The excluded content is not directly available to GitHub Copilot to use as context.

B.  

GitHub Copilot suggestions are no longer available in the excluded files.

C.  

The excluded content is no longer used while debugging the code.

D.  

The IDE will not count coding suggestions in the excluded content.

Discussion 0
Questions 4

Where is the proxy service hosted?

Options:

A.  

Self hosted

B.  

Amazon Web Service

C.  

Microsoft Azure

D.  

Google Cloud Platform

Discussion 0
Questions 5

What is the primary purpose of organization audit logs in GitHub Copilot Business?

Options:

A.  

To track the number of lines of code suggested by Copilot

B.  

To assign software licenses within the organization

C.  

To monitor code conflicts across repositories

D.  

To monitor administrator activities and actions within the organization

Discussion 0
Questions 6

What is a limitation of content exclusions?

Options:

A.  

Repository administrators and organization owners cannot manage content exclusion settings.

B.  

Content exclusions can be worked around as it is only available for Git repositories.

C.  

Content exclusions can only be configured by an enterprise administrator.

D.  

Content exclusions are only available in the GitHub Copilot Individual plan.

Discussion 0
Questions 7

What practices enhance the quality of suggestions provided by GitHub Copilot? (Select three.)

Options:

A.  

Clearly defining the problem or task

B.  

Including personal information in the code comments

C.  

Using meaningful variable names

D.  

Providing examples of desired output

E.  

Use a .gitignore file to exclude irrelevant files

Discussion 0
Questions 8

When using GitHub Copilot to identify missing tests in your codebase, which of the following is the most important factor to consider?

Options:

A.  

Using well-known coding practices in your repository.

B.  

Ensuring that the correct context is available to GitHub Copilot.

C.  

Close all the tabs in your IDE that do not have tests in them.

D.  

Having a high test coverage percentage in the codebase.

Discussion 0
Questions 9

When can GitHub Copilot still use content that was excluded using content exclusion?

Options:

A.  

If the contents of an excluded file are referenced in code that is not excluded, for example function calls.

B.  

When the repository level settings allow overrides by the user.

C.  

If the content exclusion was configured at the enterprise level, and is overwritten at the organization level.

D.  

When the user prompts with @workspace.

Discussion 0
Questions 10

What specific function does the /fix slash command perform?

Options:

A.  

Initiates a code review with static analysis tools for security and logic errors.

B.  

Converts pseudocode into executable code, optimizing for readability and maintainability.

C.  

Generates new code snippets based on language syntax and best practices.

D.  

Proposes changes for detected issues, suggesting corrections for syntax errors and programming mistakes.

Discussion 0
Questions 11

What are the potential limitations of GitHub Copilot Chat? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

Limited training data

B.  

No biases in code suggestions

C.  

Ability to handle complex code structures

D.  

Extensive support for all programming languages

Discussion 0
Questions 12

How is GitHub Copilot Individual billed? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

Monthly as a subscription

B.  

Annually as a subscription

C.  

Monthly, as a metered service based on actual consumption

D.  

Free (not billed) for all open source projects

Discussion 0
Questions 13

Where can you validate if GitHub Copilot is not returning suggestions because of content exclusions?

Options:

A.  

The GitHub Copilot icon in the status bar of the editor will display a message

B.  

The GitHub Copilot logs on GitHub.com under your user settings

C.  

The code suggestions window will display a warning message

D.  

The GitHub Copilot errors panel in your IDE

Discussion 0
Questions 14

How can GitHub Copilot aid developers in writing documentation for their code?

Options:

A.  

GitHub Copilot cannot assist in writing documentation or comments.

B.  

GitHub Copilot can automatically generate complete and detailed documentation.

C.  

GitHub Copilot can suggest summaries or descriptions based on the code's functionality.

D.  

GitHub Copilot can only generate content in markdown format.

Discussion 0
Questions 15

How long does it take content exclusion to add or be updated?

Options:

A.  

Up to 30 minutes

B.  

45 - 60 minutes

C.  

60 - 90 minutes

D.  

24 hours

Discussion 0
Questions 16

How long does GitHub retain Copilot data for Business and Enterprise? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

Prompts and Suggestions: Not retained

B.  

Prompts and Suggestions: Retained for 28 days

C.  

User Engagement Data: Kept for Two Years

D.  

User Engagement Data: Kept for One Year

Discussion 0
Questions 17

What can be done during AI development to minimize bias?

Options:

A.  

Improve on the computational efficiency and speed.

B.  

Focus on accuracy of the data.

C.  

Collect massive amounts of data for training.

D.  

Use diverse data, fairness metrics, and human oversight.

Discussion 0
Questions 18

How can you improve the context used by GitHub Copilot? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

By opening the relevant tabs in your IDE

B.  

By adding relevant code snippets to your prompt

C.  

By adding the important files to your .gitconfig

D.  

By adding the full file paths to your prompt of important files

Discussion 0
Questions 19

What GitHub Copilot configuration needs to be enabled to protect against IP infringements?

Options:

A.  

Blocking public code matches

B.  

Blocking license check configuration

C.  

Allowing public code matches

D.  

Allowing license check configuration

Discussion 0
Questions 20

What are two techniques that can be used to improve prompts to GitHub Copilot? (Select two.)

Options:

A.  

Provide specific success criteria

B.  

Provide all information about the utilized files

C.  

Provide insight on where to get the content from to get a response

D.  

Provide links to supporting documentation

Discussion 0
Questions 21

Which GitHub Copilot pricing plans include features that exclude your GitHub Copilot data like usage, prompts, and suggestions from default training GitHub Copilot? (Choose two correct answers.)

Options:

A.  

GitHub Copilot Business

B.  

GitHub Copilot Codespace

C.  

GitHub Copilot Individual

D.  

GitHub Copilot Enterprise

Discussion 0
Questions 22

How does GitHub Copilot identify matching code and ensure that public code is appropriately handled or blocked? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

Using machine learning models trained only on private repositories

B.  

Reviewing and storing user-specific private repository data for future suggestions

C.  

Filtering out suggestions that match code from public repositories

D.  

Implementing safeguards to detect and avoid suggesting verbatim snippets from public code

Discussion 0
Questions 23

What is a benefit of using custom models in GitHub Copilot?

Options:

A.  

Responses are faster to produce and appear sooner

B.  

Responses use practices and patterns in your repositories

C.  

Responses use the organization's LLM engine

D.  

Responses are guaranteed to be correct

Discussion 0
Questions 24

What caution should developers exercise when using GitHub Copilot for assistance with mathematical computations?

Options:

A.  

GitHub Copilot's capability to optimize complex mathematical algorithms beyond manual coding.

B.  

GitHub Copilot's ability to execute and verify mathematical results in real-time.

C.  

GitHub Copilot's reliance on pattern-based responses without verifying computation accuracy.

D.  

GitHub Copilot's automatic update of outdated mathematical formulas to modern standards.

Discussion 0
Questions 25

What types of content can GitHub Copilot Knowledge Base answer questions about? (Each correct answer presents part of the solution. Choose three.)

Options:

A.  

Code snippets

B.  

Compiled binaries

C.  

Documentation

D.  

Design patterns

E.  

Screenshots

Discussion 0
Questions 26

Why might a Generative AI (Gen AI) tool create inaccurate outputs?

Options:

A.  

The Gen AI tool is overloaded with too many requests at once.

B.  

The Gen AI tool is experiencing downtime and is not fully recovered.

C.  

The Gen AI tool is programmed with a focus on creativity over factual accuracy.

D.  

The training data might contain biases or inconsistencies.

Discussion 0
Questions 27

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

Options:

A.  

GitHub Copilot Individual

B.  

GitHub Copilot Business

C.  

GitHub Copilot Business for non-GHE Customers

D.  

GitHub Copilot Enterprise

E.  

GitHub Copilot Teams

Discussion 0
Questions 28

What are the different ways to give context to GitHub Copilot to get more precise responses? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

Utilize to interpret developer's thoughts and intentions without any code or comments.

B.  

Engage with chat participants such as @workspace to incorporate collaborative context into the responses.

C.  

Access developer's previous projects and code repositories to understand their coding style without explicit permission.

D.  

Utilize chat variables like *file to anchor the conversation within the specific context of the files or editors in use.

Discussion 0
Questions 29

What is the best way to share feedback about GitHub Copilot Chat when using it on GitHub Mobile?

Options:

A.  

Use the emojis in the Copilot Chat interface.

B.  

The feedback section on the GitHub website.

C.  

By tweeting at GitHub's official X (Twitter) account.

D.  

The Settings menu in the GitHub Mobile app.

Discussion 0
Questions 30

How does GitHub Copilot Chat ensure that a function works correctly?

Options:

A.  

By suggesting assertions based on the code's context and semantics.

B.  

By automatically writing all the tests for the function.

C.  

By writing the implementation code for the function.

D.  

By executing the test cases to validate the correctness of the code.

Discussion 0
Questions 31

If you are working on open source projects, GitHub Copilot Individual can be paid:

Options:

A.  

Based on the payment method in your user profile

B.  

N/A – Copilot Individual is a free service for all open source projects

C.  

Through an invoice or a credit card

D.  

Through an Azure Subscription

Discussion 0
Questions 32

How does GitHub Copilot Chat utilize its training data and external sources to generate responses when answering coding questions?

Options:

A.  

It primarily relies on the model's training data to generate responses.

B.  

It primarily uses search results from Bing to generate responses.

C.  

It combines its training data set, code in user repositories, and external sources like Bing to generate responses.

D.  

It uses user-provided documentation exclusively to generate responses.

Discussion 0
Questions 33

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

Options:

A.  

Restricts Copilot to use only external databases for generating code suggestions.

B.  

Allows Copilot to generate suggestions based only on the prefix of the code.

C.  

Ignores both the prefix and suffix of the code, focusing only on user comments for context.

D.  

Improves suggestions by considering both the prefix and suffix of the code, filling in the middle part more accurately.

Discussion 0
Questions 34

How does GitHub Copilot Enterprise assist in code reviews during the pull request process? (Select two.)

Options:

A.  

It automatically merges pull requests after an automated review.

B.  

It generates a prose summary and a bulleted list of key changes for pull requests.

C.  

It can validate the accuracy of the changes in the pull request.

D.  

It can answer questions about the changeset of the pull request.

Discussion 0
Questions 35

In what ways can GitHub Copilot support a developer during the code refactoring process? (Each correct answer presents part of the solution. Choose two.)

Options:

A.  

By offering code transformation examples that enhance performance and reduce complexity.

B.  

By independently ensuring compliance with regulatory standards across industries.

C.  

By providing suggestions for improving code readability and maintainability based on best practices.

D.  

By autonomously refactoring entire codebases to the latest programming language.

Discussion 0
Questions 36

How can the insights gained from the metrics API be used to improve the development process in conjunction with GitHub Copilot?

Options:

A.  

Real-time debugging and error resolution statistics.

B.  

Insights on the types of coding languages where GitHub Copilot is most helpful.

C.  

Automated generation of complete project documentation.

D.  

Detailed analysis of GitHub Copilot's suggestions vs. manual coding.

Discussion 0