Use GitHub platform features (20-25%)
GH-700 · 71 questions
- A technical project manager coordinates a cross-functional launch in GitHub Projects with engineering, design, and external contractors. Engineers need full edit, contractors need view-only for one board, and leadership needs insights without changing items. Which access plan best configures GitHub Projects permissions?
- A consulting firm wants to roll out GitHub Copilot to business analysts who handle client roadmaps in private repositories. Leaders need to protect client data, control who can use Copilot, and track adoption risks. Which governance, privacy, usage, and risk control review best supports a responsible rollout?
- A technical project manager coordinates a mobile release where a payments pull request needs a security review, a design check, and workload balance across five engineers. Which method best assigns pull request reviewers to ensure accountable collaboration?
- A 200-person product division adopted Copilot Business with premium requests, and finance fears a quarterly overrun from unchecked agent coding sessions. Leaders need visibility, limits, and accountability without blocking delivery. Which budget guardrail should the admin evaluate first to control GitHub and Copilot usage costs?
- A business analyst must standardize how a support Copilot behaves across chats, completes one-off summaries, and reuses approved refund calculations in multiple workflows without duplicating logic. Which distinction among skills, prompts, and instructions should the analyst apply to explain their characteristics?
- A product manager inherits scattered onboarding docs in chat threads and must create a shared, versioned knowledge base that non-developers can edit without changing code. The team uses GitHub for collaboration and needs organized pages with sidebar navigation. Which wiki practice best creates and updates collaborative documentation?
- A program manager tracks a checkout bug reported in an issue, now fixed by a pull request from a contractor, and needs traceability for the release notes. Which practice best links pull requests to issues for collaborative tracking?
- A technical project manager oversees 120 engineers using GitHub Copilot across three business units with a fixed quarterly platform budget and a mandate to prevent surprise overages. Usage spikes at sprint end threaten the cap. Which budget guardrail best controls GitHub and Copilot spending without halting delivery?
- A technical project manager sees Copilot costs rising after enabling agent sessions that read large repositories. Teams report many premium requests but unclear value. Stakeholders ask whether consumption is efficient. Which evaluation best clarifies token usage and premium request consumption?
- A nonprofit program lead plans to use an agent to screen volunteer applications and summarize qualifications for coordinators. The data includes names and contact details, and decisions affect opportunities fairly. Which application of Responsible AI principles to agent use best guides this deployment?
- A product manager inherits a backlog of 300 GitHub issues with missing owners, duplicate reports, and inconsistent labels across mobile and API teams. Releases are delayed by unclear priorities. Which issue management practice best restores clarity and ownership?
- A product team wants Copilot to check live inventory in Postgres, file Jira bugs, and read Confluence specs during planning, without hardcoding credentials in prompts and with IT able to revoke access centrally. When should the team recommend using Model Context Protocol servers to support this scenario?
- A program manager receives complaints that Copilot features feel slow while finance questions rising AI costs tied to model calls and advanced requests. The org needs to balance performance and spend across teams. Which evaluation best assesses token usage and premium request consumption?
- A community nonprofit runs a GitHub Project to coordinate a city food drive with volunteer sign-up issues, sponsor commitment notes, and delivery route tasks owned by different teams. Leaders need linked context visible on each card and grouped views across workstreams. Which project linking practice keeps related work connected and filterable?
- A fintech program manager oversees a 12-person team shipping a payments API from a main branch with weekly releases. Auditors require no direct pushes, two peer approvals, and passing status checks before merge. Which branch protection configuration should the program manager recommend to enforce review quality?
- A 200-person fintech has an organization policy that allows only approved Copilot agents, blocks public repo data for suggestions, and requires audit logging for agent actions. Luis wants to prototype a support triage helper. Which approach best adheres to organizational standards when using Copilot and agents in this regulated setting?
- A nonprofit product lead coordinates 12 volunteers triaging incoming accessibility bugs across two repos. They need a prebuilt backlog with priority fields and a board grouped by status, without building views from scratch. Which approach to creating a project with an appropriate template meets this triage need?
- You coordinate a retail rollout with store managers filing requests as issues, developers linking fixes in pull requests, and executives wanting one board view of status. Your repo has 300 open items and no consistent tracking. Which GitHub capability should you use first to track and capture work across issues, pull requests, and projects?
- A product manager must choose a model for two Copilot tasks: rapid first-draft summaries of 200 daily support threads, and deep multi-file reasoning to explain a complex checkout failure. Which statement correctly recognizes considerations for choosing between models, including the unique strengths of each model?
- A program manager must move scattered onboarding guides from chat threads into a durable team knowledge base that non-developers can read and update, with version history and links between setup, tooling, and support pages. Which use of creating and updating wikis best meets the collaboration need?
- A healthcare program team wants Copilot and coding agents to speed up claims reporting, but the organization requires HIPAA-aware handling, approved data zones, and audit trails for automated code changes. Velocity cannot override compliance. Which organizational adherence approach lets the team use Copilot and agents within standards?
- You are a technical project manager at a healthcare startup. Policy requires every content change to be reviewed, pass checks, and retain discussion history before updating the main documentation branch. You just edited discharge instructions on a feature branch. Which pull request practice should you use to propose the change for collaboration?
- A healthcare startup runs Copilot agents and Actions workflows that deploy staging builds and query a claims database. The team must prevent credential leaks in logs, chat transcripts, and forks while allowing automated access. Which secrets management consideration should the team apply when agents and workflows run?
- A consulting PM tracks 80 client requests in GitHub Projects with engineering, design, and support lanes. She needs grouped columns by stage, a priority custom field, and auto-add of new issues labeled client. Which management of project views, columns, automation, and custom fields achieves this setup?
- A department lead oversees 200 Copilot seats across contractors and staff, facing surprise overages from premium requests and unused licenses while needing to forecast next quarter without blocking delivery. Which evaluation of budget guardrails for GitHub and Copilot usage best controls cost?
- A 300-person retailer enables Copilot Business for a merchandising analytics repository containing customer emails and purchase history. Leadership wants to limit exposure, control who can use Copilot, and audit activity. Which governance control should the lead evaluate first to enforce privacy and risk limits?
- A media company lets agents deploy preview sites, but recent logs exposed an API key because it was pasted into prompts and stored in chat history. Security now requires least-privilege access that survives log sharing. Which secrets management consideration protects credentials when agents and workflows run?
- A healthcare company runs a private GitHub Project holding PHI-related milestones across three vendor teams. Compliance demands least-privilege access, easy onboarding via teams, and no public visibility. Which configuration of access to GitHub Projects best enforces these security needs?
- A technical project manager is standardizing Copilot guidance for a 50-person program: reusable steps for API reviews, one-off questions about a bug, and persistent tone rules for all answers. Which distinction correctly identifies the characteristics of skills, prompts, and instructions?
- A program manager is coordinating a website accessibility fix where the pull request updates code, help-center docs, and legal disclaimers. Docs and legal teams must comment, the accessibility CODEOWNERS must approve, and other engineers should not be spammed with requests. Which reviewer assignment approach best satisfies the collaboration need?
- A product leader is enabling Copilot and agents across three departments that handle customer data, contracts, and billing code. Legal requires data boundaries, audit trails, and control over third-party use. Which evaluation should the leader perform first to confirm governance, privacy, usage, and risk controls for GitHub use?
- A non-technical operations lead uses Copilot to draft vendor comparisons, but answers lack current pricing, cite stale specs, and cannot explain which source was used. IT offers an internal pricing API and a docs library with access controls. Which criterion should the lead use to recommend when to use Model Context Protocol (MCP) servers for this task?
- A technical project manager coordinates a mobile launch with design, API, and QA teams in GitHub. Work stalls because ownership is unclear, duplicates appear, and dependencies are hidden in comments. Which practice best manages issues including creating, assigning, linking, and tagging for this launch?
- You are a program manager at a 180-person logistics firm piloting a Copilot agent to draft replies to customer delivery complaints using past tickets. Legal requires masking customer addresses and phone numbers, support leads want consistent tone for all regions, and no reply may go out without human approval. Which Responsible AI-aligned agent setup should you require to meet fairness, privacy, and accountability together?
- A startup operations manager supports a 12-person product team on Copilot Business with a tight monthly budget and frequent agent edits in VS Code. Leadership wants to know whether overages come from chat exploration or agent actions. Which review practice best evaluates token usage and premium request consumption?
- A technical project manager tracks five customer-reported defects in GitHub Issues across two sprints, but developers close code changes without traceability and QA cannot verify fixes. Which method best links pull requests to issues for collaboration?
- A product manager runs a GitHub Project board for a mobile launch with engineering issues, design mockup notes, and marketing draft tasks that live outside any repository. Progress reporting is fragmented. Which approach best links project items for unified collaboration?
- A compliance program manager oversees a policy-docs repo where Copilot agents and contractors propose updates. Leadership requires no direct pushes to main, peer review of every change, and automated checks before merge. Which branch strategy and policy should the manager recommend to enforce reviewed agent changes?
- A university research program manager enables Copilot and coding agents for 40 graduate assistants documenting open-source lab tools in public repositories. The university mandates approved data handling, license attribution, and audit trails for AI assistance. Which governance practice adheres to organizational standards when using Copilot and agents?
- A program manager is launching an agent that drafts customer emails, summarizes contracts, and proposes refunds up to a threshold. The pilot must protect fairness, transparency, and accountability across regions. Which action should the manager take to apply Responsible AI principles to agent use before scaling?
- A 40-person nonprofit launching a donor platform needs a shared GitHub Project to track epics, dependencies, and milestone dates across fundraising, engineering, and design, with timeline views for the board. The coordinator has only issues and no project yet. Which action should the coordinator take to create projects, including selecting an appropriate template?
- A program manager must report status across 12 repositories where features move from issues to pull requests to deployment. Leaders complain the spreadsheet is stale and misses links between work and code. Which GitHub practice best tracks and captures work across issues, pull requests, and projects?
- A product team of 30 across time zones needs onboarding guides, API notes, and decision logs that non-engineers can edit without code reviews, with version history for audits. Repo README files create merge conflicts. Which solution best creates and updates wikis?
- A fintech product manager must document a lending decision for auditors with clear reasoning steps, plus draft quick internal release notes. The team can switch models in GitHub Copilot. Which model selection principle best addresses explainability for these two different needs?
- A program manager runs a 40-person mobile launch in a GitHub Project with engineering, design, and marketing work mixed together. She needs a board grouped by Status, cards that auto-move when pull requests merge, and a Priority custom field for triage. Which project view customization manages columns, automation, and custom fields for this launch?
- A 40-person fintech team uses Copilot coding agent and Actions workflows that deploy to staging and call a payments API. Auditors require least privilege, audit trails, and no hardcoded keys. Which secrets management consideration should guide how agents and workflows run securely?
- A fintech startup with 12 developers ships payment fixes from main and had two unreviewed hotfixes cause outages. They need peer review, blocking checks, and a clean history while still allowing urgent fixes. Which branch strategy and protection configuration should the lead recommend?
- A healthcare startup plans to let Copilot agents read private repos, summarize patient-ops tickets, and propose process changes under HIPAA constraints. Executives want continued rollout without privacy or compliance gaps. Which governance evaluation should be completed to assess privacy, usage, and risk controls?
- A technical project manager is standardizing Copilot use across squads and confuses one-off chat prompts with persistent repo guidance and reusable skills. Which statement correctly identifies the characteristics of skills, prompts, and instructions?
- A technical project manager coordinated a Copilot-assisted fix for a checkout bug across two branches, with linked issues, tested commits, and screenshots of before-and-after behavior. The team needs a reviewable proposal to merge the fix into main with full context for QA. Which GitHub practice should the manager use to create a pull request that enables effective collaboration?
- You are a product lead at a 60-person education startup with an organization Project that consolidates roadmap tasks from private curriculum repositories. Full-time staff must edit and prioritize items, while part-time mentors need progress visibility without editing rights or broad repository access. Which access configuration should you apply to control GitHub Projects access?
- A 400-person SaaS company sees Copilot seat growth, premium model usage, and repo automation driving unexpected charges. Finance wants predictable spend without blocking delivery teams. Which budget guardrail approach best controls GitHub and Copilot usage costs?
- A non-coding product lead must choose a Copilot model to explain a legacy billing workflow from a large repository to finance stakeholders, prioritizing clear rationale and traceable explanations over raw coding speed. Which model selection consideration best guides an explainable choice?
- A product manager oversees a payments repository where pull requests need a security review for encryption changes, a backend review for API logic, and timely turnaround despite reviewers in three time zones. The team uses CODEOWNERS but reviews still stall. Which reviewer assignment practice should the manager enforce to ensure accountable and timely pull request reviews?
- A program team uses Copilot Chat for status updates but manually copies customer data from a CRM and docs from a wiki. Updates are slow and error-prone. Which situation best recommends when to use Model Context Protocol servers for this workflow?
- A program manager documents a Copilot rollout for support staff. The team confuses reusable task procedures, one-time user requests, and persistent behavior rules. Which distinction should the manager teach first to clarify characteristics of skills, prompts, and instructions?
- You are a product manager triaging 40 customer requests in a SaaS repository. Duplicate onboarding bugs must roll up to one epic, each request needs a clear owner, and leadership wants filtering by priority and product area. Which issue-management combination best organizes assignment, linking, and tagging for this triage?
- A program manager pilots a coding agent that drafts release notes and customer emails from internal GitHub issues for a healthcare client. Legal requires no personal health data leaves the workspace, auditability of AI suggestions, and human approval before sending. Which Responsible AI safeguard should the program manager require first for agent use?
- A 40-person product org uses Copilot Business with premium models for refactoring. Finance flags rising premium request consumption, three squads share one budget, and leads need per-user visibility before renewing seats. Which token usage review practice best controls premium request consumption?
- A technical project manager tracks a checkout bug in issue #214 while two developers open separate pull requests with fixes and need traceability for release notes and automatic status updates. The team uses GitHub Issues and pull requests with closing keywords. How should the team link pull requests to issues for accurate collaboration?
- A product manager wants Copilot to reference live Jira issues, Figma files, and internal docs during planning without copying data into prompts. Security requires scoped, revocable access with clear data sources. When should the team recommend using Model Context Protocol (MCP) servers to connect Copilot to these tools?
- A 200-person fintech adopts Copilot and coding agents under SOC 2, requiring approved data handling, logged AI changes, and no customer data in public repos. Teams ship fast across 50 repos. Which practice best ensures adherence to organizational standards when using Copilot and agents?
- A product manager must coordinate a cross-functional product launch with milestones across three quarters, dependencies between marketing and engineering workstreams, and timeline communication to executives. Which project creation choice should the manager use to create projects, including selecting an appropriate template?
- A product manager coordinates five teams contributing to a regulated payments repository where unreviewed changes caused a production outage. Audit requires traceable approvals, blocked direct pushes to main, and consistent checks. Which branch strategy and policy best meets these requirements?
- A nonprofit program lead must show funders how ten community requests became shipped features: requests live in issues, code changes live in pull requests, and status lives on a board. Which collaboration setup best tracks and captures work across issues, pull requests, and projects for this audit trail?
- A technical project manager runs a bug-bash Project with 150 items, needs severity and team area fields, a triage view grouped by priority, and automatic movement when issues close. Which customization should the manager apply to manage and customize project views, including columns, automation, and custom fields?
- A support operations manager must pick a Copilot model to triage 2,000 multilingual help-center articles in GitHub, needing fast everyday answers but deeper reasoning for complex troubleshooting guides with clear citations. Budget limits premium use. Which model selection approach recognizes considerations for choosing between models, including the unique strengths of each model?
- A technical writer updated onboarding guides in a feature branch and must get product and engineering review before merging to main, with checks and discussion preserved. The branch is pushed and ready. Which pull request practice best creates a reviewable, merge-ready change for this documentation update?
- A retail company runs Copilot agents and Actions workflows that deploy to staging, need cloud keys, and must satisfy quarterly audits across 30 repos. Which secrets management approach best protects credentials when agents and workflows run?
- A community health nonprofit with 40 volunteers must track a six-month grant program in GitHub with phased deliverables, milestone dates, and funder status updates. The team does no software sprints and needs a timeline to show progress by phase. Which Projects template best supports that planning need?
- A nonprofit team tracks a charity gala in GitHub Projects with separate items for venue booking, catering confirmation, and invitation mailing where catering cannot start until venue is locked and mailing depends on catering numbers. Which method should the coordinator use to link project items to represent those delivery dependencies?