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complexity-analysis

Complexity analysis for user stories with known work, risks, and scenarios. Use when you need to estimate effort, points, size, or analyze complexity of a user story. Do not use for sprint estimates (use devsquad.sprint) or for artifact quality validation (use quality-gate).

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2026년 3월 18일 19:38
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SKILL.md
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name
complexity-analysis
description
Complexity analysis for user stories with known work, risks, and scenarios. Use when you need to estimate effort, points, size, or analyze complexity of a user story. Do not use for sprint estimates (use devsquad.sprint) or for artifact quality validation (use quality-gate).
## Principle Focus on the unknowns, not the knowns. Unknown work dominates software projects. ## Evidence Rule Every classification (known/unknown) must cite the evidence that supports it. Reference code, ADR, spec, or absence thereof. If uncertain, say so and indicate what information would resolve the uncertainty. ## Analysis Structure ### 1. Known Work Tasks whose effort can be estimated with confidence: - We have done something similar in this project - Established pattern in ADR or existing code - Well-defined scope in the spec - Existing test coverage in the affected area - Localized change (few impacted dependencies) For each item, indicate *why* it is known (e.g., "CRUD endpoint, same pattern as `src/api/users`"). ### 2. Unknown Work (Risks) Signals of uncertainty: - First time (new technology, integration, or pattern) - External dependency (third-party API, another team's service) - Vague requirement ("must be fast", "easy to use") - Pending decision (no ADR exists for technical choice) - Legacy code (area without tests or documentation) - Concurrency/scale (behavior under load not tested) - Cross-team coordination without agreed interface For each risk, indicate: **what** the risk is, **why** it is a risk, and **impact** if it materializes. ### 3. Dependencies | Dependency | Owner (team/service) | Status | Impact if delayed | |------------|----------------------|--------|-------------------| Flag tentative dependencies, without commitment, or without agreed timeline. ### 4. Open Questions Before proposing scenarios, list decisions or information that need a human response: - Decisions needed before starting - Pending requirement clarifications - Access or approvals not granted ### 5. Scenarios (2-3 approaches) | Scenario | Approach | If it goes well | If risks materialize | Trade-offs | |----------|----------|-----------------|----------------------|------------| ### 6. Recommendation Indicate the recommended scenario with explicit justification ("recommended because..."), linking to evidence and identified risks. For high risks, suggest a spike or timebox to reduce uncertainty before committing. ## Risk Classification | Risk | Criteria | Implication | |------|----------|-------------| | High | 2+ unknown risks, critical external dependency, or missing ADR | Mandatory supervision, consider spike | | Medium | 1 manageable risk, or complex logic | Validation checkpoints | | Low | Only known work, established pattern | Candidate for autonomous execution | ## Format for Work Items In the User Story body (GitHub/Azure DevOps): ```markdown ## Complexity Analysis **Risk:** [High/Medium/Low] ### Known Work - Item 1 (estimate) - Item 2 (estimate) ### Identified Risks - Risk 1: [description and potential impact] - Risk 2: [description and potential impact] ### Scenarios | Scenario | Base effort | If risks materialize | Recommended? | |----------|-------------|----------------------|--------------| | A | X days | Y days | | | B | X days | Y days | yes | ### Decision [Chosen scenario and justification, or "Awaiting team decision"] ``` ## When to Revisit Analysis The analysis should be updated when: - A risk materializes (document actual impact) - A new risk is discovered during implementation - The scenario decision is changed - A relevant ADR is created or modified ## Anti-patterns - Do not give a number without justification (e.g., "3 story points") - Do not ignore risks to appear faster - Do not list only known work - Do not present a single scenario as "the solution" - Do not hide assumptions: always make them explicit - Do not claim confidence you do not have: declare the uncertainty
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