With and without intervention
Compare the actual path with an evidence-backed counterfactual; label inference as inference.
1334 questions
Could not save this preference. Your choice applies only to this page.
Attribution General software engineering Frontend Backend Mobile AI engineering Promotion Professional ethics External job interviews Promotion preparation Self-reflection leveling career ladder interview loop onsite retrospective
This question has an edited analysis. Use it as a prompt for evidence, not as an automatic score.
Separate the person's incremental contribution, shared team outcomes, and existing organizational conditions; determine whether the contribution was one-off or reusable.
See how you describe your own contribution without overstating or dodging it, and whether you separate a one-off result from reusable capability left behind.
Describing what might have differed without them while acknowledging counterfactual uncertainty may indicate careful attribution. Alternative interpretations to check: The result may have been jointly caused by the team or a broader trend. The contribution may matter but resist measurement by one metric.
Compare the actual path with an evidence-backed counterfactual; label inference as inference.
Compare one-time delivery, process improvement, retained knowledge, and independent later reuse.
Attribute only evidence-supported increments to the individual; name team contributions, external conditions, and uncertain counterfactuals separately.
Use these as evidence anchors for this capability, not as an automatic score or an overall judgment of a person. Calibrate expectations to the role, level, and scope. A score of 2 is the usual baseline; excellent evidence in one or two dimensions is meaningful, while exceptional evidence is rare.
Core concepts or basic facts are unclear; the reasoning or account of events cannot be followed. For experience questions, the person cannot distinguish their own actions and responsibility. Confirmed deliberate fabrication is not passing; inconsistency or missing detail alone is a reason to verify, not proof of dishonesty.
Uses “irreplaceable” as the explanation or claims total team outcomes as individual work.
Explains the basic concepts and approach clearly and gives credible evidence of having done the work or being able to reason through it.
Explains one personal action, team boundaries, and a credible difference in outcome.
Gives a structured account, reflects clearly on what worked and what did not, weighs benefits against costs or risks, and offers an insight or practice above the ordinary expectation for the role and level.
Carefully compares counterfactuals with actual evidence and separates one-time from reusable contribution.
Shows an outcome or practice at an exceptional, field-leading level for the relevant scope. The impact is measurable, independently supportable, and credibly attributable to the person’s decisions and work.
Builds durable capability or mechanisms with verifiable cross-period impact and well-supported attribution.
RoleGeneral software engineering · Frontend · Backend · Mobile · AI engineering
Responsibility scopeIndividual work · A project or team
Career trackIndividual contributor · Team manager · Senior manager
Select questions for the responsibility you actually hold or seek. These labels are not universal stage requirements. Stage expectations
The question stays the same. Choose a target to compare responsibility, reasoning, and evidence. This changes the reading framework, not the question’s difficulty or your score.
Loading stage model…
These are rule-based reading prompts, not separately reviewed stage-specific answers or a verdict that this question applies to every stage. Use your actual role and authority.
View the full role and stage model →
This table compares responsibility lenses, not mandatory question coverage or a ranking of people.
| Stage | Responsibility | Result evidence |
|---|
Want deeper feedback? Generate a prompt with this question’s evidence framework, then choose an AI tool yourself.
Only question IDs and their order are saved on this browser. Up to 200 questions; no answers, scores, or completion tracking.