AFICTIONAL PROFILECandidate ATraditional graduate routeA polished application following a conventional UK graduate route with direct product analyst experience and strong keyword alignment.EducationUK university degree in Business Management with analytics modules.Tools and evidence sourcesExcel, Jira, Looker, Miro, User research notesExperience snapshot2 years as Associate Product Analyst in a mid-sized SaaS teamSupported roadmap planning, sprint reviews and user-story groomingProduced weekly product KPI packs for conversion, retention and activationEvidence of capabilityClear examples of backlog analysis and dashboard reportingUses product language that closely matches the job descriptionWell-structured CV with familiar headings and measurable achievementsSignals the AI may mishandleMay be over-rewarded because the CV mirrors training examplesDegree route may act as a proxy even though degree is not requiredLess evidence of working with non-standard or ambiguous stakeholder groupsGovernance reviewer promptIs this genuinely the strongest evidence of capability, or is the model rewarding the most familiar CV format?