Resume gap analysis for Product Analyst

Event tracking design depth is stated, never evidenced

Most Product Analyst resumes list Event tracking design as a bullet in a skills bar. Job descriptions ask what you built with it. Attach Event tracking design to one project, its scope, and the result.

No numbers against activation rate

Hiring managers for this role scan for activation rate and week-4 retention. A resume without those figures reads as a product analyst who was present, not one who moved anything.

Amplitude listed, Mixpanel missing

JDs for this role usually pair Amplitude with Mixpanel. Naming only one signals partial coverage of the workflow and drops your keyword match.

Funnel analysis and Retention analysis buried under duties

Funnel analysis and Retention analysis are core screening keywords for Product Analyst openings, but they often sit at the bottom of a paragraph. An ATS weights the first lines of each role far more heavily.

Scope of ownership is unclear

"instrument and analyse product usage data" means something different at a 5-person team and a 500-person org. State team size, budget, volume, or user count so the reviewer can place your SQL experience.

Certifications and qualifications not surfaced

Google Data Analytics Certificate appear in the preferred section of most Product Analyst JDs. If you hold one, it belongs near the top, not in a trailing "Others" line.

Responsibilities