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Data and analysis
Product analyst
Studies how a product is used: funnels, experiments and what keeps people coming back.
Under Data analyst. Also under it: Analytics engineer, BI developer, Marketing analyst
Workflows for this work
The job in 4 areas. Each part is a workflow: open it for its steps and the tools that do each one. Built from occupational data and the field's own body of knowledge; sources at the end.
Product analyst159 skill packs · 29 MCP servers · 4 pluginsEach part is a workflow. The number beside it is how many tools help with it
1Set up measurement
Decide what to measure and make sure the product records it.
2Analyze user behavior
Find where users succeed, drop off and come back.
3Run experiments
Help teams test changes and read the results honestly.
4Report and share
Give teams one trusted view of the numbers and the story behind them.
Sources for this tree, 4
- VendorCreate a tracking planAmplitude
- Occupational dataPerformance analyst: role description and skillsGovernment Digital Service (UK), Government Digital and Data Profession Capability Framework
- Occupational dataData Scientists (15-2051.00), summary report: tasks and detailed work activitiesO*NET OnLine, U.S. Department of Labor
- PractitionerProduct Ops Overview (Marty Cagan)Silicon Valley Product Group
O*NET occupations consulted: 15-2051.00, 15-2051.01. Read on 2026-10-04.
Everything suggested for this role
Each pick says which of the role's tools or work it matched. Auto-listed means automated checks only.
Skill packs153
MCP servers6
Plugins and agents2
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