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Professions

Profession-specific evidence examples and destinations with a real mapping.

Software engineerEngineering impact, open-source, and product shipping as evidence.Product managerShipped products, leadership, and field-facing impact.Data scientistModels, datasets, and measurable ML impact as petition evidence.ML engineerModels, production ML systems, and measurable field impact.Cybersecurity specialistDefensive research, disclosures, and critical infrastructure impact.Robotics engineerHardware-software systems and field impact beyond a job title.Hardware engineerChips, devices, and systems with measurable industry impact.UX researcherResearch methods, publications, and product impact beyond a title.Engineering leaderOrg impact, technical vision, and recognition beyond one employer.

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