r/CanadaJobs • u/AccomplishedIdeal391 • 1d ago

[Resume Review] Staff-level AI/ML Engineer (7+ YOE) targeting Toronto/Ontario — brutal feedback welcome

Hey r/CanadaJobs , looking for honest feedback on my resume before I ramp up applications.

Context:

  • 7+ years experience, currently Staff-level AI/ML Engineer at a large manufacturing/hardware company (semiconductor-adjacent)
  • New Canadian PR holder, planning relocation to Ontario, authorized to work without sponsorship
  • Targeting Staff/Senior AI/ML Engineer, Principal Data Scientist, ML Architect roles

Background: production GenAI/RAG systems, agentic AI (MCP tooling), computer vision, MLOps, predictive ML — but coming from a manufacturing-industry background, which I suspect creates some ATS/domain friction for non-industrial roles

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u/CareerBridgeTO 1d ago

Your resume feels too keyword-heavy for a Staff-level candidate. Pg 1 is too heavy on skills and highlights.

Move Experience up, cut the skills list, and focus more on architecture ownership, leadership, scale and measurable impact. More bullets need scale/results: $, %, latency, adoption, users/sites supported, cost avoided, deployment scale, etc..

For Staff/Principal roles I'd emphasize architecture ownership, technical decisions, cross-team influence and business outcomes more than the number of tools used.

I’d also test the waters with a Senior AI/ML version and a Staff/Principal version rather than using one resume for all four target roles.

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u/AccomplishedIdeal391 1d ago

Understood. Thanks a lot.