Harbor ML
Industrial Inspection Reviewer

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Harbor Expert Network
Industrial Inspection Reviewer
$90–$135/hr pay
Required Skills
- Machine vision
- Defect taxonomy
- Manufacturing QA
- Industrial safety
About Harbor
Harbor connects domain experts to the development of frontier AI models. Real-world expertise is turned into training data, evaluations, and feedback loops that improve how models perform. AI labs and enterprises use Harbor to train models and build reliable agents through advanced evaluations and field capture programs. Experts contribute directly to how AI systems learn, reason, and perform across robotics, computer vision, wearable AI, industrial inspection, healthcare, and agentic systems. Harbor identifies and vets top talent through an AI recruiter, enabling high-quality contributions at scale.
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I’m in my final year doing Economics and I don’t know whether to apply for grad schemes now or do a masters first. What do you think?
Honest answer — it depends on where you want to end up. A lot of top grad schemes (Big 4, civil service, banking) don’t need a masters. Let’s look at the ones you’d be competitive for now, and we can decide if a masters actually adds anything.
Also worth knowing: most autumn 2026 applications are open now. Timing matters more than you think.
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Graduate Consultant — 2026 Scheme
Why you're a good match
StrongYour economics background and your summer at a regional bank line up with what PwC looks for on the consulting scheme. Applications close in four weeks.
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Why you're a good match
You’ve got the grades and the economics background, and your bank internship is exactly the experience this scheme looks for. Apply soon — deadlines close within the month.
Experience fit
Your summer at the bank plus your econometrics coursework map directly to the day-one responsibilities on this scheme — client modelling, market briefings, and deal support.
Only hits
No noise. No "maybe this fits." Just roles with a clear explanation of why they're right — and where to focus when applying.
Job Description
Job title: Industrial Inspection Reviewer
Job type: Contractor
Location: On-site
Job summary: Review industrial inspection captures and vision labels for manufacturing and operational AI. You bring floor-realistic judgment to defect classes and false-alarm tradeoffs.
Key responsibilities
- Validate defect labels on lines, surfaces, assemblies, and packaging inspection tasks.
- Arbitrate ambiguous cases between cosmetic vs functional defects.
- Ensure safety and PPE context is correctly represented in training data.
- Align label decisions with customer-specific acceptance criteria.
- Report systematic annotator misunderstandings tied to domain jargon or lighting.
Required Skills And Qualifications
- Quality engineering, machine vision, or manufacturing operations experience.
- Understanding of line-speed constraints and rare-failure class imbalance.
- Familiarity with lockout/tagout or EHS awareness on plant floors.
- Ability to travel occasionally or review on-site capture when required.


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Preferred Qualifications
- Six Sigma, ISO audit, or automated optical inspection deployment background.
- Experience with thermal, X-ray, or multi-sensor industrial imaging.
Apply now
Continue with your Harbor expert account. After vetting you may be matched to this and similar roles. After completing the interview process, you'll be added to our talent pool and considered for this and other roles that match your skills.
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