AI Data Analyst
Glean Work is hiring an AI Data Analyst in Bengaluru, India. Level rates it ; you can apply on Level.
AI in this role
- Run ongoing human labeling for priority AI workflows, including response quality, task success, MCP and tool use, end-to-end Cowork-style workflows.
- Triage bad-query reports, downvotes, escalations, and routed quality issues; categorize failure modes and feed clean analysis back to partner teams.
- Perform qualitative analysis to identify recurring patterns such as hallucinations, retrieval failures, tool-use issues, weak grounding, and poor workflow completion.
- Follow and improve labeling guidelines and rubrics so judgments are consistent, realistic, and useful for model and product improvement.
- Maintain high-quality labeled datasets, golden sets, and regression slices; monitor coverage, drift, leakage, and difficulty distribution.
- Participate in calibration exercises with human graders and validate LLM-as-a-judge outputs against human labels to improve consistency and judge quality.
- Partner with engineers, PMs, QA, and eval owners on pre/post-change quality reads, benchmark updates, and release-readiness decisions.
- Contribute to recurring quality reporting by surfacing top failure modes, coverage gaps, quality shifts, and actionable recommendations.
- 3–5 years of experience in data labeling, data analysis, QA, or a related field.
- Strong analytical judgment and attention to detail, with the ability to apply nuanced rubrics consistently.
- Experience evaluating AI-generated outputs or working with NLP, search, recommendation, or other ML systems.
- Familiarity with structured qualitative analysis, basic SQL/data retrieval, and spreadsheet-based workflows.
- Clear written and verbal communication skills, with the ability to explain findings to both technical and non-technical audiences.
- Ability to work independently in ambiguous, fast-moving environments and collaborate effectively across functions.
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How we rate this
AI Data Analyst at Glean Work rates 68 out of 100 for how much of the daily work is AI. That makes it Works on AI (AI Level 3 of 4). The level is about AI in the job, not seniority.
Works on AI. The daily work is on AI products, without building the model.
- ●●●● Builds AI80 to 100
- ●●●○ Works on AI60 to 79
- ●●○○ Uses AI40 to 59
- ●○○○ Little AI0 to 39
Levels come from how often the tools, models and workflows of the role are named in the posting itself. Open the description and count.
Prepare for this job
Built from this posting and from similar jobs on Level.
Skills and AI tools this role asks for
Also common in data analyst jobs at this level
Pay
- Typical data analyst job
- $110k
This posting doesn't list pay. Use the typical data analyst figure when pay comes up. See data analyst jobs
Questions you could be asked
- How do you decide when an AI agent can act on its own versus asking for approval first?
- How do you keep labeling instructions consistent across a large annotation team?
- What NLP problem have you worked on, and how did you measure whether it actually worked?
- Describe a typical day in a role like this one: which parts run through AI directly?
- If you removed AI from this role, what would be left, and how do you decide what still needs a human?
Adapt your resume
- List these exact terms on your resume: AI agents, AI Data Labeling, and NLP. An applicant tracking system matches the wording, not the idea.
- Attach one line of real, concrete experience to at least one of them. A tool named with nothing behind it rarely survives a human read.
- Show where AI is part of your daily process, not a one-off project. This role expects it to be a running habit.
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