AI impact · verified capabilities
How AI is changing the work of Statisticians
Our reviewed registry links 4 verified AI capabilities to tasks that are part of this occupation. This shows where AI tools can already assist with specific tasks. It is not a forecast that the occupation will disappear, and it does not measure how widely any tool is used.
Last reviewed: 2026-09-27 · O*NET 15-2041.00 · Mapping confidence: high
Task areas where verified capabilities connect
- Reporting and analysis
- Research and science
- Testing and QA
Verified capabilities (up to 5)
- EmergingEvidence: Strong
Natural-language threat hunting
What AI can assist with: Turns plain questions into security queries and helps interpret results.
Practical meaning: this can speed up part of the task, but still needs human direction and review.
Human responsibility: you review every output and keep the final decision.
Source: Microsoft - NowEvidence: Moderate
Natural-language-to-SQL query generation
What AI can assist with: AI translates natural-language analytical requests into SQL drafts and can explain or complete queries inside supported data platforms.
Practical meaning: this can speed up part of the task, but still needs human direction and review.
Human responsibility: you review every output and keep the final decision.
Source: Google Cloud - NowEvidence: Limited
Conversational analysis over structured data
What AI can assist with: AI lets analysts ask questions about structured data in natural language and receive generated analysis, explanations, or code for further inspection.
Practical meaning: this can speed up part of the task, but still needs human direction and review.
Human responsibility: you review every output and keep the final decision.
Source: Google Cloud - NowEvidence: Strong
AI-assisted pull-request code review
What AI can assist with: AI inspects proposed code changes, flags possible issues, and suggests fixes before or alongside human pull-request review.
Practical meaning: this can speed up part of the task, but still needs human direction and review.
Human responsibility: you review every output and keep the final decision.
Source: GitHub
What remains human responsibility
Evidence shows a capability exists; it does not prove adoption in every workplace or full-task replacement.
Evidence limits
Each capability is verified from the cited source only. A source shows that a capability exists; it does not establish adoption, deployment depth or outcomes in any particular workplace.
Sources
- Microsoft — What is Microsoft Security Copilot?
- Microsoft — Security Copilot Threat Hunting Assistant
- Google Cloud — Write queries with Gemini assistance
- Google Cloud — Gemini in BigQuery overview
- GitHub — About GitHub Copilot code review
- arXiv / Bilkent University authors — Evaluating Large Language Models for Code Review
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