Snapshot before the quality program (relevance gates, tiered mapping, QA linter). v1 is the immutable before/after reference; evidence crawl was at ~175/3039 occupations when tagged. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
41 lines
2.0 KiB
Markdown
41 lines
2.0 KiB
Markdown
---
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name: demographer
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description: "Occupational skill for the role 'demographer' (also: demographers, demography studies scientist, demography scholar, demography scientist, demography studies research scientist, demography analyst). Use when the user asks for typical demographer work such as: typical demographer responsibilities"
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---
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# Demographer
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Demographers study a variety of parameters related with population. They develop, based on their observations, statistical analyses on the evolutions and changes of births, elderly, marriage and divorce, employment, mortality, immigration and related matters.
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## Core workflow
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## How to use this skill
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- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
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- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
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- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
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- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
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- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
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## Key competences (essential)
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- apply for research funding
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- apply research ethics and scientific integrity principles in research activities
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- apply scientific methods
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- apply statistical analysis techniques
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- communicate with a non-scientific audience
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- conduct research across disciplines
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- demography
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- demonstrate disciplinary expertise
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- develop professional network with researchers and scientists
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- digital data processing
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- disseminate results to the scientific community
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- draft scientific or academic papers and technical documentation
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- empirical analysis
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- evaluate research activities
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- execute analytical mathematical calculations
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---
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*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/ff656b3a-65a8-4b4f-b04e-9db12936519b), O*NET 30.3 (15-2099.00, manual nearest match). See manifest.json for licensing/attribution.*
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