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DACH-data-job-market

Chrisinho8

每周自动分析德国、奥地利和瑞士超过3900个实时数据岗位发布,揭示市场严重偏向资深职位,仅3.6%为初级岗位,且平均发布时长为53天。

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14

7 天增长

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Fork 数

0

开放 Issue

0

开源协议

MIT

最近更新

2026-07-30

AI 仓库情报摘要
FR-AI / ANALYSIS

为什么值得关注

提供透明、可重复的方法论和实时汇总洞察,揭示明显的资历失衡和缓慢的招聘周期,这些信息通常对个人求职者不透明。

适合谁使用

  • 评估职业发展的数据专业人士
  • DACH地区的人力资源和招聘团队
  • 研究科技劳动力趋势的市场分析师
  • 关注人才管道缺口的政策制定者或教育工作者

典型使用场景

  • 了解资历分布以设定现实的求职预期
  • 对比岗位类别(如AI/机器学习 vs. 数据工程师需求)
  • 比较各国招聘速度和语言要求
  • 识别哪些城市和地区拥有更多英语友好的岗位发布

项目优势

  • 每周自动运行的数据管道,架构清晰,具备去重功能
  • 按职位标题而非搜索查询进行分类,减少误报
  • 使用精选可复现的字典提取47个技术关键词
  • 所有原始API响应均已缓存,未来可重新处理而无需额外API调用

使用前须知

  • 岗位发布不代表实际雇佣;时长衡量的是广告持续时间而非真实空缺
  • 单一数据源(Adzuna)可能低估奥地利和瑞士的情况
  • 职位描述截断至500字符,限制了工具提及的准确性
  • 初级岗位仅统计标题含'junior'的永久职位,不包括入门项目

README 快速开始

Whats up with the data-job-market in Austria/Germany/Switzerland?

3,900+ live data-job postings across Germany, Austria and Switzerland. 159 of them, 3.6%, are advertised as junior. That is ten senior openings for every junior one, and zero junior roles for data architects. Meanwhile the average posting has been open 53 days against a median of 14, so the market is not just top-heavy, it is slow at the top.

Live tracker : maps, country comparisons and role breakdowns, rebuilt every Monday. (Last updated: 30/07/2026)

What the tracker does

Every Monday at 06:00 it queries the Adzuna API for 15 job titles in Germany, Austria and Switzerland, nationally, paginating until each search is exhausted. Results are deduplicated, classified, filtered to data roles, aggregated and published to the site automatically.

This is not a job board. It will not help you find a role, and it deliberately does not link to or republish individual postings. It exists to describe the shape of the market — how long roles stay open, how few are advertised as junior, which cities and countries hire in English — using aggregate figures only.

What the data says (Main insights)

Job offerings per job-field

Role familyPostings
AI / ML1,520
Data engineer1,010
BI developer399
Data scientist395
Data analyst290
Data architect259
DWH / ETL197
Data consultant167
Data governance99
Analytics engineer71

Junior roles barely exist. 159 of 3906 postings, 3.9%, carry a junior title. Ten senior openings for every junior one. data architect has zero.

Jobs seniority comparison:

SeniorityPostingsShare
Junior1593.6%
Mid2,61959.4%
Senior1,62937.0%

The search parameter is a keyword match, not a title match, so these queries overlap heavily and also drag in unrelated roles. Every posting is therefore reclassified from its own job title, not from the query that found it.

What it measures

  • Posting age — days between the posting date and the snapshot
  • Reposts — the same role relisted under a new ID
  • Role family — ten families, from the title
  • Seniority — junior, mid or senior, from the title
  • Language — German or English, from the

项目描述

Weekly tracker of the data job market in Germany, Austria and Switzerland - not a job board, a market overview. 3,900+ live postings through a Databricks + Delta Lake pipeline, published free on GitHub Pages and updated weekly.

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