Lightcast - Job Postings (Global) - Sample

**Overview**
(The limited trial contains a subset of the full data product and is updated at a slower rate.)

Track workforce trends across borders with Lightcast’s Global Job Postings data, capturing more than 400k new job postings every day from 41 countries. This dataset delivers both real-time insights into today’s labor market and a historical view of long-term employment trends. Whether you're a policy maker, talent strategist, employer, or researcher, this data empowers you to make confident, data-driven decisions in an increasingly dynamic global job landscape.

For more details please visit https://kb.lightcast.io/en/articles/7154092-global-postings-data-overview

Sourced from both job boards and company career sites, our data ensures comprehensive coverage across geographies and employer sizes, from businesses of every size.

Questions answered by this dataset:
- What skills are employers in India looking for in computer programmers?
- Which companies in London are hiring the most Data Scientists?
- What skills are most often associated with a given job title?
- How has demand for the skill “Python” changed globally in the last six months?
- How long does the average job posting for a web developer stay open in Sydney?

Countries included:
- Argentina
- Australia
- Austria
- Belgium
- Brazil
- Canada
- Chile
- China
- Colombia
- Costa Rica
- Croatia
- Czechia
- Denmark
- France
- Germany
- Hong Kong
- Hungary
- India
- Indonesia
- Ireland
- Italy
- Japan
- Luxembourg
- Malaysia
- Mexico
- Netherlands
- New Zealand
- Philippines
- Poland
- Portugal
- Puerto Rico
- Romania
- Singapore
- South Africa
- South Korea
- Spain
- Sweden
- Switzerland
- United Arab Emirates
- United Kingdom
- United States

**Use cases**
***Market Analysis***
Uncover emerging industries, identify in-demand skills, and spot trending job types. Analyze how the labor market is evolving and where the opportunities lie.

***Location Planning***
Examine where job postings are concentrated geographically. Ideal for companies planning growth and job seekers targeting regions with strong employment prospects.

***Staffing***
Gain invaluable insights into how employers approach their recruitment efforts. Uncover which companies are actively hiring, the types of job postings they prioritize, and the qualifications they seek. Help employers refine recruitment strategies and improve talent acquisition.

***Empower Job Seekers***
Equip job seekers with the knowledge they need to thrive in the competitive landscape. Highlight trending skills, showcase industries with the highest demand, and provide guidance on how to stand out in the crowd.

***Industry Competitiveness***
Analyze the competitiveness of different industries based on job postings. Are some industries struggling to attract talent while others are thriving?

**Product details**
- *global_postings*: Record-level access to Global job postings found across the web that we’ve collected, processed, and classified through Lightcast’s proprietary posting methodology.
- *global_postings_meta*: Metadata for the various taxonomies and releases used within the *global_postings* and *global_postings_skills* tables.
- *global_postings_skills*: A record-level view of all of the skills found within individual postings alongside skill taxonomical info tagged by Lightcast classifiers and extractors.

For more details, refer to the embedded notebook.

**Additional Insights**
​​For further information regarding Lightcast Job Postings, please visit [Job Posting Analytics (JPA) Methodology
](https://kb.lightcast.io/en/articles/6957446-job-posting-analytics-jpa-methodology)

## 概述
有限试用版包含完整数据产品的子集，且更新频率较低。

借助Lightcast的全球职位发布数据，可跨境追踪劳动力趋势，每日捕获来自41个国家的超40万条新增职位发布信息。该数据集既能提供当前劳动力市场的实时洞察，也能呈现长期就业趋势的历史视角。无论您是政策制定者、人才战略师、雇主还是研究人员，在日益动态变化的全球就业格局中，该数据集都能助力您做出可靠且基于数据驱动的决策。

如需了解更多详情，请访问 https://kb.lightcast.io/en/articles/7154092-global-postings-data-overview

本数据集的数据来源涵盖招聘网站与企业职业官网，确保覆盖不同地域与各类规模的雇主，覆盖企业的全量级规模。

本数据集可解答以下问题：
- 印度雇主对计算机程序员有哪些技能要求？
- 伦敦哪些企业招聘数据科学家的数量最多？
- 与特定职位名称关联最频繁的技能有哪些？
- 过去六个月全球范围内对"Python"技能的需求发生了怎样的变化？
- 悉尼地区网页开发人员的平均职位发布时长为多少？

涵盖国家：
- 阿根廷
- 澳大利亚
- 奥地利
- 比利时
- 巴西
- 加拿大
- 智利
- 中国
- 哥伦比亚
- 哥斯达黎加
- 克罗地亚
- 捷克
- 丹麦
- 法国
- 德国
- 中国香港
- 匈牙利
- 印度
- 印度尼西亚
- 爱尔兰
- 意大利
- 日本
- 卢森堡
- 马来西亚
- 墨西哥
- 荷兰
- 新西兰
- 菲律宾
- 波兰
- 葡萄牙
- 波多黎各
- 罗马尼亚
- 新加坡
- 南非
- 韩国
- 西班牙
- 瑞典
- 瑞士
- 阿联酋
- 英国
- 美国

## 应用场景
### 市场分析
挖掘新兴产业、识别紧缺技能与热门职位类型，分析劳动力市场的演变趋势与机遇所在。

### 区位规划
研判职位发布的地理集中情况，适合计划拓展业务的企业与瞄准就业前景良好地区的求职者使用。

### 人员配置
深入洞察雇主的招聘策略，了解哪些企业正在积极招聘、其优先发布的职位类型与所需资质，助力雇主优化招聘方案、提升人才招揽效率。

### 助力求职者
为求职者提供在竞争激烈的就业环境中脱颖而出所需的知识，包括热门技能、需求旺盛的产业，并提供求职突围指导。

### 行业竞争力分析
基于职位发布数据研判不同行业的竞争态势，例如是否存在部分行业难以吸引人才，而其他行业发展势头良好的情况。

## 产品详情
- *global_postings*：通过Lightcast专属的职位发布处理与分类方法，对全网采集、加工并归类的全球职位发布信息提供记录级访问权限。
- *global_postings_meta*：针对*global_postings*与*global_postings_skills*表中所使用的各类分类法与数据版本的元数据。
- *global_postings_skills*：收录单条职位发布中涉及的全部技能的记录级视图，附带由Lightcast分类器与提取器标记的技能分类学信息。

如需了解更多详情，请参阅内嵌笔记本。

## 额外洞察
如需了解Lightcast职位发布数据的更多信息，请访问[职位发布分析（JPA）方法论](https://kb.lightcast.io/en/articles/6957446-job-posting-analytics-jpa-methodology)

搜集汇总

背景与挑战

背景概述

该数据集提供覆盖41个国家的全球职位发布样本，每日收录超40万条信息，支持实时劳动力市场分析和长期就业趋势研究。包含职位详情、技能分类及元数据，适用于市场分析、区域规划、招聘策略等多领域决策支持。