Lightcast - Job Postings (Singapore) - Sample

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

Lightcast’s SG Job Postings data delivers a powerful view into the country’s labor market, capturing both the current hiring landscape (with daily updates) and long-term historical trends. This dataset offers a reliable, comprehensive foundation for anyone looking to understand employment dynamics in Singapore.

Whether you’re a job seeker, employer, policymaker, or market analyst, our data equips you with the insights you need to make informed, strategic decisions, helping you stay ahead in a constantly evolving job market.

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 include:
- What skills are employers seeking for roles like computer programmers?
- What skills are most often associated with a given job title?
- Has demand for the skill "Python" increased or decreased in the past six months?
- How long do job postings for web developers typically remain open?

**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.

***Remote and Flexible Work Arrangements***
Explore how remote and flexible work options are reflected in job postings, and how employers are adapting to the evolving nature of work.

***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**
- *sg_postings*: Record-level access to Singapore job postings found across the web that we’ve collected, processed, and classified through Lightcast’s proprietary posting methodology.
- *sg_postings_meta*: Metadata for the various taxonomies and releases used within the *sg_postings* and *sg_postings_skills* tables.
- *sg_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.

**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)