– My own dataset of job postings ([https://fantastic.jobs](https://fantastic.jobs)). All data from this analysis comes directly from company career sites hosted on 34 different ATS platforms. Aprox 100k companies / 4 million jobs from January, Frebruary, and March of this year.
– Jobs are classified as having a salary by displaying this in the JobPosting schema or by mentioning the salary in the job description. Salary mentioned in the job description is extracted using OpenAI 4o-mini.
Biases in the dataset:
– ATS platforms are typically used by: White collar, Large International Businesses, Tech businesses, Companies in the US and UK.
– Many of the companies in my dataset are US/UK, so while they have a lot of job postings in other countries, the company career sites might not necessarily comply with local laws and regulations while it comes to salaries
– A company might be more inclined to include a salary when posting on a job board like Indeed or Linkedin, instead of their own career site.
Comically_Online on
whoa red letter day for the united states not being shit at something about work
Comically_Online on
whoa red letter day for the united states not being shit at something about work
![[OC] Salary Transparency in Job Postings](https://www.byteseu.com/wp-content/uploads/2025/04/i3bkx62y27ve1-1075x1536.png "[OC] Salary Transparency in Job Postings")
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You have no key for your colours
Source:
– My own dataset of job postings ([https://fantastic.jobs](https://fantastic.jobs)). All data from this analysis comes directly from company career sites hosted on 34 different ATS platforms. Aprox 100k companies / 4 million jobs from January, Frebruary, and March of this year.
– Jobs are classified as having a salary by displaying this in the JobPosting schema or by mentioning the salary in the job description. Salary mentioned in the job description is extracted using OpenAI 4o-mini.
Biases in the dataset:
– ATS platforms are typically used by: White collar, Large International Businesses, Tech businesses, Companies in the US and UK.
– Many of the companies in my dataset are US/UK, so while they have a lot of job postings in other countries, the company career sites might not necessarily comply with local laws and regulations while it comes to salaries
– A company might be more inclined to include a salary when posting on a job board like Indeed or Linkedin, instead of their own career site.
whoa red letter day for the united states not being shit at something about work
whoa red letter day for the united states not being shit at something about work