This is a key question, as it lays the foundation for all further analysis.

In 2024, we scraped over 2,000 job listings. However, at Bitvocation, we aim for accuracy, so the real number is 1,707 unique job postings.

What does "unique" mean?

Since we scrape multiple sources, some posts appear across different sites. About 18% of them are duplicates, which we remove during the first step of our deduplication process.

Employers also often list identical jobs under different locations to gain more visibility. Those identical listings (12%) are removed in the second step.