This policy describes how we research, write, review and update content on this site.
Who writes our content
Articles are written by engineers and writers with experience in forward deployed, AI and data roles. Each article shows its author and the date it was last updated.
Research and sources
We use primary sources where possible: official documentation, published job descriptions, company engineering blogs and public salary data. Statistics link to their source.
Comparisons
Role and program comparisons are based on publicly available information. We do not accept payment for placement or rankings.
Review and updates
Roadmaps and interview banks are reviewed at least twice a year. Articles with time-sensitive data are reviewed when that data changes.
Corrections
Report errors through our contact page. We correct factual mistakes promptly and note significant changes at the end of the article.