Snake Signals is committed to providing accurate, useful, and trustworthy content about Python careers and hiring. This policy outlines our standards for research, verification, and presentation.
Our Editorial Principles
Accuracy first: We verify claims before publishing
Transparency: We disclose sources and limitations
Reader value: Every piece must help developers or hiring managers
Independence: Editorial content is not influenced by advertisers
Corrections: We fix errors promptly and visibly
Content Categories
Salary Benchmarks: Based on real placement data, candidate surveys, and job market analysis. See our Methodology for details on data sources and processing.
Hiring Trends: Derived from job posting analysis, developer surveys (JetBrains, Stack Overflow), and patterns from our recruitment network.
Interview Prep: Compiled from 1,000+ candidate interviews, hiring manager feedback, and current industry practices.
Hiring Playbooks: Based on patterns from 500+ successful placements and feedback from engineering managers.
Opinion & Analysis: Clearly labeled as opinion. Represents the author's professional judgment based on market experience.
Verification Standards
Salary data: Cross-referenced between placement data, surveys, and job postings before publication
Statistics: Sourced from primary research or reputable organizations (JetBrains, Stack Overflow, industry reports)
Company information: Verified through official sources where possible
Quotes: Attributed to named sources; anonymous sources used only when necessary
AI-Assisted Content
We use AI tools in our content production:
CV Analyzer: AI-powered analysis clearly labeled as machine-generated feedback
Research assistance: AI helps gather and organize information; humans verify and edit
Podcast production: Some podcast episodes use AI voice synthesis, clearly disclosed
All AI-generated content is reviewed and edited by humans before publication. We do not publish AI-only content without human oversight.
Corrections Policy
When we make an error:
Immediate correction: Factual errors are fixed as soon as identified
Visible disclosure: Significant corrections are noted at the top of the affected content
Newsletter corrections: Material errors in newsletters are corrected in the following edition
No silent edits: We don't quietly revise published claims to hide mistakes
Josh Smith operates Snake Signals through Understanding Recruitment, a recruitment firm. This connection is disclosed on our About page. We manage potential conflicts by:
Not featuring specific job listings in editorial content
Providing general career advice, not pushing candidates toward specific roles
Clearly separating editorial content from recruitment services
Advertising & Sponsorship
Currently, Snake Signals does not accept advertising or sponsored content. If this changes, sponsored content will be clearly labeled and kept separate from editorial content.
Update Frequency
Salary data: Reviewed and updated weekly (Tuesdays)
Hiring trends: Updated when new survey data or significant market shifts occur
Interview prep: Updated quarterly or when patterns shift significantly
Static pages: Reviewed monthly; dated content is archived or updated