How do I find reliable salary and interviewing content sites for recent compensation and job-market trends?

To find reliable salary and interviewing content sites for recent compensation and job-market trends, use a mix of primary data sources, reputable career platforms, and corroboration across multiple sites.

What to look for in a reliable site

Prioritize sites that:

• Publish recent data (updated within the last 6–12 months)
• Explain methodology: sample size, source of data, geography, role level, industry
• Separate self-reported data from employer-reported or market data
• Offer filters for location, company size, seniority, and job family
• Avoid extreme clickbait claims like “everyone is making six figures”
• Show trend direction, not just static salary numbers

Best types of sources

1) Major salary databases

Good for broad compensation benchmarks:

• Glassdoor
• Levels.fyi
• Salary.com
• Payscale
• Indeed Salary

2) Government and labor-market data

Best for trustworthy macro trends:

• U.S. Bureau of Labor Statistics (BLS)
• OECD labor statistics
• National statistics agencies in your country
• State/provincial labor departments

3) Tech/industry-specific compensation sources

Best when your field is specialized:

• Levels.fyi for tech
• Blind discussions, but treat as anecdotal
• Industry salary surveys from associations

4) Recruiting and HR reports

Useful for hiring trends and interview-process changes:

• Robert Half salary guides
• Hays Salary Guide
• LinkedIn Economic Graph / workforce reports
• ManpowerGroup reports
• Mercer compensation reports

5) Interview prep and hiring trend content

Useful for understanding how hiring is changing:

• LinkedIn Talent Blog
• Indeed Hiring Lab
• Glassdoor blog and research
• SHRM
• Harvard Business Review for broader trends

How to verify reliability

When you find a site:

1. Check the date of the article or report.
2. Look for methodology and sample size.
3. Compare numbers across 2–3 sources.
4. Prefer trend reports over opinion articles.
5. Watch for bias if a site is selling job services, coaching, or ads.
6. Use multiple geographies carefully—salary data can vary a lot by city/country.

A practical search strategy

Use searches like:

• “2025 salary guide software engineer site:pdf”
• “2025 compensation trends report”
• “interview trends 2025 recruiting report”
• “salary survey [your role] [your city]”
• “job market report 2025 site:.gov”

Quick rule of thumb

If you want:

• Accurate broad labor trends → government data
• Role-specific salary estimates → salary databases + company review sites
• Interview and hiring-process trends → recruiting firms, LinkedIn, Indeed, SHRM
• Best insight for your situation → combine at least 3 sources

If you want, I can also give you:

1. a curated list of the best sites by industry, or
2. a checklist for judging whether a salary article is trustworthy.