SkillsToPivot Research Desk
Market Data · Salary Intelligence · Source Verification
About This Desk
The Research Desk is responsible for every salary figure, job-market statistic, and wage benchmark published on SkillsToPivot. Before any number appears in an article, this team traces it to a primary source — BLS Occupational Employment Statistics, Burning Glass / Lightcast job-posting data, or platform-disclosed learner outcome reports — and labels it clearly so readers can verify it themselves.
The desk was established because career-change decisions depend on realistic income expectations, and too many sites publish outdated or unsourced salary ranges. Our standard: if we cannot link to or cite the primary source, we do not publish the figure.
Salary data on SkillsToPivot is never pulled from a single source. For every role we cover, we cross-reference at least three independent data points: BLS Occupational Employment and Wage Statistics (the most authoritative US benchmark), Lightcast job-posting analytics (which reflects real-time employer demand), and LinkedIn Salary Insights (which captures self-reported compensation from verified job holders). Where figures diverge significantly between sources, we report the range and explain why — rather than picking whichever number is most optimistic.
We also track the gap between advertised salaries and what certificate completers actually report earning. Platform outcome reports (Coursera Impact, Google Career Certificates data) are useful but tend to present best-case outcomes. Our Research Desk contextualises these figures against learner-reported data from Reddit communities including r/dataanalysis, r/cybersecurity, r/ITCareerQuestions, and r/careerguidance — which surfaces the realistic range of outcomes, including cases where certificates alone were not enough to land the target role.
Primary Data Sources We Use
- BLS OES — U.S. Bureau of Labor Statistics Occupational Employment and Wage Statistics: the authoritative benchmark for U.S. salary data by role and geography
- Lightcast (formerly Burning Glass) — real-time job-posting analysis showing which skills and credentials employers are actively requesting
- LinkedIn Salary Insights — self-reported compensation data from verified LinkedIn members, useful for current market rates
- Coursera Impact Report — platform-disclosed learner outcome data, cited with context about methodology limitations
- Google Career Certificates outcome data — employer consortium figures and learner outcome statistics published by Google
- Reddit career communities — community-reported outcomes used to sense-check platform statistics against real learner experiences
Research & Editorial Standards
- Every salary figure traced to a named primary source before publication
- Salary data cross-referenced against BLS OES, Lightcast, and LinkedIn Salary Insights — minimum three sources per role
- Employer demand tracked via real-time job-posting analysis, not static industry reports
- Outcome statistics verified against platform-disclosed reports and contextualised against community-reported data
- All benchmarks dated and updated on a rolling 6-month schedule — stale data is flagged or removed
- Where platform outcome data conflicts with community-reported outcomes, both are reported with explanation
- Figures that cannot be traced to a primary source are not published, regardless of how widely cited they are elsewhere
Articles by This Desk
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