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Team Pages vs LinkedIn: Where Exchange Hiring Signals Are Strongest

Not all hiring data sources are equal. Here's which sources provide the strongest signals and why LinkedIn alone isn't enough.

Team Pages vs LinkedIn: Where Exchange Hiring Signals Are Strongest

We aggregate hiring data from multiple sources. Here's how the quality and signal strength varies across them — and why diversified sourcing matters.

LinkedIn: High Volume, Variable Quality

Pros: Widest coverage, most exchanges post here, easy to monitor at scale.
Cons: Some roles are posted just to build a pipeline — not all represent genuine hiring intent. Generic role titles are common.

Best for: Volume signals, baseline trend analysis, seniority assessment (LinkedIn profiles reveal actual seniority).

Company Career Pages: Highest Quality

Pros: Roles here are always genuine (exchanges control their own career pages). Role descriptions are usually more detailed. Fastest to reflect actual hiring decisions.
Cons: Harder to monitor at scale, format inconsistency.

Best for: Role specificity signals — the most predictive data we have comes from detailed JD analysis on career pages.

ATS Platforms (Greenhouse, Lever): Most Detailed

Pros: Most detailed job descriptions. Department and team structure visible. Compensation sometimes included (which reveals seniority and priority).
Cons: Not all exchanges use them.

Best for: Our highest-confidence predictions usually have strong ATS confirmation alongside LinkedIn and career page data.

Our Multi-Source Approach

We require a role to appear on at least 2 sources before it contributes fully to the signal score. This reduces false positives from single-source noise.

See the full multi-source signal picture →

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