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Demo contentIllustrative record — no real organizations, statistics or outcomes.

Internal mobility

Gig Marketplace Matching

Marketplace recommendations match employees to gig and project opportunities.

PilotEvidence: Weak

The problem

Short-term project staffing relies on manager networks rather than enterprise-wide visibility.

The opportunity

Less time on lookup. A person still owns anything that affects someone's job.

What the solution does

Marketplace recommendations match employees to gig and project opportunities.

How it works

Skills and availability signals rank project openings for interested employees.

Who uses it

  • Employees
  • Career coaches
  • Talent marketplace owners

Data required

  • Relevant HRIS / ATS records
  • Role or policy context
  • Access and consent rules

AI / technology patterns

  • Recommendation
  • Embeddings

Reported impact

No independently reported impact recorded for this item yet.

Impact categories

  • Productivity
  • Experience

Limitations and risks

Stale data, inherited bias, and privacy rules. Name a human who is accountable for career-affecting answers.

What implementation requires

Start with one process. Agree how you will score it. Involve legal and HR before you scale. Track whether people use it, not only whether the model is accurate.

Updated 2026-08-09