Data hiring focused on governance and reliability. Not just tool familiarity.
Validate quality gates, lineage thinking, and reliability instincts with realistic scenarios—so you hire for long-term data correctness.
Highlight value in numbers. Not just promises.
These are representative ranges that hiring leaders use to estimate ROI. The exact impact depends on role complexity, seniority, and interview loop design.
What leaders want to avoid
The problem is rarely “no candidates”. It’s low signal, repeated screening loops, and mis-hire risk that only appears post-offer.
Tool familiarity is easy to fake; governance thinking is not. Past hires shipped pipelines that degraded reliability over time. Decision-makers want clear signal, not “maybe”.
How we turn evaluation into signal
We calibrate the bar, validate capability with structure, and deliver a decision brief that keeps final interviews targeted.
What this improves
Want this calibrated to your team? We’ll tailor the bar to your role.
Tell us your industry, role, seniority, constraints, and what “great” looks like. We’ll outline the validation plan and what your hiring managers get in the decision brief.