Seven numbers that show whether the pipeline is healthy.
If the only hiring metric your engineering team tracks is time to fill, you are measuring speed while quality silently degrades.
These are the seven metrics that separate a VP Engineering who manages hiring from one who manages the illusion of hiring. Each one has a benchmark that tells you whether the number is healthy or a warning.
If you have ten minutes before a hiring review, read only this.
Metric 1: time to fill.
Days from role opening to accepted offer. Benchmark: 6 to 10 weeks for mid-level, 10 to 14 weeks for senior, 12 to 18 weeks for leadership. Faster is not always better: below-benchmark speed often correlates with lowered bars.
Metric 2: time to productive.
Days from start date to the first meaningful code shipping or decision made. Benchmark: 30 to 60 days for mid-level, 60 to 90 for senior. If it consistently exceeds 90, the onboarding, not the candidate, is the problem.
Metric 3: offer acceptance rate.
Percentage of offers accepted. Benchmark: 70 to 85%. Below 60% signals either non-competitive offers, slow process, or poor positioning. Each declined offer costs the pipeline several weeks.
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Book a consultation →Metric 4: sourcing channel yield.
Hires per channel: inbound applications, referrals, direct outreach, agency, embedded RPO. Track not just volume but quality per channel. Referrals typically produce the highest quality-to-volume ratio; inbound produces the most volume with the most screening cost.
Metric 5: pipeline conversion by stage.
Drop-off rate at each stage of the interview loop. A steep drop between screen and onsite suggests the screen is too permissive. A steep drop between final and offer suggests the closing process is the problem.
Metric 6: quality of hire at 90 days.
Retention and performance rating of new hires at 90 days. Benchmark: above 85% still in seat and meeting expectations. Below 75% means the interview loop is not selecting for the right thing, or onboarding is failing. The engineering leader onboarding plan is the intervention.
Metric 7: hiring manager satisfaction.
A quarterly survey of hiring managers on the quality of candidates, speed, and process. It is the qualitative check on whether the numbers are telling the truth. A hiring manager who is hitting time-to-fill targets but is unhappy with every candidate is a pipeline quality problem.
Tracking these seven metrics turns hiring from a reactive scramble into a managed function. The RPO and embedded hiring practice instruments all seven from week one of any embedded engagement, because you cannot fix what you do not measure.
Where a specialist partner changes the outcome.
Leadership hires are where a wrong decision costs the most. Executive search is built to reach the passive candidates these roles need and to test fit before anyone reaches you.
Brief → The mandate is pressure-tested with the founder before any outreach.
Market map → The real market is mapped, not just the active one, and shared before candidates.
Assessment → Motivation, closing variables and fit are tested before you invest time in a candidate.
Fees → Executive search with milestone-based fees: 20% Search Activation Fee, 10% on offer acceptance, 70% after the hire completes 30 days.
Discuss a mandate →Real mandates, real numbers.
Four earlier offer-stage declines. Motivation was treated as something to investigate rather than assume, and tested before the client invested time in any candidate.
A Head of Engineering, two AI Engineers and a Product Analyst. Each role sat in a different talent market and needed a different read on what strong looked like.
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