Companies Run 52% More Interviews Per Technical Hire and a Quarter of Offers Still Fail

Technical hiring has gotten heavier without getting better. Companies now run 52% more interviews to make a single engineering hire than they did in 2021, and a quarter of the offers that come out the other end still get turned down.

The numbers come from Ashby, a recruiting software platform whose 2026 Talent Trends Report draws on 54 million applications and 93,000 jobs going back to January 2021. Technical roles average 17.6 interviews per hire, up from roughly 11 five years ago, and consume 23.3 hours of interview time against 12.2 for a business hire. Those offers are accepted 73% of the time. Business offers land at 84%.

Recruiters absorbed it

The 52% is a company-side number. It counts every interview a company runs to produce one hire, including all the ones with people who did not get hired. The person who eventually accepts the job sits through roughly the same number of rounds, for roughly the same hours, as their counterpart in 2021.

So the extra work never reached the candidates. It landed on recruiting teams, who are screening and scheduling their way through far more people to arrive at the same hire. Applications per hire have tripled since 2021, with technical roles drawing more than 300 each, and the teams doing that work have shrunk over the same stretch.

Recruiting teams have kept up anyway. Time to first fill has settled at 10 weeks for technical roles and 8 for business, so the deadlines are still being met. Which may be the reason the interview load has never been cut. The added burden is real, but it never shows up as a missed date, so it never gets flagged, and what it does show up as is a strained team and a quarter of offers falling through.

More rounds, same results

The burden is heaviest where the work is hardest to judge from a résumé. Data roles top the chart at 24.9 hours per hire, engineering at 24.7, and product management at 23.5. Customer support sits at the other end, with the fewest rounds of any category.

A technical candidate goes through every conversation a business candidate does, and then a skills evaluation on top of it. Managers want to watch someone do the work rather than take a résumé's word for it, which is reasonable and explains the hours. It does not explain what happens at the end of them.

Engineering offers fail at nearly twice the rate of business offers, and the interview load has grown 52% without narrowing that gap. If the extra rounds were producing a better signal, the acceptance rate would have moved by now. It has not.

Location is the closer

Ashby's startup hiring data shows remote technical roles receive 13% higher offer acceptance rates than in-office ones. For business roles, the same effect is only 4%. Engineers weigh this roughly three times as heavily as everyone else a company hires, and they are the group companies spend the most interview hours pursuing.

Rebuilding an interview loop involves every hiring manager who touches the process. Changing a role from on-site to remote takes one edit to the job posting, and Ashby's data suggests it does more for the acceptance rate than the redesign would.

The effect compounds earlier in the process, too. Remote postings draw materially more inbound volume, so the interviewing happens against a bigger and better pool before anyone picks up the phone. Put those two findings together, and the quarter of failed offers starts to look different. A meaningful share of them come apart on a condition the company attached before it had met anyone, and then spent months trying to hire around.

The ad is the interview

The instinct after a failed offer is to look at the end of the process, at the pay or the closing conversation. Ashby's data points somewhere else. Gary Brickhouse, CISO at GuidePoint Security, told IT Brew that job descriptions accurate enough to set expectations from the first click produce better candidates and waste less interview time later on. Every round a company adds is an attempt to recover ground it gave up when it wrote the ad.

The evaluation itself is not too heavy for a role like this. Engineers are expensive to hire and costly to get wrong, and a company that skips the vetting will pay for it. The question is where that effort lands. Companies keep adding rounds because rounds are easy to add. The posting is harder to change, and it is the variable this data suggests has the most room to move the acceptance rate.