Industry
Hiring for technology and software teams
A hundred applications an hour, most of them generated, and an interview process that a second monitor can defeat. Software hiring hit this wall before anyone else did.
Technology hiring faces two problems at once: application volume that makes individual review impossible, and generative tools that make resumes and interview answers cheap to fabricate. Screening on a vetted assessment addresses both, because the score comes from a sitting with the integrity layer on rather than from a document, and it ranks a large field without a human reading every application first.
Last reviewed
The short version
- Volume is the immediate problem. A remote engineering role routinely draws several hundred applications, most within 48 hours.
- The resume has lost most of its remaining signal in this sector, because generating a targeted one is now free.
- Verified skills scores rank a large field cheaply and give a career changer the same footing as a familiar CV.
- Take-home tests are widely resented here. A short vetted assessment plus a bounded work sample gets better signal for less of the talent’s time.
What actually broke
Two changes landed within a couple of years of each other. Remote work turned a local applicant pool into a global one, multiplying volume by an order of magnitude for the same number of openings. Then generative writing tools made a polished, keyword-perfect, role-specific application free to produce, so the volume arrived pre-optimised for whatever the screening process was looking for.
The result is a screening layer that no longer discriminates. Keyword matching matches everyone now. That is not a filter. A recruiter spending six seconds per resume is spending six seconds on a document written by a model to survive exactly that six seconds. Meanwhile the genuinely strong applicant who wrote their own application, badly, is indistinguishable from the noise.
The interview stage inherited the same problem. It arrived faster than anyone expected. An applicant on a video call with a second screen has access to a model that answers most standard technical questions faster than they can read them. Any process built on the assumption that answers are produced live and unaided is now measuring something different from what it thinks it measures.
What is worth assessing in this sector
Reading and debugging
Engineers spend far more time reading code than writing it, and debugging is where seniority actually shows. It is also considerably harder to fake than a greenfield implementation.
Judgement under constraints
Given a trade-off, which one and why. Someone who can explain the cost of their choice knows something an implementer does not.
Written technical communication
Most engineering coordination happens in text. This is one of the few competencies a text interview measures directly rather than by proxy.
Fundamentals that persist
Data modelling, concurrency, failure handling. Frameworks turn over every few years; these do not, which makes them the better long-run signal.
The degree requirement is doing very little here
Software is the sector with the largest gap between formal credential and demonstrated ability. A substantial share of working engineers are self-taught or came through a bootcamp, and a computer science degree from ten years ago describes a curriculum that has since changed twice.
Several large technology companies dropped degree requirements before it was fashionable. That is also why skills-based screening lands more naturally here than in most sectors. There is an unusually large pool of people who can do the work and cannot easily prove it on paper.
The practical effect of a vetted assessment is that a career changer with two years of real projects and a bootcamp certificate arrives with the same kind of evidence as someone from a well-known company. Whether that reads as an opportunity or a risk depends mostly on whether your last few hires from familiar CVs worked out.
A pipeline that survives the volume
- 1
Skip resume screening entirely
Not as a philosophical position. Because at current volumes and current fabrication costs, resume screening is a random sample dressed up as a filter.
- 2
Vetted assessment as the first real gate
One integrity-checked sitting, generated for the role and declared skills. It ranks a field of four hundred without anyone reading four hundred documents.
- 3
Text interview on the shortlist
Adaptive questions that follow each answer, with every transcript scored on the same four criteria. Written technical reasoning is directly relevant to the job.
- 4
A short work sample where it earns its keep
One to three hours, bounded and stated. Long take-homes have a poor reputation in this sector for good reasons, and they cost you strong people who already have a job.
- 5
Reveal, then a human interview
By this point you are talking to a small number of people with evidence behind them, which is where a senior engineer’s time is actually worth spending.
Where this fits badly
Senior and staff-level roles are assessed poorly by any short test. What distinguishes a staff engineer is judgement across systems and organisations over years, and no two-hour sitting reaches it. Vetted assessment can confirm the technical floor; the actual decision remains a series of long conversations.
Specialised research roles have the same problem in a sharper form. If you are hiring someone to work on a problem where fifty people worldwide are qualified, you already know their names, and screening was never your bottleneck.
Teams hiring one engineer a year get less from this than teams hiring twenty. The value scales with volume, because volume is what makes fair, consistent review impossible by hand.
A verified score does not tell you whether someone will suit your codebase, your on-call rota or your review culture. Those are real reasons a technically strong hire fails, and they are found in conversation rather than in a score.
Questions people actually ask
Is this a replacement for technical interviews?
How do you assess engineers when AI can answer coding questions?
Does talent object to being assessed before a conversation?
Can we still hire from referrals?
What about roles that need a specific framework?
Related
Where this connects to the rest of the platform.
Vetted assessment
One vetted assessment produces a skills profile a company can check, instead of a resume they have to take on trust.
Assessment integrity without surveillance
Page, paste, timing and identity signals, each with PII-free evidence. No video recording, no verdicts, and environmental flags are excluded from scoring where accommodations apply.
Hiring for financial services and fintech
A sector where hiring decisions are already documented, supervised and challengeable. Vetted assessment fits the existing evidentiary habit rather than fighting it.
Read the reasoning
The evidence and the argument behind what is on this page.
Does an ATS really reject your résumé? What actually happens
The "75% of résumés are rejected by robots" claim has no verifiable source. What an ATS actually does, where filtering happens, and what to do.
ReadDropping the degree requirement: what has to replace it
Removing a degree requirement without replacing the signal makes hiring more subjective, not less. What the degree was doing, and what to measure instead.
ReadCandidates are using AI in your assessments. Now what?
AI-text detectors are unreliable and disproportionately flag non-native speakers. What to do instead: assessment design, signals and human review.
ReadWhat skills-based hiring actually is (and what it is not)
Skills-based hiring decides on demonstrated ability, not proxies like degrees or job titles. What it means in practice and where it fails.
ReadSee a verified pipeline for one of your roles
Post a role free and review anonymous, skill-ranked talent. No card, no sales call to get started.