LayersRank

Solutions / Campus & University Recruiting

Campus Recruitment Software That Scores What Students Can Do — Not Where They Went

Most campus recruiting funnels filter on the prestige of the school. That gets you the same 2,000 students every other employer is chasing, and a DEI report your CHRO would rather not present. LayersRank evaluates thousands of university applicants on what they can actually do — pedigree-blind, confidence-weighted, and audit-ready.

University recruiting team reviewing a ranked shortlist of campus candidates produced by LayersRank structured assessment

The Problem

Why most campus recruiting is broken

The math of university recruiting forces a structural shortcut: too many applicants, too little senior engineering time. The shortcut is pedigree filtering. The cost of the shortcut is everything else.

Volume your current process cannot absorb

A typical university recruiting team gets 10,000 applications across a fall season. There is no version of "every applicant gets a 30-minute screen" that survives that volume — so most candidates are filtered on resume signal alone, which means filtered on the prestige of their school.

School prestige is a noisy proxy for capability

The same school produces engineers who change the industry and engineers who barely pass. The same is true at every school, including the lower-ranked ones. Pedigree filtering is high-variance and low-signal at the individual level — but it is what most campus funnels run on, because there is nothing better in place.

New-grad evaluation by senior engineers is expensive

Your senior engineers are the most expensive resource you have for screening. Using their time to interview 1,500 candidates per role, most of whom will not advance, is a misallocation. Most teams know this but have no alternative.

DEI metrics and pedigree filtering are incompatible

If your TA leadership has DEI targets and your funnel filters on a short list of high-prestige schools, you have a structural conflict. Every audit will surface it. Pedigree-blind structured evaluation is the cleanest way to resolve the conflict.

Campus recruiting at platform scale

The platform is designed for the volume and rhythm of university recruiting — tens of thousands of applicants concentrated into a few weeks each season.

10,000+

Candidates evaluable per week

$24

Per-assessment cost at campus volume

30 min

Average candidate time per assessment

70%+

Engineering-time reduction vs phone-screen funnel

What You Get

A campus funnel your CHRO and DEI lead can both defend

A single ranked shortlist

Instead of fifteen recruiters returning fifteen incomparable shortlists from fifteen schools, your hiring managers see one ranked list of all candidates, scored on the same rubric. Decisions become "advance the top 50" instead of "advance whoever the recruiter thought was strong at each school."

Pedigree-blind scoring

Our models do not see candidate names, schools, majors, or GPAs. They score responses. A clear answer from a state-school sophomore beats an unclear answer from an Ivy League senior — every time, by design. You discover talent your competitors are filtering out by accident.

Confidence-weighted reports

Every candidate score includes a confidence interval. A 78 with high agreement across models is a different signal than a 78 with 25-point variance. Your hiring managers see which candidates are clearly above the bar versus which need a final-round check — and stop treating equally noisy scores as equally informative.

Integrity detection at scale

Paste-event tracking, tab switches, typing patterns, voice/face verification. Catches AI-assisted and stand-in candidates. Flags the assessments that need human review without slowing down the rest.

Role-specific question banks

1,000+ vetted questions across engineering, product, design, sales, marketing, ops, and finance. Customize, fork, or write your own. New-grad questions are calibrated for new-grad expectations — we do not penalize candidates for not having ten years of production experience.

Audit-ready process

Every score traces to specific candidate responses. Every advance/reject decision is documented. When TA leadership presents the funnel report to the CHRO or the DEI committee, you have a defensible answer to "how did you decide?"

Campus Program Workflow

From job description to ranked shortlist

One platform across the campus season. Four phases. No per-school custom rigging.

Pre-season

Configure the assessment

Pick the role templates you need (SWE, PM, finance analyst, etc.). Customize the question bank. Set the evaluation rubric and dimension weights. Decide which schools or programs receive the link first if you are running a tiered launch.

Launch

Send the assessment link

Push to your ATS or send directly. Candidates have a configurable window (typically 7–14 days) to complete on their schedule. Mobile, low-bandwidth, and accommodation support all work out of the box.

Score & rank

Multi-model scoring runs in parallel

Each candidate response is evaluated by multiple AI models. Confidence intervals are calculated. Integrity signals are checked. The output is a single ranked shortlist your hiring managers can review side-by-side.

Final rounds

Engineers interview the top ranked candidates

Senior engineers spend their time on final-round evaluation of the top 50–200 candidates, not on first-round phone screens. Each candidate arrives at the final round with a documented evaluation, so the senior engineer interview is calibrated and focused.

Campus Pricing

Per-assessment pricing that fits a campus season

$24/assessment at Growth tier — a typical 5,000-applicant campus drive runs ~$120K. Volume discounts down to $14/assessment at enterprise scale. No per-seat fees, no annual commitment required for the pilot season.

What campus recruiting leaders ask

What is a campus recruitment platform?

A campus recruitment platform is software that lets your university recruiting team evaluate large volumes of student or new-grad candidates with a single structured process — instead of running thousands of one-off interviews across dozens of schools. The platform delivers an assessment link to every applicant, scores the responses, and ranks the resulting candidates so your hiring managers see one comparable shortlist instead of dozens of un-comparable ones.

How does this compare to HackerRank University or Codility for campus?

HackerRank and Codility are excellent at high-volume algorithmic filtering — telling you whether a student can solve a LeetCode problem in the time limit. LayersRank evaluates the parts of a candidate that those tools cannot: technical judgment, system thinking, behavioral signal, and communication. Most teams that have both run HackerRank or Codility as a first-pass coding filter, then use LayersRank for the actual evaluation of the students who pass the coding screen.

Why is pedigree-blind evaluation a big deal for university recruiting?

The default campus recruiting funnel rewards students from a small number of high-prestige schools, which creates two problems: (1) you compete against every other top employer for the same 2,000 students, and (2) your funnel encodes a bias that DEI and Talent Acquisition leadership are explicitly tasked to reduce. LayersRank scores responses without seeing candidate names, schools, or majors — so a strong answer from a state-school sophomore scores the same as the identical answer from an Ivy League senior.

How many candidates can we screen at once?

Thousands per week. The platform scales horizontally — assessments run in the candidate's browser, scoring happens in parallel across our model fleet, and there is no per-candidate human review required at the screening stage. The largest single campus rollouts we have run sent 10,000+ links in a single week.

What about integrity? Can students just paste ChatGPT answers?

Integrity Detection flags paste events, tab switches, typing patterns, and voice/face inconsistencies. Combined with adaptive follow-up questions that probe for context-specific specifics (which a generic AI response cannot fake without sustained context), you get a meaningfully higher signal-to-cheat ratio than a take-home coding exercise. The integrity-flagged candidate pool also correlates with lower offer acceptance, so much of the problem self-selects out.

How does this work for non-engineering campus hiring?

The same platform supports campus hiring for product, design, sales, marketing, ops, and finance roles. Each role has its own question library and evaluation dimensions. A finance-track candidate gets case prompts and behavioral questions appropriate to finance; an engineering candidate gets system-design and debugging prompts. Same structured rigor, role-appropriate content.

Can students with poor internet or disabilities still take the assessment?

Yes. The assessment works on mobile, supports low-bandwidth mode, and auto-saves progress so a connectivity drop does not lose the candidate's work. We support extended time, alternative formats, and other accommodations on request — configure them at the role level so the validity of the evaluation is preserved.

How much does it cost for a campus program?

Standard pricing is $30/assessment at Starter, $24/assessment at Growth, and volume-discounted down to $14 at enterprise scale. A typical 5,000-candidate campus drive on Growth tier runs about $24 × 5,000 = $120K. Most teams find that a single avoided mis-hire pays for the entire campus program.

Free Resource

Free: Interview Bias Audit Checklist

12-point checklist to assess if your hiring process is fair, consistent, and legally defensible. Includes risk ratings, evidence guides, and a priority matrix.

12audit checkpoints
3risk categories

Run the next campus season on structured evaluation

Pick one program — engineering, product, or finance — and run LayersRank in parallel. Compare the ranked shortlist against what your current process would have produced. Decide based on evidence.