The Question Everyone Has But Nobody Answers Honestly
When you're three weeks into your graduate job search with no responses, the most disorienting thing is not knowing whether your experience is normal. Are 50 applications with 2 responses a bad run of luck, or does everyone go through this? Is 6 months of searching typical, or does that mean something is wrong?
This post puts real numbers on the UK graduate tech job search - what it typically looks like, what the benchmarks are at each stage, and what to adjust if you're falling outside them. For context on building your overall strategy, see our guide on how to get a graduate tech job in the UK.
The Headline Numbers (UK Graduate Tech, 2025-2026)
Based on survey data from UK graduate tech job seekers and community-reported experiences across forums, LinkedIn, and graduate communities, the typical UK CS graduate job search looks like this:
| Metric | Typical Range | Top Performers |
|---|---|---|
| Applications sent | 40-100 | 20-40 |
| Online assessment invites | 15-30% of applications | 30-50% |
| First-round interview invites | 5-15% of applications | 20-35% |
| Offers received | 1-3% of applications | 5-10% |
| Time from first application to offer | 3-6 months | 6-10 weeks |
| Number of offers received | 1-2 | 3-5 |
The "top performers" column is not luck - it reflects the graduates who applied early, prepared specifically, and targeted the right companies. Understanding where you sit against these benchmarks tells you where to focus your energy.
Breaking Down the Funnel
Stage 1: Application to Online Assessment (Target: 20-40% conversion)
This is the ATS and recruiter screening stage. If you're below 15% (fewer than 1 in 7 applications getting through to the OA stage), the most likely causes are:
- CV not passing ATS filters: Your CV doesn't contain enough of the keywords from the job description. Fix: tailor your technical skills section and role bullet points to mirror the job description language precisely. See our graduate CV template guide.
- Applying to mismatched roles: You're applying to roles with requirements you don't meet (e.g., requiring 1+ years' experience in a specific framework). Fix: tighten your targeting.
- Applying too late: Some graduate scheme roles fill their OA invitation list within days. Fix: apply within 7 days of listing going live. Use GradSignal job alerts to be notified immediately.
Stage 2: Online Assessment to First Interview (Target: 30-50% conversion from OA)
Online assessments (HackerRank, Codility, SJTs) are the first major filter. If you're passing fewer than 1 in 4 OAs, the most likely causes are:
- Insufficient coding practice: The OA problems require pattern recognition that comes from deliberate practice. See our 30-day coding interview prep plan and our walkthrough of real UK graduate coding tests.
- Time management issues: Spending too long on hard problems and not completing easy ones. Fix: always submit a working brute-force solution before attempting to optimise.
- SJT / numerical reasoning: Often underestimated. These are trainable. Practice tests are freely available and improvement is rapid with 2-3 hours of targeted practice.
Stage 3: Interviews to Offer (Target: 20-40% conversion from first interview)
If you're reaching interviews but not converting to offers, the split is typically:
- Technical round failure (~60% of cases): You're solving problems too slowly, not communicating your reasoning, or missing key patterns. Fix: mock interviews. Not more LeetCode - timed mock interviews where you explain your thinking out loud. See our graduate SWE interview questions guide.
- Behavioural round failure (~40% of cases): Generic STAR answers that don't connect to the company's values. Fix: company-specific behavioural preparation. See our STAR method guide for tech graduates and GradSignal's company interview playbooks.
What "Normal" Looks Like Month by Month
Month 1 (October for final-year students)
50-80% of applications are in flight, mostly to larger schemes. 0-3 OA invitations received. This is normal. The volume of applications at Tier 1 companies means screening takes 2-4 weeks from application to OA invitation.
Month 2 (November)
OA invitations arriving. 2-6 first-round interview invitations from a good application campaign. If you applied to 60 companies, you should expect 3-10 OA invitations and 1-4 first-round interviews by this point. If you're at zero first-round interviews from 60 applications, the CV and targeting need adjustment.
Month 3-4 (December-January)
Interview rounds in progress. Some rejections arriving. First offers possible from faster-moving companies (scale-ups, startups). If you're in month 4 with no offers and no late-stage interview processes, consider: applying more broadly, targeting scale-ups alongside large employers, and getting interview feedback where possible.
Month 5-6 (February-March)
Large scheme assessment centres. Offers from better-prepared candidates. This is when the job search extends if Tier 1 applications haven't converted - adding Tier 3 and 4 companies now (see our top 50 UK companies guide) is the right move.
The Most Important Insight: Quality Beats Volume
The graduates who send 100 identical applications consistently get fewer offers than those who send 30 carefully targeted ones. The data supports this strongly - conversion rates at later stages are significantly higher for candidates who researched the company, tailored their CV, and prepared specifically for the interview process.
The top performers in the data above (20-40 applications, 3-5 offers) aren't sending fewer applications because they're better - they're more efficient because they know what they're targeting, they prepare company-specifically, and they move fast on verified listings.
Browse verified graduate tech roles on GradSignal - every listing is confirmed active so your applications go to real jobs. And use our interview playbooks to prepare specifically for the companies you're targeting, not generically for every tech company simultaneously.