AI Screening in UK Graduate Recruitment: 2025/26 Data

Graduate Recruitment in Britain: The 2025/26 Landscape

The British graduate labour market has entered a period of notable tightening. When the Institute of Student Employers published its 2025 Student Recruitment Survey, covering 155 employer members who collectively received over 1.8 million applications for roughly 31,000 early careers positions, the headline figure of 140 applications per vacancy underlined the scale of competition. That figure represents a two-year high, driven in part by one-click apply features and the growing use of AI-powered application tools among candidates.

On the demand side, graduate hiring contracted by 8% during the 2024/25 cycle, the steepest decline since the pandemic-era drop in 2020. Of the employers surveyed, 42% reduced their graduate intake, 25% held steady, and 33% reported an increase. ISE data projects a further 7% reduction in graduate hiring for 2025/26, with much of the decline attributed to cutbacks at a small number of large employers rather than a broad-based retreat.

The Higher Education Statistics Agency (HESA) Graduate Outcomes survey, covering 917,610 graduates from the 2022/23 cohort, found that 82% of respondents were in employment or unpaid work 15 months after graduation. However, full-time employment for first-degree graduates fell from 57% to 54%, and the unemployment rate rose by one percentage point to 6%. These shifts, while modest in isolation, reflect a broader cooling trend that adds weight to understanding how screening systems operate across British employers.

How British Employers Use ATS Technology

A persistent misconception in graduate career advice holds that 75% of CVs are rejected by applicant tracking systems before any human review. This claim has been traced by analysts to Preptel, a now-defunct recruiting services company, and no methodology for the figure was ever made public. Survey data from practising recruiters paints a markedly different picture.

An Enhancv survey of 25 recruiters published in 2025 found that 92% reported manually reviewing applications, even in high-volume scenarios. Only 8% indicated that their ATS was configured to auto-reject CVs based on content match scores. HR.com published broadly similar findings, reporting that most recruiters use filtering functions to prioritise and sort applications rather than to eliminate them outright.

That said, virtually all employers deploy what the industry terms "knockout questions": mandatory fields covering right-to-work status, minimum qualification level, or willingness to relocate. These binary compliance checks filter out candidates who do not meet hard criteria before human review begins.

UK-Specific ATS Platforms and Their Reach

The ATS landscape in Britain includes several platforms with sector-specific prevalence. According to industry analysis, Trac is widely used across NHS trusts for healthcare recruitment. SuccessFactors is commonly deployed in banking and financial services, particularly among City of London institutions. Oleeo handles a significant portion of the Civil Service's graduate recruitment pipeline, including roles across Whitehall departments and public bodies. Workday, Greenhouse, and iCIMS are also present across multinational employers with UK operations.

Current-generation ATS platforms increasingly use natural language processing (NLP) and, in some instances, large language models to assess context rather than simply counting keyword frequency. In practical terms, a skills statement such as "developed automation scripts in Python to reduce manual processing time by 40%" is likely to carry more analytical weight than a standalone mention of "Python" in a skills section. The system can parse the verb, the tool, and the outcome, recognising demonstrated competency rather than an isolated keyword.

Sector Demand and Regional Salary Benchmarks

Understanding where demand and compensation concentrate adds strategic context to the current cycle. According to ISE data from 2025, the average starting salary on structured graduate schemes is approximately £35,170, though this figure reflects larger employers and formal programmes. HESA's broader dataset, covering graduates across a wider range of employment types, places the average closer to £28,731.

Sector-level variation is substantial. Approximate median starting salaries reported across multiple industry surveys in early 2026 include:

• Law: approximately £43,500, with magic circle firms in the City of London offering training contract salaries well above this median.
• Finance and professional services: approximately £36,500, reflecting strong demand across investment banking, audit, and consultancy.
• Digital and IT: approximately £34,500, with particular demand in London, Manchester, and Edinburgh tech clusters.
• Engineering and energy: approximately £31,700, with roles concentrated in the Midlands, the North East, and Scotland's energy sector.
• Media, journalism, and communications: approximately £24,000, with a heavy London concentration.

Regional variation adds a further dimension. London-based graduate roles typically offer starting salaries in the range of £32,000 to £34,000, while positions in Scotland and the South East cluster around £28,000 to £29,000. The Office for National Statistics reported 2.0 unemployed people for every job opening in the period from December 2024 to February 2025, a figure that varies by region, with labour markets in cities such as Manchester, Birmingham, and Leeds generally tighter than rural areas.

The Spring 2026 Recruitment Window

The UK graduate recruitment calendar typically peaks in two main windows. Data from TargetJobs and GRB indicates that the autumn cycle (September to November) captures the largest structured graduate schemes, particularly in finance, consulting, law, and engineering. The spring cycle, running from approximately March through June, represents a second significant wave.

During the spring window, assessment centres generally take place in March and April, with offers typically extending through April, May, and June. Direct entry graduate roles, distinct from structured graduate schemes, tend to be advertised from around Easter onward. Some structured schemes that did not fill all positions in the autumn cycle may re-open applications during this period.

Platforms commonly used by graduates in the UK include Prospects, TargetJobs, Bright Network, Gradcracker (for STEM roles), and Milkround. The Civil Service Fast Stream, NHS Graduate Management Training Scheme, and Teach First are among the larger public-sector programmes that typically recruit on defined annual cycles.

International Graduates and Post-Study Pathways

For international graduates, the spring cycle holds particular significance. The Home Office's Graduate visa, which generally permits holders to remain in the UK for two years after completing a qualifying degree (three years for doctoral graduates), means that timing of job applications can intersect with visa validity considerations. According to UK Visas and Immigration (UKVI) guidance, the Graduate visa does not require employer sponsorship, but transitioning into a longer-term Skilled Worker visa typically does.

The Skilled Worker visa route, as outlined by the Home Office, generally requires a job offer from a licensed sponsor employer at or above the applicable salary threshold. The UK's points-based immigration system, introduced following Brexit, assigns points based on factors including job offer, salary level, English language proficiency, and qualification level. The Shortage Occupation List, maintained by the Home Office and informed by recommendations from the Migration Advisory Committee, identifies roles where demand outstrips domestic supply; healthcare workers, engineers, and certain technology professionals have historically featured on this list.

For graduates in regulated professions, professional registration is typically a prerequisite for practice. The General Medical Council (GMC) oversees registration for doctors, the Solicitors Regulation Authority (SRA) for solicitors in England and Wales, and the Nursing and Midwifery Council (NMC) for nurses. UK ENIC (formerly NARIC) provides qualification recognition services for international credentials. Specific requirements and timelines may vary, and consulting a qualified immigration adviser is generally advisable for individual circumstances. [LOCAL_IMMIGRATION_RESOURCE_en-gb]

Formatting and Parsing: Practical Considerations

Given that the primary function of ATS software is to parse and organise application data, document formatting is a practical concern. According to optimisation guides from Jobscan and Resume.io, .docx (Microsoft Word) remains the most universally parseable file format across major platforms. While many modern systems handle text-based PDFs without difficulty, some older or sector-specific platforms may struggle with PDFs that contain multiple columns or graphical elements.

Standard section headings such as "Experience," "Education," "Skills," and "Contact Information" tend to parse more reliably than creative alternatives. Single-column layouts, standard fonts (Arial, Calibri, or Times New Roman at 10 to 12 points), and the avoidance of text boxes, tables, and embedded images are commonly cited as formatting practices that support clean parsing. For candidates with technical certifications, listing both the credential name and the issuing body can improve discoverability across automated systems.

AI on Both Sides: Employer Responses to Candidate AI Use

According to ISE data from 2025, 62% of surveyed employers expect to use AI in recruitment within five years, and 70% anticipate greater automation in their hiring processes. Among those already deploying AI in selection, 94% report improved speed and efficiency, and 81% cite enhanced capacity to analyse large data volumes.

Candidate use of generative AI is also reshaping employer responses. ISE reports that 61% of employers have caught or suspected candidates using AI during interviews without authorisation, yet 45% have not provided applicants with any guidance on what constitutes appropriate AI use. Some 33% of employers have redesigned their selection processes in response to generative AI, up from 23% the year before. This policy gap is expected to narrow as employers formalise expectations around AI in assessment stages.

Candidates who successfully navigate initial screening still encounter human-led assessment stages. Behavioural interview preparation remains a distinct competency that no amount of CV optimisation can replace, and professional profile presentation carries weight across markets.

Data Limitations

The ISE survey, while authoritative, covers 155 employer members and skews towards larger, structured organisations. SMEs, which collectively employ a significant proportion of UK graduates, are underrepresented. ATS-specific data relies on small sample sizes and self-reported behaviour. HESA Graduate Outcomes data captures employment status at 15 months post-graduation and does not track career progression, job quality, or field relevance. Salary figures vary across sources due to differences in methodology, sample composition, and the inclusion or exclusion of London weighting. Readers are encouraged to consult primary sources directly and to seek guidance from qualified career professionals for analysis tailored to individual circumstances.