AI and the Graduate Job Market

For many graduates today, getting onto the career ladder feels harder than ever. Hours are spent tailoring CVs and cover letters for each role, researching companies, and carefully aligning applications with job descriptions — yet many applicants never receive a response.

This lack of feedback has led to a growing belief among graduates that applications are being filtered by automated systems rather than reviewed by people. With hundreds of applications often submitted for a single entry-level role, many organisations rely on Applicant Tracking Systems (ATS) and AI screening tools to manage the volume.

While this technology helps employers process large numbers of applications efficiently, it can also mean strong candidates are overlooked simply because their CV does not contain the exact keywords the system is searching for.

How Graduates Can Improve Their Chances

Although automated screening is common, there are ways graduates can improve their chances of progressing.

• Use the language from the job description so key skills and competencies are clearly recognised by screening systems.
• Highlight transferable skills from university projects, part-time work, volunteering, or group assignments.
• Keep CV formatting simple and clear, avoiding graphics or complex layouts that automated systems may struggle to read.
• Build professional connections through networking platforms such as LinkedIn or university alumni networks.

Once invited to interview, professional etiquette becomes key. Preparation, punctuality, clear communication, and a brief follow-up message after the interview can leave a strong impression.

What Employers Can Do Better

Employers also have a role to play in improving the recruitment experience. Simple changes can make a significant difference:

• Acknowledge applications and provide responses where possible
• Ensure automated screening tools are regularly reviewed
• Focus on potential and transferable skills, not just experience
• Offer brief feedback to unsuccessful candidates

Recruitment technology can improve efficiency, but hiring should always remain a human process. By combining smart technology with transparent communication and fair evaluation, organisations can support graduates while strengthening their future talent pipeline.