You have less work history than experienced applicants — but you have more relevant experience than you may realise. The problem is not what you have done; it is that entry-level resumes typically describe it in the language of education rather than the language of employment. ATS systems speak one language: job description vocabulary.
Graduate job postings are specifically designed to filter for transferable skills vocabulary, tool names learned in coursework or internships, and the kinds of project language that signal readiness for the role. A resume that describes a dissertation as an academic exercise scores lower than one that frames it as a research project with measurable outcomes.
Academic language scores poorly in commercial ATS systems. Translate: "dissertation" → research project with methodology, findings, and impact; "group assignment" → team collaboration with your specific contribution; "class presentation" → stakeholder communication. The experience is the same — the vocabulary changes the match score.
Internship and placement vocabulary must mirror commercial terminology: stakeholder management, project delivery, data analysis, customer service, process improvement, cross-functional collaboration. If you used Jira, Slack, Salesforce, Python, or any other commercial tool during an internship — name it. These are real keyword hits.
Are your academic projects described using commercial vocabulary?
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Software and tool names are valuable even for graduates: Python, R, SQL, Excel (advanced), Tableau, Power BI, SPSS, MATLAB, AutoCAD, Figma, WordPress, Google Analytics, Salesforce, HubSpot. If you used a tool in a course, placement, or personal project — include it. ATS systems do not distinguish between coursework and commercial use.
Leadership vocabulary scores well even in student contexts: team lead, project coordinator, committee member, volunteer coordinator, society president, events management. Quantify where possible: members managed, budget responsibility, attendance achieved. These are genuine signals of transferable skills.
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The entry-level candidate who translates academic experience into commercial vocabulary and names every tool they have used will consistently outscore one who writes a traditional education-focused resume. The experience is equivalent — the language is the differentiator.
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The most common cause is academic vocabulary. ATS systems are built to match job description language — not dissertation language. Reframe every project, group work, and placement using the vocabulary of the role you are applying for.
Include GPA if it is 3.5+ (US) or First Class/Upper Second (UK), or if the posting specifically requests it. Format it clearly: "GPA: 3.7/4.0" or "First Class Honours (2:1 equivalent: 3.6/4.0)". Some ATS systems filter for GPA thresholds.
Name every relevant tool and software used in coursework or internships. Quantify any project outcomes (scope, results, scale). Use commercial vocabulary for leadership and teamwork. Add any professional certifications or online credentials (AWS, Google Analytics, HubSpot).
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