"I've got no experience — what do I even put on my CV?" It's the question hundreds of thousands of graduates ask every year. The good news: a candidate with no experience plays by different rules. Tell your story right and you can get ahead of the competition even with zero work experience.
The CV Strategy for a No-Experience Candidate
A senior person's CV is about "what I've done"; a graduate's is about "what I can do." For a candidate with zero experience, an employer looks at 4 things:
- Quality of education — university, course, grade, project
- Internships / freelance — a real work signal, even a small one
- Side projects — someone who builds off their own initiative learns after hours
- Clarity of expression — your summary and bullet points show how clearly you think
The 7 Sections of a Graduate CV
1. Header
A professional email (firstname.surname@gmail), phone, LinkedIn URL, city. If you're a developer add a GitHub URL, a designer a portfolio URL, a marketer a personal blog/Medium URL.
2. Professional Summary — The Most Important 4 Lines
A no-experience candidate's summary needs 3 things: (1) what you studied / your degree, (2) your most notable skills, (3) the sector / role you want to grow in.
Weak: "Enthusiastic, ambitious, team-player graduate eager to work."
Strong: "Industrial Engineering graduate (University of Warwick, 2026). On the side I did 2 years of freelance data analysis (Power BI, Python). I'm looking to grow as an operations analyst at a logistics or e-commerce company."
3. Education — This Is Your Work Experience
Put it at the top, because it's your strongest asset. Include:
- University, course, graduation year
- Grade (write it if it's a 2:1 or above; leave it off if below)
- Dissertation / final-year project (if relevant to the role)
- Scholarships (if any), awards/commendations
- Key modules you took (4-5, chosen to match the role)
4. Internships and Part-Time Jobs
Even a single internship gives you at least 3 bullet points. If you worked in a café, translate it into transferable skills like "customer satisfaction" and "operating the till/POS system."
Example:
- "Ocado data analytics internship (3 months): Built 4 Power BI dashboards tracking the Search team's query performance, and automated the weekly executive report (manual 3 hours → 5 minutes)."
5. Projects — A No-Experience Candidate's "Work Experience"
A university group project, a personal app, a hackathon submission — they all count. For each project:
- Name + a one-line summary
- Your role (call out leadership within the team)
- The technologies you used
- The outcome (user count, demo URL, GitHub stars)
6. Skills
Hard skills (technical tools) + soft skills (communication, teamwork, problem-solving). Copy the keywords from the job ad word for word.
7. Certifications / Additional Information
Online course certificates (Coursera, Udemy, university careers service) count. Language levels in CEFR format (B2, C1). Add any volunteering briefly.
A Full Graduate CV Example
Emily Carter
Junior Data Analyst · [email protected] · +44 7700 900000 · linkedin.com/in/emilycarter · github.com/emilycarter · Birmingham
SUMMARY
Industrial Engineering graduate (University of Warwick, 2026). During my degree I did 2 internships + 1 year of freelance dashboard projects. Advanced in Python (pandas, scikit-learn), SQL and Power BI. Looking to grow as a data analyst in operations/logistics.
EDUCATION
University of Warwick · BEng Industrial Engineering · 2022-2026 · First Class Honours
- Final-year project: "Route Optimisation for a Logistics Company" (Python + OR-Tools, 12% simulated fuel saving)
- Key modules: Operational Research, Stochastic Modelling, Data Mining, Linear Programming
- Top 5% scholarship (2023, 2024)
INTERNSHIP EXPERIENCE
Data Analytics Intern · Ocado Technology · Jul-Sep 2024
- Built 4 Power BI dashboards for the Search team's query performance; cut the weekly executive report from a manual 3 hours to 5 minutes
- Created a Python notebook template for A/B test analysis, used by the team across 8 tests
- Presented a mini-report on "uplift modelling" under the mentorship of a senior data scientist
Part-Time Data Analyst · Freelance · Feb 2024 – Present
- Monthly sales-and-stock dashboards (Power BI + Excel) for 3 small e-commerce businesses, earning ~£150/month
- Ran an RFM customer-segmentation analysis for a corporate client — lifted email campaign conversion from 2.1% to 5.8%
PROJECTS
UniRoute — github.com/emilycarter/uniroute
A campus shuttle-routing app for the University of Warwick (Streamlit + OR-Tools). Used by 150 students, an award-winning hackathon submission.
SKILLS
- Languages: Python (pandas, NumPy, scikit-learn), SQL, R (intermediate)
- Tools: Power BI, Tableau, Excel (advanced, pivot tables + VBA), Jupyter
- Business intelligence: A/B testing, RFM analysis, optimisation (OR-Tools)
LANGUAGES
English — Native · French — B1
5 Common Mistakes on Graduate CVs
- Saying "I have strong communication skills." No — show it: "Chaired a 20-member student society and structured the weekly meetings."
- Listing primary-school achievements. Only include university and beyond. Even A-level grades can be skipped.
- Putting secondary school front and centre. It goes below university, no grades, just the school + leaving year.
- Overly formal, inflated wording. Words like "henceforth" or "endeavour to execute" read strangely. Keep it plain.
- No numbers. Even without experience you can pull concrete figures from a project, internship or freelance job.
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