How to write a new graduate resume
Updated 2026-09-02

A new graduate’s resume is measured by evidence of things done, not by years. The reader already knows there is no work history: a trainee-scheme recruiter, a Big Four intake team or a technology company’s graduate programme reads thousands of resumes a year with an empty Experience section and stopped judging its length long ago. What they read instead is whether the remaining sections hold anything: a capstone with a result, an internship written as a job, a club role with a scope, a part-time job with a record kept. The targets are the same in every market: a first seat at a multinational’s local office, a management trainee scheme, an audit or tax intake, a graduate programme abroad. The readers differ; the reading does not.
So this page is not about a job title. It is about the architecture of a resume when Experience cannot carry the page: what goes up in its place. There are four answers, each with its own way of being written: projects with an outcome, coursework that maps to the posting, leadership with a scope, internships written as work. And four things to take off: a GPA below the threshold, high school, autobiographical paragraphs, a photograph. Most new-graduate resumes are not too thin. They give the space to things that should not be on the page.
Every example is in English because the finished document is. Every figure sits as an [N]: how many students used the app, the size of the club budget, the hours the internship saved. Those numbers are in your project report and the club’s ledger, and you are the one who will be asked to defend them.
What a finished one looks like
Below is a complete sample for a fictional person, rendered as a real page by the product's own sheet and scored by the same rules engine the editor uses — the number is computed, not typed in. Every figure a bullet owes is left as [N], which is why the score stops under the cap. That is not a flaw in the example; it is the product's rule, demonstrated.
Pei-Lin Hsu
Education
- Built the forecasting module of a four-person capstone that halved the campus bookstore’s manual reorders and stayed in use after the course ended
- Won the department software competition against [N] teams with a dining-hall queue app that reached [N] thousand student users in its first month
Experience
- Automated the weekly customer-usage report in SQL and Google Sheets, cutting its preparation from [N] hours of analyst time to [N] minutes
- Consolidated [N] scattered onboarding FAQs into one searchable help page, after which repeat tickets on those topics fell by [N]% within the quarter
- Delivered a churn-signal analysis across [N] thousand accounts that the customer-success lead used to re-rank the renewal call list
- Led a [N]-member events committee that ran [N] events a year for [N] students, closing the [$N] budget within [N]% of plan
- Doubled sponsorship income to [$N] by writing a one-page sponsor deck and pitching it to [N] local firms, [N] of which signed
- Redesigned registration around one form and QR check-in, cutting the door queue at the [N]-person orientation from [N] minutes to under [N]
Projects
- Designed the queue-position API and its cache, holding response time under [N] ms at a peak of [N] thousand requests a day
- Grew the app from one pilot cafeteria to [N] of the campus dining halls by shipping [N] releases from feedback collected on site
- Improved forecast error by [N] points over the course baseline with holiday and promotion features, documented so a classmate reproduced the pipeline
Additional Information
Structure: what carries the page when Experience is thin
One page, one column. Do not hide the white space in a two-column template. A new graduate’s page not being full is normal; the fix is to write the sections with evidence out fully, not to enlarge the type, widen the leading or add a paragraph of interests. Recruiters see these pages every day and can tell a padded one from across the desk.
One ordering rule: the section that best proves you have finished something goes highest. Within a year of graduating that is Education, the one institutional record you have completed and the first filter a trainee scheme or a Big Four intake applies. Then internships and club roles written as work, then projects, skills, languages. The order moves with the evidence in hand: one substantial internship puts Experience straight after Education; nothing but course projects puts Projects there instead.
- 1Summary
Three sentences: degree and graduation month, one finished thing with a result (capstone, internship, club), and the first seat you want. Not “motivated and eager to learn”, which opens every new-graduate resume in the pile.
- 2Education
First, within a year of graduating. School, degree, major and graduation month on one line each; beneath them two or three bullets: a capstone with a result, an award or a competition placing, coursework that maps to the posting. GPA only when it clears the threshold.
- 3Experience (internships, part-time, club roles written as work)
Reverse chronological. An internship in a permanent job’s shape: employer type, title, dates, three or four bullets with scope and result. A vice-presidency or an events lead goes here too, with headcount and budget; the parser and the eye both look in this section for what you have done.
- 4Projects
For the reader with no internship this is the main course, placed straight after Education. Two bullets per project: the part you owned, and its result (users, an error reduced, who kept using it). Add the link if there is one.
- 5Skills
Three groups: programming and tools, coursework that matches the posting, methods. Every term must trace to a bullet above it; a tool touched once in one course does not get listed.
- 6Languages & Certifications
English in a checkable form: a test score or a CEFR level. Certifications on one line; if there are none, delete the section.
- 7What is not on the page
High school, a photograph, date of birth, national ID number, marital status, autobiographical paragraphs, hobbies. The reader does not need them, the parser cannot read them, and the space goes back to evidence.
Summary examples by starting point
The summary is the three sentences a recruiter uses to decide whether to keep reading. Three versions for three starting points: no internship, one internship, a master’s. Shared rules: degree and graduation month stated, one finished thing with a place for a figure, and no adjectives.
Information management graduate (Jun 2026) whose capstone forecasting app halved a campus bookstore’s manual reorders and is still in use. Vice president of a [N]-member student association that doubled sponsorship income on a one-page deck. Looking for a first analyst or operations seat at a company that measures work in numbers.
With no internship, the capstone and the club are the evidence: one project with a result, one role with a scope. The last sentence names the seat, not your enthusiasm.
Information management graduate (Jun 2026) with one summer in product operations at the local office of a US software company, where the weekly usage report went from [N] hours of manual work to [N] minutes and a churn-signal analysis re-ranked the renewal call list. Built and shipped a queue app used by [N] thousand students. Seeking a graduate analyst or management trainee role.
One internship earns two sentences, written as a job: what changed and who used it. The project drops to the third sentence and the target role closes.
M.S. in Industrial Engineering (Jun 2026) with a thesis on dispatch scheduling for a semiconductor test floor, built on [N] months of anonymised fab data and presented to the sponsoring company’s engineering team. Teaching assistant for [N] students across two statistics courses; one internship in supply-chain planning that cut a weekly reconciliation from [N] hours to [N]. Looking for a planning or operations analyst role.
A master’s evidence is the thesis: topic, data, who heard it. The teaching and the internship each get one place for a figure. Age and a late graduation need no explanation; the page has no column for them.
Five kinds of evidence that stand in for work history
A new graduate’s bullets come from five sources only: projects, internships, clubs and leadership, part-time and service work, competitions and research. The shape is the same as a permanent job’s: a verb, the scope, the mechanism, and an [N] where the figure belongs.
Projects: coursework, capstone, your own
· Built the forecasting module of a four-person capstone for a campus bookstore, which halved its manual reorder count over one semester and stayed in use after the course ended.
· Designed the database schema and query layer for a clinic booking system in Database Systems, normalised to [N] tables and graded top of [N] teams.
· Shipped a dining-hall queue app to [N] thousand students, adding [N] releases from feedback collected at the counter.
Internships: written as work, not as observation
· Automated the weekly customer-usage report in SQL and Google Sheets, cutting its preparation from [N] hours of analyst time to [N] minutes.
· Delivered a churn-signal analysis across [N] thousand accounts that the customer-success lead used to re-rank the renewal call list.
· Reconciled [N] supplier invoices a week against purchase orders during a summer in the finance team, flagging [N] duplicates before payment.
Clubs and leadership: how many people, how much money
· Led a [N]-member events committee that ran [N] events a year for [N] students, closing the [$N] budget within [N]% of plan.
· Doubled sponsorship income to [$N] by writing a one-page sponsor deck and pitching it to [N] local firms.
· Founded the department’s peer-tutoring programme, matching [N] tutors to [N] first-year students in its first semester.
Part-time and service work: the record you kept
· Owned the weekend morning shift at a [N]-seat café, [N] transactions a day, with zero till discrepancies across [N] months.
· Mentored [N] junior-high students in mathematics at a cram school for two years, with [N] of them moving up a placement band.
· Standardized the stock-count sheet at a retail branch, cutting the monthly count from [N] hours to [N] and ending the recount disputes with head office.
Competitions and research
· Won the department software competition against [N] teams with a queue-tracking app judged on working code, not slides.
· Improved forecast error on [N] months of public retail data by [N] points over the course baseline by adding holiday and promotion features.
· Delivered [N] months of data cleaning and figure preparation for a professor’s paper, credited in the acknowledgements.
Weak lines, rewritten
The same experience written the usual way and then the credible way. The new-graduate defect is a status written as an achievement (I was a member, I was an intern, I took the course) with no scope, no mechanism and no result.
Participated in a capstone project on inventory management.
Built the forecasting module of a four-person capstone that halved a campus bookstore’s manual reorders over one semester; the store kept using it after the course ended.
Why it works · “Participated” hides which part was yours. The rewrite names your module, the team size, a number that fell, and the strongest evidence a student project can have: the course ended and the thing is still running.
Marketing intern. Assisted the team with various tasks and learned a lot about digital marketing.
Automated the weekly campaign report in Google Sheets for a [N]-person marketing team, cutting its preparation from [N] hours to [N] minutes, and drafted [N] posts that went out under the team’s name.
Why it works · The original is an observer’s line: learned a lot, helped with things. The rewrite is a worker’s: one thing automated, one time difference, a batch of output that actually went out.
Member of the student association; helped organize events.
Led a [N]-member events committee that ran [N] events for [N] students on a [$N] budget, closing the year within [N]% of plan.
Why it works · Membership is a status, not an achievement. The rewrite gives headcount, event count, audience and budget: four scopes the reader can size against their own trainee intake.
Part-time job at a coffee shop, responsible for customer service.
Owned the weekend morning shift alone at a [N]-seat café, [N] transactions a day, with zero till discrepancies over [N] months, and trained [N] new hires on the register.
Why it works · Service jobs get one throwaway line, yet they hold the most credible record on a student’s page: a shift run alone, a till that balanced, new hires trained. All three can be probed.
Relevant coursework: Database Systems, Data Mining, Statistics, Marketing Management.
Database Systems: designed a [N]-table schema and query layer for a clinic booking system, top of [N] teams. Data Mining: built a churn model on public telecom data, [N] points above the course baseline.
Why it works · A list of course names proves enrolment. The rewrite hangs one output and one placing or figure on each course, which is when coursework becomes evidence, and it keeps only the two courses the posting cares about.
Skills: keep and cut
A new graduate’s skills section drifts toward every course taken and every piece of software touched. The rule for what stays: each term traces to a bullet above it, or you are willing to be tested on it in the room.
Worth the space
Python (pandas, scikit-learn) · SQL · Excel (pivot tables, lookups) · Git · Figma (only with work to show)
Database Systems · Data Mining · Statistics · Operations Management (three or four courses, named the way the posting names them)
English (TOEIC / IELTS score or CEFR level) · [Your first language] (native) · A third language (with its certificate level, if any)
Cut these
- Microsoft Office / Word / PowerPoint · The default for anyone with a degree. The line tells the reader you had nothing stronger to say. Excel stays only when a pivot table or a lookup actually produced something in a bullet.
- Hard-working / Fast learner / Passionate · Self-ratings, and they open every new-graduate resume. Learning fast is proven by taking over the weekly report in your first month, in a bullet.
- Teamwork / Communication / Leadership · Nouns are not evidence. Leadership is proven by the [N]-member committee and the [$N] budget, both of which live in Experience.
- Any tool touched once in one course · C++, MATLAB, SPSS from one class three years ago: listing them writes an interview question. If the second follow-up has no answer, delete the line.
ATS keywords
Trainee schemes and graduate programmes receive the largest volumes, and almost all of them parse before a person reads. These are the terms entry-level postings use most and systems match most, by category. They work best inside a bullet or under Education.
Each term on the page is a promise to answer for it. List SQL and you should be able to write a join on a whiteboard; list a thesis and you should be able to give its topic, data and conclusion in three sentences. A keyword the parser matches and the interview cannot defend costs more than the match was worth.
What a reader opens once the resume has done its job
A new graduate has no former employer to vouch for anything, so the handful of artifacts outside the resume carry more weight here than on any other page. A recruiter does two things: clicks whatever sits in your header, and sends your degree off to be checked before the offer is confirmed. This section is about what they open, where they look once it is open, and the line on the page that points them there.
- The transcript is the one part checked word for word
Degree title, major and graduation month go on the page exactly as the registrar prints them in English, not as you would rather translate them. Trainee schemes and Big Four intakes make offers conditional: you hand over the transcript and the degree certificate before you start, and someone compares the two documents field by field. A page that says Jun 2026 when you graduate in September is not a rounding error, it is a reason to withdraw the offer. Until the date is settled, write “Expected Jun 2026” and go back later to delete the word Expected. A GPA works the same way: whatever number is on the page has to be findable on the transcript.
- The header link line: three at most, ordered by what you want opened
Email, LinkedIn, and at most one more, holding the artifact you most want clicked. Engineering and data candidates put GitHub there; someone with a finished report or analysis points a single link at it; with neither, keep two and leave the space empty, which reads better than filler. Write it as one line: “github.com/your-handle · Campus Queue — the queue-position API and cache, my part of a four-person capstone”. The clause after the dash is the whole reason the line works. It tells the reader what to look at rather than dropping them on a profile page to work it out themselves.
- The first thirty seconds inside the repository
Three things get read. The first three lines of the README: what this does and how to run it. The pin order: the capstone and the thing people still use go at the top, and the dozen repositories from a data-structures course go below them. Then the commit history, which settles who wrote which part of a four-person project and is the first question in the interview anyway. So in the week before you apply, go back and finish the README and fix the pins. That file is easier to edit than any bullet on the resume, and almost nobody edits it.
- Three cases where the link is worse than no link
A profile holding nothing but coursework and forks you never committed to. A capstone repository with an empty README. A URL that no longer resolves. Each of those hands the reader negative information, and the dead URL is the worst of the three: it takes one click to find, and it puts the bullet above it in doubt as well. Removing a link costs you nothing. Write “report available on request”, or let the bullet carry the result on its own. Put a link on the page only if you assume it will be opened and read one level down.
- Checkable beats claimed: give every credential its lookup
Name a competition in full, with the organiser and the year, so the results announcement can be found: “Placed [N] of [N] teams, [competition name], [organiser], 2025”. List an online certificate only when it carries a credential ID or a verification link — the Google Data Analytics certificate and its equivalents all issue one, and a certificate nobody can look up reads as self-assessment. Scholarships, a dean’s list place and departmental awards follow the same rule: anything the school published can be stated precisely. Where a placing was never published, give the judging format and the size of the field instead, and have the certificate scanned and ready. Being asked to produce it and having nothing is worse than never claiming it.
- Sponsored projects, private repositories, an unpublished thesis
Not every piece of student work can be linked. An industry-sponsored capstone usually carries a confidentiality clause; many departments require coursework repositories to stay private under their academic-honesty rules; a thesis under review or under embargo cannot be posted. None of that justifies leaving a URL that returns a 404. State the shape and keep the artifact for the interview: “Private repository (department policy); walkthrough available on request”, or “Thesis under review; abstract available on request”. The bullet still carries scope and outcome — how much data, who used it, [N] points of error removed — without the sponsor’s name or the data itself. Then prepare the version you are allowed to show: an architecture sketch, an anonymised screenshot, the decision you made and the alternative you turned down.
Mistakes that cost new graduates interviews
- 1Pasting the personal statement into the resume
In several markets the application asks for a personal statement or an autobiographical essay; the English resume is not that document. “I have been interested in numbers since childhood” has no place on a one-page list of evidence. Keep it for the cover letter and the interview.
- 2High school, a photograph, a birth date, an ID number
The reader does not need them, the parser cannot read them, and in most markets a photograph and a birth date are things a recruiter is not allowed to screen on. Take all four off and give the space back to evidence.
- 3A GPA below the threshold, still on the page
Big Four intakes and trainee schemes usually state a threshold in the posting. Above it, write it; below it, leave it off. Do not route around it with a “major GPA” or a “final two years” GPA; someone who has read thousands of these sees it at once. An absent GPA costs nothing. A low one does.
- 4A coursework list with no output
“Relevant coursework” followed by ten course names proves enrolment. Pick the two or three that match the posting and hang an output on each: a project, a placing, a figure.
- 5The internship written as observation
Learned, was exposed to, observed, assisted: the verbs of a visitor. What you finished in those two months (the report automated, the invoices matched, the posts published) takes a permanent job’s shape: verb, scope, result.
- 6A club role that is only a title
“Vice President, Student Association” is a title. How many people you led, how many events, how much budget, how many came: that is the scope a reader can size against a trainee intake.
- 7Padding a page that will not fill
Bigger type, wider margins, a paragraph on interests, ten skills in a row. Recruiters see it daily and recognise it. Half a page of evidence beats a full page of padding. If the page will not fill, go and do one more thing worth writing.
The follow-ups your resume will trigger
An interviewer knows a new graduate has no work history, so they drill into the capstone and the internship instead. Every [N] is a question you set for yourself; before a line stays, ask whether it survives three levels of probing.
Built the forecasting module of a four-person capstone that halved a campus bookstore’s manual reorders.
What did each of the four do? Which forecasting method, and why? How was “halved” measured, and against what?
The division of labour, the reason for the model and the alternatives rejected, the reorder counts before and after with the measurement window. The first question about any group project is which part was yours.
Automated the weekly customer-usage report, cutting its preparation from [N] hours to [N] minutes.
Who produced the report before, and how? Did your version ever break? Is it still running now that you have left?
The process before and after, and one record of a failure. A report that kept running after the internship ended is the strongest evidence this line can have; if it stopped, know why.
Doubled sponsorship income to [$N] by pitching a one-page deck to [N] local firms.
What was last year’s figure? Did you write the deck alone? What did the firms that declined say?
Both years’ sponsorship totals, the deck itself, and each firm’s reply. The interviewer is watching how you handle refusal, not the amount raised.
Owned the weekend morning shift alone at a [N]-seat café, with zero till discrepancies across [N] months.
What happened on your busiest morning? What did you do the time the till did not balance?
One real rush, one near-miss at the register. Follow-ups on service work test judgement and steadiness under pressure; a specific answer beats a polished one.
Improved forecast error by [N] points over the course baseline by adding holiday and promotion features.
What was the course baseline? How do you know it is not overfitting? Does it hold on a different slice of the data?
How the validation set was cut, where the features came from, and one feature you believed in that turned out not to help. This question separates doing from copying.
FAQ
No internship, no club, only coursework. What goes on the page?
What you finished in class. Every course with a project is a Projects entry: the part you owned, the result, a placing or a figure. Three course projects are half a page of evidence.
Then start one thing worth writing next month: a complete analysis on public data pushed to GitHub, the registration for one department event. A resume cannot describe what has not happened, but three months is enough for one thing to happen.
Should GPA go on the page, and above what?
Read the posting. Big Four intakes and most trainee schemes state a threshold, commonly 3.0 or 3.5 on a 4.0 scale; above it, write it, below it, leave it off. If the posting is silent, 3.5 and above on the page and anything lower off it is the safe rule.
Do not route around a low figure with a major GPA or a final-two-years GPA. An absent GPA costs nothing; one that is seen through does.
Photo, date of birth, personal statement: does a multinational want them?
Photo, date of birth, national ID number, marital status: leave them off. In most markets a recruiter is not allowed to screen on them, so they only cost space. The personal statement’s content goes to the cover letter.
Where a local posting explicitly asks for a status (military service in some countries, work authorisation in others), one line under Education answers it: the status and the year. Applying to a programme abroad, leave it off unless asked.
The page will not fill. Can it be two pages?
One page for a new graduate, no exceptions. An unfilled page is not the problem; padding is. Half a page with evidence and figures leaves the reader remembering one thing; a full page of padding leaves nothing.
If you want it fuller, add evidence: one more course project with its result, the part-time job written as three bullets, the club role with headcount and budget. Each of those beats an interests line.
Applying to a trainee scheme or graduate programme abroad: does the resume change?
Same skeleton, three changes. Add the country and city after the school name, because an overseas reader will not recognise it; convert the GPA to the reader’s scale or state it against your own scale with the maximum; give English as a test score, never “fluent”.
Take the posting more seriously: an overseas programme usually describes the role in detail, and the words it uses are the words your bullets should use, provided you did the thing.
Turn your capstone, internship and club into evidence
Write down what you actually finished: what the project did and who used it, what changed during the internship, how many people and how much budget the club role carried. The editor rewrites it into English bullets at this page’s standard, Education first on the sheet. The score comes from a rules engine rather than the model, so one draft rates the same on every run. Any figure you have not supplied stays a yellow [N]: we do not guess numbers for you. Two free drafts each for the resume and the cover letter once you sign in.
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