Customer story

From rejections to first interviews: a recent graduate

A composite graduate journey — reframing coursework and bar work into evidence that entry-level ATS filters can match.

I had the same degree as everyone else on my course. Once my CV described outcomes instead of module titles, recruiters finally had something to shortlist.
Chloe, economics graduate, C.

Chloe finished an economics degree with a 2:1, bar work on weekends, and a dissertation on regional employment data. She applied to twenty graduate schemes in six weeks and received automated rejections or silence. The problem was not the degree — it was a one-page CV that listed module names and job titles without a single measurable outcome.

The starting point

Her summary read “motivated graduate seeking opportunities.” Experience section: “Bar staff, High Street pub” with no bullets. Education: twelve module titles. ATS filters for analyst programmes searched for Excel, stakeholder communication, and commercial awareness — none appeared in parseable form.

What changed

Using structured feedback (including Cvaluate-style job-description comparison), Chloe:

  • Rewrote the summary to name graduate analyst roles and cite dissertation tools (R, Excel)
  • Turned bar work into two bullets on cash reconciliation and training new starters
  • Expanded a university consultancy project into scope, team size, and client outcome
  • Added a skills line grounded in evidence, not adjectives
Before: BSc Economics modules including Macroeconomics, Econometrics.
After: Dissertation: regional employment shifts (2019–2024) using ONS data in R and Excel; presented findings to faculty panel.

What happened next

Over the following month she applied to fewer roles but tailored each CV. She secured two first-round interviews — not an offer guarantee, but a shift from zero traction. Chloe still prepared separately for assessment centres and networking; the CV change only addressed the screening bottleneck.

For similar advice, see our graduate CV guide and how to write a CV. When you are ready, run your graduate CV through Cvaluate against a real job description.

Note: This story is a composite based on common patterns reported by Cvaluate users. Names, employers, and timelines are illustrative. Individual results vary — no tool guarantees interviews or offers.

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