How to Get Your CV Past the ATS in Pharma — An Insider's Guide

A CV that fails to pass an ATS filter is a CV that never gets read by a human being. And in the pharmaceutical industry — which runs on Eightfold, Workday, SuccessFactors, and a handful of other systems — that means an enormous number of strong, qualified candidates are being rejected before anyone has had the chance to actually evaluate them.

I know this not because I have read about it. I know this because for 16 years, I was on the other side. I configured these systems. I built shortlists from their outputs. I watched strong candidates disappear because their CV was not formatted for the algorithm — and I watched mediocre candidates advance because they had accidentally optimised for it.

Here is what I know.

What an ATS Actually Does

Most candidates imagine an ATS as a simple keyword scanner that counts how many times "GCP" or "ICH E6" appears in their CV. The reality is more nuanced — and more beatable if you understand the logic.

Modern pharmaceutical ATS platforms like Eightfold use machine learning to score candidates against a job description. They are trained on historical hiring data — which means they have learned, implicitly, what a successful hire looks like for each function and level. They are matching your profile not just against keywords, but against a learned model of what works.

Workday is simpler and more literal: it is looking for structured data — job titles, company names, dates, and a set of extracted skills. Formatting problems that prevent clean data extraction will hurt you significantly here.

"At Bayer, I watched strong candidates with excellent track records get filtered out because their CV used a table-based layout that prevented the ATS from reading their experience correctly. The human beings who would have been excited about those profiles never got the chance to see them."

The Five Mistakes That Get You Filtered Out

1. Table-based and column layouts

This is the single most common mistake I see in pharmaceutical CVs, particularly from German candidates using the classic German Lebenslauf format. Two-column layouts, skills tables, and side-panel designs look clean to the human eye — but most ATS systems cannot parse them correctly. Your experience ends up in the wrong field, or does not get extracted at all.

Fix: Use a single-column, chronological layout with clear section headers. Save the design for after you have a human reader.

2. Incorrect job title formatting

ATS systems try to match your job titles against a database of known titles. If your actual title was "Global PV Operations Lead" but the job description says "Pharmacovigilance Manager," the system may not make that connection — especially at less sophisticated implementations.

Fix: Where your actual job title is unusually specific or company-internal, consider adding a parenthetical industry-standard equivalent. "Global PV Operations Lead (Pharmacovigilance Manager)" is honest and searchable.

3. Missing function-specific keywords

Each pharmaceutical function has a vocabulary. Regulatory Affairs has its own terms. Clinical Operations has its own. Quality Assurance has its own. A CV that describes your work in project management language rather than functional language will score poorly against a function-specific job description.

Fix: Read the job description carefully and mirror its language precisely — not creatively. If the job description says "CAPA management," do not write "corrective action processes." Use the exact term.

4. Skills buried in paragraph text

Many ATS systems extract skills from dedicated skills sections more reliably than from narrative descriptions. A candidate who lists "Eightfold, Workday, SuccessFactors" in a skills section will be found by a recruiter searching for those terms far more reliably than one who mentions them in a paragraph.

Fix: Create a clean, scannable skills section. For technical roles, list your specific tools and systems explicitly.

5. PDFs with embedded graphics or fonts

Some PDF creation tools produce files where the text is encoded in a way that extraction tools cannot read. This is especially common with PDFs created from design software rather than Word.

Fix: Submit your CV as a standard Word document (.docx) unless the application form specifically requires PDF. If PDF is required, create it from Word or Google Docs, not from Canva or InDesign.

Keyword Strategy: How to Do It Without Looking Like You Did It

Keyword optimisation done badly looks desperate and reads poorly. Done well, it is invisible — your CV sounds exactly like what it is: the work of a genuine expert in your field who communicates in the language of that field.

• Read the job description once for the role. Read it again specifically looking for terms you can authentically use.
• For each keyword you identify: is it in your CV already? If not, is there a place where it can be added naturally? If you have the experience, describe it with the right words.
• Never add a keyword for a skill you do not have. ATS systems get you to the interview. The interview reveals whether the keyword was honest.
• Pay particular attention to: regulatory framework references (ICH, GCP, GMP, GVP, CTR), system names (Veeva Vault, CTMS, eTMF platforms), therapeutic areas, and geography-specific terms (EMA, BfArM, Swissmedic).

The Submission Format Question

Candidates often agonise over whether to submit a CV as PDF or Word. My recommendation:

• If the application form offers a choice: submit .docx first, PDF second.
• If the company is a large pharmaceutical with a Workday or SuccessFactors implementation: .docx is almost always safer.
• If the company uses Eightfold: both formats are generally handled well, but a clean single-column layout matters more than the format.
• Never submit a scanned document. Never submit an image-based PDF. Never submit a file created from a design tool without testing the text extraction first.

One Thing No Article Will Tell You

The ATS is not your only obstacle. In large pharmaceutical companies, the recruiter who picks up your shortlisted profile often has a stack of 30 to review in a single sitting. Your CV needs to pass the algorithm and immediately communicate your value to a human being who is reading quickly, looking for reasons to shortlist or discard.

That means your first page needs to do the work. Your most recent role, your most relevant achievement, your clearest statement of who you are professionally — these need to be visible without scrolling. An executive summary that actually summarises rather than restating your job title. A career history where the impact of each role is expressed in numbers, not duties.

The algorithm gets you in the room. The CV gets you the call. The call gets you the interview. None of these are the same job.